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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Environ. Sci.</journal-id>
<journal-title>Frontiers in Environmental Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Environ. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-665X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">854835</article-id>
<article-id pub-id-type="doi">10.3389/fenvs.2022.854835</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Environmental Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>The Okavango Delta: Fisheries in a fluctuating floodplain system</article-title>
<alt-title alt-title-type="left-running-head">Mosepele et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fenvs.2022.854835">10.3389/fenvs.2022.854835</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Mosepele</surname>
<given-names>Ketlhatlogile</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1558948/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kolding</surname>
<given-names>Jeppe</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/425575/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bokhutlo</surname>
<given-names>Thethela</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1806365/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Mosepele</surname>
<given-names>Belda Quetina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1666194/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Molefe</surname>
<given-names>Montshwari</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Botswana University of Agriculture and Natural Resources</institution>, <addr-line>Gaborone</addr-line>, <country>Botswana</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>University of Bergen</institution>, <addr-line>Bergen</addr-line>, <country>Norway</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Botswana International University of Science and Technology</institution>, <addr-line>Palapye</addr-line>, <country>Botswana</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Botswana Ministry of Agriculture</institution>, <addr-line>Gaborone</addr-line>, <country>Botswana</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1274394/overview">Ana Pia Rabuffetti</ext-link>, National Institute of Limnology (INALI), Argentina</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1052521/overview">Matthew McCartney</ext-link>, International Water Management Institute, Sri Lanka</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/518059/overview">Nathan John Waltham</ext-link>, James Cook University, Australia</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Jeppe Kolding, <email>Jeppe.Kolding@uib.no</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Freshwater Science, a section of the journal Frontiers in Environmental Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>854835</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>01</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>07</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Mosepele, Kolding, Bokhutlo, Mosepele and Molefe.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Mosepele, Kolding, Bokhutlo, Mosepele and Molefe</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Wetlands are among the most productive ecosystems globally characterized by dynamic interactions between terrestrial and aquatic habitats at different scales. These systems support valuable floodplain fisheries that are a major livelihood for riparian communities. Understanding the dynamics of these systems is important for developing adaptive fisheries management paradigms that will facilitate access and sustainability to this cheap but high-quality food and nutrition source. The Okavango Delta in Botswana is a large land-locked complex river-floodplain ecosystem, with a diverse biota, and high environmental heterogeneity due to periodic drying and flooding along a space and time gradient. It is characterized by a multi-species, multi-gear fishery adapted to the seasonal flood pulse. The Delta&#x2019;s fish species assemblage undergoes seasonal changes driven by the flood regime. There is also a dynamic inter-annual variability in the fish species assemblage, particularly between &#x201c;good&#x201d; and &#x201c;bad&#x201d; flood years. During the wet season, high flows increase connectivity in three dimensions (longitudinal, lateral, and vertical) which facilitates dispersal of aquatic biota, nutrients, and other material among successive locations in the riverscape. However, the dry season results in alteration or reduction in aquatic habitats available for fish reproduction. Similarly, low floods may reduce inputs of nutrient resources from the terrestrial environment that support aquatic food webs and can lead to community disruption, even to the point of local extirpation of stranded fish in fragmented ephemeral pools in the floodplain. Consequently, the periodicity, magnitude and predictability of flows are the major drivers of the systems&#x2019; capacity to sustain persistent fisheries production and other ecosystem services affecting human welfare. We argue that identification of the processes that sustain production and biodiversity patterns is an essential step towards a better ecological understanding and natural resource management of river-floodplain systems. Based on this review, we debate that floodplain fisheries, like in the Okavango Delta, should be exploited using a diverse exploitation pattern to ensure a harvesting regime in balance with system productivity. Such balanced fishing pattern, based on traditional fishing practices, facilitates the provision of food and nutritional value of the fishery to marginalized communities.</p>
</abstract>
<kwd-group>
<kwd>Okavango Delta</kwd>
<kwd>floodplain fisheries management</kwd>
<kwd>fluctuating</kwd>
<kwd>balanced fishing</kwd>
<kwd>flood pulse</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Tropical inland fisheries, while producing at least 15&#x2013;20% of the global fish production, are based on the tiny fraction (&#x2248;0.04%) that tropical aquatic freshwater systems contribute to the world&#x2019;s freshwater resources (<xref ref-type="bibr" rid="B49">Kolding and van Zwieten, 2006</xref>). Most importantly, inland fisheries provide vital proteins, micro-nutrients, jobs and income for some of the most marginalized communities of the world (<xref ref-type="bibr" rid="B2">Allan et al., 2005</xref>; <xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>; <xref ref-type="bibr" rid="B39">HLPE 2014</xref>; <xref ref-type="bibr" rid="B10">B&#xe9;n&#xe9; et al., 2015</xref>), but a growing global population, with a consequent increase in food demand, will place increased pressure on the global water resources (e.g. <ext-link ext-link-type="uri" xlink:href="http://www.waterforfood.org/">http://www.waterforfood.org/</ext-link>). According to <xref ref-type="bibr" rid="B83">Molden and de Fraiture (2004)</xref>, this situation is of particular concern in Africa, where pressure on water resources is expected to increase rapidly within the next two decades. In addition, climate change will likely increase water stress in southern Africa (<xref ref-type="bibr" rid="B17">Boko et al., 2007</xref>) because of reduced (<xref ref-type="bibr" rid="B22">Clark, 2006</xref>) or increased variability in precipitation across the continent (<xref ref-type="bibr" rid="B124">Tadross et al., 2005</xref>), which will affect fish productivity (<xref ref-type="bibr" rid="B148">Magadza, 2011</xref>; <xref ref-type="bibr" rid="B37">Gownaris et al., 2018</xref>) and increase food insecurity. An increased pressure on resources has raised concerns of overexploitation exacerbated by lack of knowledge on ecosystem response to changes in species, size, and trophic composition of fish assemblages (<xref ref-type="bibr" rid="B2">Allan et al., 2005</xref>). However, &#x201c;where there is water there is fish&#x201d; (<xref ref-type="bibr" rid="B56">Kolding et al., 2016</xref>) and since the hydrological regimes are key drivers of productivity and structure in freshwater ecosystems (<xref ref-type="bibr" rid="B37">Gownaris et al., 2018</xref>) there is compelling need to understand and appreciate the dynamics of floodplain fisheries better because of their prevalence, high productivity, and intrinsic value to riparian communities in Africa.</p>
<p>Floodplain fisheries are generally considered among the most productive in the tropics (<xref ref-type="bibr" rid="B43">Junk, et al., 1989</xref>; <xref ref-type="bibr" rid="B141">Welcomme, 2009</xref>), with an average potential fish production rate of 2.5&#x2013;4 times that of tropical lakes and reservoirs on a water surface area basis (<xref ref-type="bibr" rid="B9">Bayley, 1991</xref>). The Okavango Delta (<xref ref-type="fig" rid="F1">Figure 1</xref>) is one of the largest inland river deltas in the world (<xref ref-type="bibr" rid="B3">Allanson, et al., 1990</xref>) with a fishery which is predominantly artisanal and subsistence, combined with a small-scale commercial gillnet fishery (<xref ref-type="bibr" rid="B86">Mosepele, et al., 2003</xref>). In common with most African inland fisheries, it is characterized by a multi-species, multi-gear fishery harvesting the fish community across different trophic levels, species, and sizes (<xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>). Approximately 65% of the 25,000 people (based on 1995 population estimates) who live within the periphery of the Delta depend on the fishery as a source of livelihood (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>). Due to competing interests in the Delta&#x2019;s fish resources, particularly between the flourishing tourist and angling industry and the local people, there has been a long history of stakeholder conflicts and repeated allegations of over-exploitation of the fish resource and deterioration of the environment (<xref ref-type="bibr" rid="B85">Mosepele et al., 2014</xref>). However, apart from a preliminary analysis (<xref ref-type="bibr" rid="B94">Mosepele and Kolding, 2003</xref>) there have been no informed assessment studies on the Okavango Delta fishery. Because of the complex and dynamic nature of the fishery (approximately 71 species and high seasonal variability, <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>), using conventional single-species fish stock assessment, based on steady state assumptions, is considered only partly adequate for a comprehensive and accommodating evaluation of the fishery. The Okavango Delta is subject to seasonal flooding which, like elsewhere, plays a key role in determining the potential and nature of its fishery (<xref ref-type="bibr" rid="B101">Mosepele et al., 2009</xref>). However, a comprehensive understanding of the relationship between the hydrological regime and the dynamics of the fishery, the productivity, and the trophic interrelationships remains limited and dispersed.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Map of the Okavango River basin in southern Africa, with the three countries sharing the drainage basin. The insert shows the Okavango Delta inside Botswana, which is the focus of this study (Source: The ORI GIS Laboratory).</p>
</caption>
<graphic xlink:href="fenvs-10-854835-g001.tif"/>
</fig>
<p>This study is a systematic review of over two decades of research work in the Okavango Delta. Data used in <xref ref-type="fig" rid="F3">Figure 3</xref>&#x2013;<xref ref-type="fig" rid="F5">5</xref> are based on data that were collected over several years as part of a PhD work and are described comprehensively in <xref ref-type="bibr" rid="B91">Mosepele (2019)</xref>. The aim of this review is to examine the relationship between fish dynamics and environmental variability which allows for assessment of an optimum fishing regime in a flood-pulsed floodplain fishery of the Okavango Delta. Establishing this relationship is important towards identifying the key drivers of change, the potential range of fluctuations, and resilience in floodplain fish communities. Understanding this relationship will aid in floodplain fisheries and water management, as a step beyond prevailing management regimes based on steady state theories and models (<xref ref-type="bibr" rid="B89">Mosepele, 2014</xref>).</p>
<p>Tropical and sub-tropical floodplains are dynamic pulsating systems, which are constantly changing at various spatio-temporal scales, but where the seasonal fluctuations are also essential for regeneration and maintenance of the ecosystem. Proper understanding of floodplains is essential towards their conservation aligned with the socio-economic development of riparian communities. The fundamental philosophy underpinning this review is that floodplains are dynamic, interconnected aquatic-terrestrial systems driven by seasonal flooding at variable intra and inter-annual scales and that management needs to be equally dynamic, flexible, and adaptive.</p>
</sec>
<sec id="s2">
<title>2 Description of the study area</title>
<p>The Okavango River basin (<xref ref-type="fig" rid="F1">Figure 1</xref>) is located in a semi-arid environment with one of most sparsely populated basins in southern Africa. It is a large endorheic (no outlet) system that spans three countries (Angola, Namibia, and Botswana) (<xref ref-type="bibr" rid="B6">Ashton and Neal, 2003</xref>; <xref ref-type="bibr" rid="B73">McCarthy et al., 2003</xref>).</p>
<p>The catchment of the Okavango River Basin is estimated to be approximately 530 000&#xa0;km<sup>2</sup>&#xa0;at its largest extent (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>). The basin is located in a water scarce region, and future planned water abstractions are projected to amount to about 3% of the mean annual daily runoff of the Okavango River when entering Botswana at Mohembo at the distant end of the so-called panhandle (<xref ref-type="fig" rid="F1">Figure 1</xref>). According to <xref ref-type="bibr" rid="B123">Steudel et al. (2013)</xref> mean annual daily runoff (1974&#x2013;1998) at Mohembo is 263m<sup>&#x2212;3</sup>s<sup>&#x2212;1</sup>. However, there is not enough knowledge to accurately predict the scale, significance and resilience of ecosystem responses within the Delta to the anticipated decreased flows (<xref ref-type="bibr" rid="B6">Ashton and Neal, 2003</xref>).</p>
<p>Currently, the delta is still relatively pristine (<xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>; <xref ref-type="bibr" rid="B13">Black et al., 2011</xref>), which nevertheless, does not discount threats to its ecological integrity. Anthropogenic threats to the delta do not only come from within the country driven by local population development pressures (<xref ref-type="bibr" rid="B109">Porter and Muzila, 1989</xref>), but also from transboundary threats which have increased with the advent of peace in Angola (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>; <xref ref-type="bibr" rid="B77">Milzow, et al., 2009</xref>; <xref ref-type="bibr" rid="B149">Milzow, et al., 2010</xref>). After a prolonged civil war, a repopulation of the headwaters of the Okavango has begun (<xref ref-type="bibr" rid="B74">Mendelsohn et al., 2010</xref>), where approximately one million people are expected to settle within the river basin (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>). Concomitant human activities like agriculture (including irrigation), water abstraction and hydropower development in both Angola and Namibia are expected to place an increased demand on the water resources of the basin (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>; <xref ref-type="bibr" rid="B44">Junk et al., 2006</xref>; <xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>) and may negatively affect water quantity and quality (<xref ref-type="bibr" rid="B71">Masamba and Mazvimavi, 2008</xref>).</p>
<sec id="s2-1">
<title>2.1 Flooding dynamics in the delta</title>
<p>The Okavango Delta is a vast mosaic of various habitats consisting of swamps, islands and river channels whose aquatic, semi-aquatic and terrestrial phases change constantly at different temporal scales, driven by the flood regime (<xref ref-type="bibr" rid="B73">McCarthy et al., 2003</xref>; <xref ref-type="bibr" rid="B112">Ramberg and Wolski, 2008</xref>). It is located in a dry sub-tropical area with a mean annual rainfall of 475&#xa0;mm and experiences large annual variations in temperature where October is the hottest month while July is the coldest (<xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>). Rain normally falls in the period November&#x2014;March while annual flooding from the Angolan highlands occurs in the period April - September (<xref ref-type="bibr" rid="B112">Ramberg and Wolski, 2008</xref>). Annual precipitation, which is out of phase with seasonal flooding (<xref ref-type="bibr" rid="B109">Porter and Muzila, 1989</xref>; <xref ref-type="bibr" rid="B113">Ramberg et al., 2006a</xref>), contributes approximately between 5% (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>) and 42% of the total water input into the delta, while the rest comes as discharge from the Angolan highlands (<xref ref-type="bibr" rid="B112">Ramberg and Wolski, 2008</xref>). Total water storage in the delta is about 10&#xa0;Km<sup>3</sup> (about a year&#x2019;s inflow of water) which supports diverse vegetation (<xref ref-type="bibr" rid="B109">Porter and Muzila, 1989</xref>) &#x201c;aquatic&#x201d; and wildlife species (<xref ref-type="bibr" rid="B111">Ramberg, et al., 2006b</xref>). The delta&#x2019;s hydrology is dynamic (i.e. changes in flow patterns from one part of the delta to the other), that varies in response to changes in seismic activity, vegetation dynamics, animal activity (such as hippos) and human intervention (<xref ref-type="bibr" rid="B142">Wilson, 1973</xref>; <xref ref-type="bibr" rid="B109">Porter and Muzila, 1989</xref>; <xref ref-type="bibr" rid="B143">Wolski and Murray-Hudson, 2006</xref>; <xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>), causing the flow in the anastomosis of channels to change at any given time due to variations in these factors.</p>
<p>Peak discharge in the delta&#x2019;s panhandle occurs in March/April (<xref ref-type="bibr" rid="B144">Wolski, et al., 2005</xref>) and the flood pulse travels progressively down the delta, taking a maximum of 6 months to reach the distal ends of the system (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>). The sinusoidal flooding cycle (<xref ref-type="fig" rid="F2">Figure 2</xref>) in the delta results in a period of minimum inundation (November - March) to a period of maximum inundation (May - September) (<xref ref-type="bibr" rid="B4">Andersson et al., 2003</xref>; <xref ref-type="bibr" rid="B73">McCarthy et al., 2003</xref>; <xref ref-type="bibr" rid="B144">Wolski et al., 2005</xref>). Water depth variations in the permanently flooded areas are usually very small, while normally in the order of 1&#x2013;2&#xa0;m in the seasonally inundated parts of the Delta (<xref ref-type="bibr" rid="B111">Ramberg et al. (2006b)</xref>.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Intra annual variations in fish species biodiversity in the Okavango Delta where the black line shows seasonal variability in mean discharge (Source: <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>).</p>
</caption>
<graphic xlink:href="fenvs-10-854835-g002.tif"/>
</fig>
<p>Also inter-annually the flows in the delta have a cyclical behaviour with a 17.5&#xa0;year periodicity in the annual average and maximum flows (<xref ref-type="bibr" rid="B72">Mazvimavi and Wolski, 2006</xref>). However, there is high inter-annual variability in flooding patterns where good flood years may be followed by poor flood years and the extent of flooding in the previous year and local rainfall also affect the extent of flooding in any 1&#xa0;year (<xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>; <xref ref-type="bibr" rid="B74">Mendelsohn et al., 2010</xref>). While inter-annual variations in rainfall cause variability (lows and highs) in its flooding regime (<xref ref-type="bibr" rid="B143">Wolski and Murray-Hudson, 2006</xref>), seismic Earth movements also cause different parts of the delta to periodically undergo drying episodes (<xref ref-type="bibr" rid="B77">Milzow et al., 2009</xref>). Thus, flooding dynamics in the delta are highly dynamic and critical towards a comprehensive understanding of ecological processes in the delta.</p>
</sec>
</sec>
<sec id="s3">
<title>3 The Okavango Delta&#x2019;s floodplain ecology</title>
<p>Seasonal flooding liberates nutrients from the inundated soils as new floodwaters enter the floodplains (<xref ref-type="bibr" rid="B137">Welcomme, 1988</xref>; <xref ref-type="bibr" rid="B63">Lindholm et al., 2007</xref>). The delta has a heterogeneous mosaic of micro-habitats (<xref ref-type="bibr" rid="B121">Siziba et al., 2011a</xref>) characterized by low nutrient concentrations (<xref ref-type="bibr" rid="B59">Krah et al., 2006</xref>) and oligotrophic waters (<xref ref-type="bibr" rid="B23">Cronberg et al., 1995</xref>; McKay et al., 2011). Despite its oligotrophic state, the delta is a productive system (<xref ref-type="bibr" rid="B40">H&#x00F8;berg et al., 2002</xref>) as evidenced by relatively high fish production/biomass in some lower delta lagoons (<xref ref-type="bibr" rid="B140">Fox, 1976</xref>; <xref ref-type="bibr" rid="B99">Mosepele et al., 2011</xref>) and fast vegetation growth (<xref ref-type="bibr" rid="B113">Ramberg et al., 2006a</xref>). Several key processes contribute to nutrient dynamics in the delta; (i) surface waters (<xref ref-type="bibr" rid="B23">Cronberg et al., 1995</xref>; <xref ref-type="bibr" rid="B34">Garstang et al., 1998</xref>; McKay et al., 2011) (ii) soil nutrients (<xref ref-type="bibr" rid="B59">Krah et al., 2006</xref>), (iii) dung from mammals in the seasonal floodplains (<xref ref-type="bibr" rid="B101">Mosepele et al., 2009</xref>), (iv) mineralization (from senescent plant material and peat) (<xref ref-type="bibr" rid="B113">Ramberg et al., 2006a</xref>), and (v) windblown dust/atmospheric deposition (<xref ref-type="bibr" rid="B59">Krah et al., 2006</xref>), the latter is a major nutrient source at receding water levels in the seasonal floodplains.</p>
<p>When the new floods arrive, they carry allotropic nutrients from upstream runoff, which facilitate the primary production processes in the delta (<xref ref-type="bibr" rid="B59">Krah et al., 2006</xref>). The new floods also dissolve embedded soil nutrients from the terrestrial dry phase, which increase nutrient concentration and availability (<xref ref-type="bibr" rid="B129">Tsheboeng et al., 2014</xref>). This is also coupled with an increase in Dissolved Organic Carbon (DOC) in the seasonal floodplains (<xref ref-type="bibr" rid="B81">Mladenov, et al., 2005</xref>), due to high organic matter loading (<xref ref-type="bibr" rid="B80">Mladenov, et al., 2007</xref>). Additionally, dung from the herds of large herbivores (elephants, buffaloes, antelopes) also contributes to the organic matter loading in the seasonal floodplains (<xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>). Hippos also play a major role in nutrient cycling of aquatic ecosystems by converting terrestrial biomass (ingested grass) into aquatic nutrients in the delta&#x2019;s waters where they defecate (<xref ref-type="bibr" rid="B34">Garstang et al., 1998</xref>). Ultimately, water borne and internal nutrient loading switches to atmospheric deposition when the floods have reached their maximum extent in the seasonal floodplains (<xref ref-type="bibr" rid="B59">Krah et al., 2006</xref>). The alternating wetting and drying processes in the delta facilitate optimum conditions for enhanced primary production in the system (<xref ref-type="bibr" rid="B111">Ramberg et al., 2006b</xref>). This is consistent with studies from elsewhere (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B135">Ward and Stanford, 1995</xref>) which observed that regular flooding and drying in floodplains is an essential recycling nutrient pump for biological production.</p>
<p>Average biomass of large mammals in the delta is approximately 12&#xa0;t&#xa0;km<sup>&#x2212;2</sup>, and is among the highest in wetlands around the world (<xref ref-type="bibr" rid="B44">Junk et al., 2006</xref>). The density of mammals in the Okavango Delta is 4&#x2013;8 times higher than expected from its standing nutrient status, primarily because of its high efficiency in primary productivity from recycling nutrients (<xref ref-type="bibr" rid="B111">Ramberg et al., 2006b</xref>). This positive feedback loop in fertilization makes the delta highly efficient in transforming plant carbon into higher food-web levels through terrestrial mammals (<xref ref-type="bibr" rid="B44">Junk et al., 2006</xref>).</p>
<p>Regular flooding and drying episodes in the delta increase plant diversity (<xref ref-type="bibr" rid="B129">Tsheboeng et al., 2014</xref>), in accordance with <xref ref-type="bibr" rid="B42">Huston&#x2019;s (1979)</xref> &#x201c;intermediate disturbance hypothesis&#x201d;. Other &#x201c;disturbing factors&#x201d; include erosion and sediment deposition, and actions by biological engineers like elephants, hippos and termites (<xref ref-type="bibr" rid="B101">Mosepele et al., 2009</xref>). Frequent disturbances in the Delta create small-scale habitat patches, which facilitate the co-existence of different successional stages of plant communities (<xref ref-type="bibr" rid="B128">Tsheboeng and Murray-Hudson, 2013</xref>). Generally, flood pulsed systems provide diverse food items to food webs, and act as dry season refuges for migrating mammals (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B44">Junk et al., 2006</xref>; <xref ref-type="bibr" rid="B7">Bartlaam-Brooks et al., 2011</xref>). Flooding dynamics in the delta, coupled with the &#x201c;out-of-phase&#x201d; rainfall season, ensure that fresh primary vegetation is available much longer in the Delta for herbivore mammals, which increases the land&#x2019;s carrying capacity (<xref ref-type="bibr" rid="B44">Junk et al., 2006</xref>). All these interrelated dynamics enhance ecosystem productivity, and contribute to the high productivity in the Delta, despite its oligotrophic clear water.</p>
<p>In addition to a high average biological basis production, the aquatic processes in subtropical and tropical floodplains systems undergo &#x201c;boom and bust&#x201d; conditions driven by seasonal flooding (<xref ref-type="bibr" rid="B66">Lowe-McConnell, 1987</xref>; <xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B20">Bunn et al., 2006</xref>; <xref ref-type="bibr" rid="B117">Schongart and Junk, 2007</xref>; <xref ref-type="bibr" rid="B57">Kolding and van Zwieten 2012</xref>). The seasonal flooding in the Okavango Delta initiates a &#x201c;boom&#x201d; in the aquatic primary production when the new annual floods inundate the peripheral floodplains (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>). As the floodwaters submerge the floodplains, microbial decomposition begins to degrade the accumulated detritus, dung, perennial plants, and other organic matter. There is an initial build-up in nitrogen and phosphorous concentrations at the start of the flooding season, but these are gradually depleted over time through photolytic degradation and burning in the dry floodplains. There are spatio-temporal variations in dissolved oxygen (DO) (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>), conductivity and phosphorous concentrations (<xref ref-type="bibr" rid="B118">Siziba et al., 2011b</xref>). DO levels are initially low at the onset of the floods and increase gradually, before reducing again at decreasing flood levels (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>). There is also diurnal variability in DO levels where anoxic conditions are observed at sunrise while peak DO saturation levels occur at sunset (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>).</p>
<p>The initial flooding in the delta results in a &#x201c;boom&#x201d; in chlorophyll <italic>a</italic> and primary production processes, followed by a &#x201c;bust&#x201d; towards the end of the flooding cycle. During the first week of flooding, chlorophyll <italic>a</italic> concentration increases from 2.6 to 23.5&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> before receding to 10&#xa0;&#x3bc;g&#xa0;L<sup>&#x2212;1</sup> by the end of the flooding season (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>). Similarly, primary production increases from 63&#xa0;&#x3bc;g&#xa0;C&#xa0;L<sup>&#x2212;1</sup> day <sup>&#x2212;1</sup>&#xa0;at the onset to 264&#xa0;&#x3bc;g&#xa0;C&#xa0;L<sup>&#x2212;1</sup> day <sup>&#x2212;1</sup> within a week of flooding, before settling to 82&#xa0;<italic>&#x3bc;</italic>g&#xa0;C&#xa0;L<sup>&#x2212;1</sup> day <sup>&#x2212;1</sup> by the end of the first month of flooding. However, there is spatial variability in chlorophyll <italic>a</italic> concentration across the delta&#x2019;s microhabitats (<xref ref-type="bibr" rid="B121">Siziba et al., 2011a</xref>). The seasonally inundated floodplains in the delta have higher concentrations of DOC, K, SiO<sub>2</sub>, Mg, HCO<sub>3</sub>, Na and NO<sub>3</sub> than permanently flooded areas (<xref ref-type="bibr" rid="B69">Mackay et al., 2011</xref>). Like the mosaic pattern of the delta itself, there are spatial and temporal variations in water chemistry. This complex system is further exacerbated by a rolling time lag where new floods arrive at Mohembo (northern delta), while the previous year&#x2019;s flood are still receding at Maun (southern delta) (<xref ref-type="bibr" rid="B69">Mackay et al., 2011</xref>).</p>
<p>The zooplankton biomass &#x201c;boom&#x201d; at the onset of the floods is inoculated from egg banks in the seasonal floodplains (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>; <xref ref-type="bibr" rid="B120">Siziba et al., 2012</xref>). Regular flooding is important in maintaining micro-crustacean propagules and the diversity of these micro-fauna in the Delta&#x2019;s floodplains (<xref ref-type="bibr" rid="B120">Siziba et al., 2012</xref>). Cladocerans, copepods and ostracods are the three major groups whose emergence from floodplain sediments is initiated by inundation. These micro-crustacea, which are key fish food (<xref ref-type="bibr" rid="B119">Siziba et al., 2013</xref>), then inoculate new flood waters in the seasonal floodplains (<xref ref-type="bibr" rid="B120">Siziba et al., 2012</xref>). Riding on the wave of seasonal flooding are strong fluctuations in zooplankton biomass over the flooding season in the seasonal floodplains (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>). Zooplankton biomass peaks at about 10&#xa0;mg DW L<sup>&#x2212;1</sup> during the first month of flooding, which gradually declines to 1&#xa0;mg DW L<sup>&#x2212;1</sup> towards the end of the flooding season. <xref ref-type="bibr" rid="B40">H&#xf8;berg et al., (2002)</xref> also observed a species succession in zooplankton species during the flooding season. <italic>Moina micrura</italic> is the dominant species during the onset of the flood, whose populations then decrease to the end of the first month of flooding. Zooplankton populations are then dominated by <italic>Daphnia laevis</italic> during the second month of flooding, while <italic>Chydorus</italic> spp. dominates the zooplankton community at the end of the flooding season.</p>
</sec>
<sec id="s4">
<title>4 An overview of the Okavango Delta fishery</title>
<p>
<italic>Structure of the fishery</italic>: Based on two previous frame surveys in the delta, there are approximately 3000 fishers in the Okavango Delta fishery (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>; <xref ref-type="bibr" rid="B16">Bokhuto et al., 2007</xref>). Generally, the number of fishers has gradually decreased over time (<xref ref-type="bibr" rid="B115">SADC, 2016</xref>). Approximately 7% of the fishers constitute a small-scale commercial fishery (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>; <xref ref-type="bibr" rid="B16">Bokhuto et al., 2007</xref>) composed of modern gill nets and aluminium boats outfitted with outboard engines (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>). Earliest records of fishing in the delta include extensive use of traditional fishing traps, weirs, traps, spear fishing, and traditional hook and line all used in different habitats and across hydroperiods (<xref ref-type="bibr" rid="B46">Kay, 1962</xref>; <xref ref-type="bibr" rid="B68">Maar, 1965</xref>) and these fishing gears are still the most common gears in the fishery (<xref ref-type="bibr" rid="B86">Mosepele et al., 2003</xref>). </p>
<p>These different fishing gears and methods are used across different habitats and hydroperiods in the delta (<xref ref-type="bibr" rid="B82">Mmopelwa et al., 2009</xref>). This suggests that generally, the Okavango Delta has retained its traditional/artisanal character (<xref ref-type="bibr" rid="B21">Cassidy et al., 2011</xref>). According to <xref ref-type="bibr" rid="B86">Mosepele et al. (2003)</xref>, there are five different types of fishers in the Okavango Delta; basket fishers, traditional hook and line fishers, gill net fishers, trap fishers and spear fishers. Recreational tourist fishers are another key group in the delta&#x2019;s fishery (<xref ref-type="bibr" rid="B95">Mosepele, 2000</xref>; <xref ref-type="bibr" rid="B115">SADC, 2016</xref>). Traditional hook and line and basket fishers are the major groups in the delta (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>; <xref ref-type="bibr" rid="B86">Mosepele et al., 2003</xref>). <xref ref-type="bibr" rid="B107">NORFICO (1986)</xref> defined fishers as either occasional, seasonal or professional. Furthermore, <xref ref-type="bibr" rid="B130">Turpie et al. (2006)</xref> defined fishers as either &#x201c;traditional&#x201d; or &#x201c;modern&#x201d; where the latter own at least one gillnet.</p>
<sec id="s4-1">
<title>4.1 Production/yield</title>
<p>Catch statistics are a major challenge in most fisheries around the world (<xref ref-type="bibr" rid="B29">FAO, 2020</xref>) particularly in inland fisheries (<xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>) and Botswana is not an exception. Generally, data on fish catches are fragmented (<xref ref-type="bibr" rid="B5">Arntzen, 2005</xref>) and irregular. Therefore, there is a lack of accurate catch statistics from the Okavango Delta, and most of the initial records are best estimates (<xref ref-type="bibr" rid="B104">Mosepele, 2003</xref>). Subsequently, the period between 1970 and 1987 is characterized as a time of poor/uncertain data, while fish yield data from 1996 are relatively better (<xref ref-type="bibr" rid="B104">Mosepele, 2003</xref>). <xref ref-type="table" rid="T1">Table 1</xref> summarizes fish production data from the Okavango Delta. <xref ref-type="bibr" rid="B130">Turpie et al. (2006)</xref> attributes these discrepancies to the presence of different actors in the delta&#x2019;s fishery. However, inter-annual variability in flooding patterns can also cause discrepancies in fish production estimates. Fishing effort in the delta is driven by the seasonal flood regime (<xref ref-type="bibr" rid="B96">Mosepele et al., 2018</xref>), where most traditional/artisanal fishers are only active during good flood years (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>). Furthermore, <xref ref-type="bibr" rid="B95">Mosepele (2000)</xref> and <xref ref-type="bibr" rid="B90">Mosepele (2001)</xref> highlights that catch data is only collected from gill net fishers, which would underestimate the total annual production from the fishery. The extent of flooding in the delta also opens up new fishing grounds which would increase the total annual fish production from the system. According to <xref ref-type="bibr" rid="B91">Mosepele (2019)</xref>, fishery yield is driven by the delta&#x2019;s flood regime at a 2-year time lag. This fishery-flood relationship is an illustration of <xref ref-type="bibr" rid="B43">Junk et al.&#x2019;s (1989)</xref> flood pulse concept.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Total annual fish yield/estimates from the Okavango Delta fishery based on various sources where data with an &#x2a; are estimates from the Fisheries Division while data with<sup>1</sup> are from various sources.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Year</th>
<th align="left">Yield (tons yr&#x2212;1)</th>
<th align="left">Source</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">1974<sup>1</sup>
</td>
<td align="left">1,200</td>
<td align="left">
<xref ref-type="bibr" rid="B151">Gilmore (1976)</xref>
</td>
</tr>
<tr>
<td align="left">1976<sup>1</sup>
</td>
<td align="left">400</td>
<td align="left">
<xref ref-type="bibr" rid="B151">Gilmore (1976)</xref>
</td>
</tr>
<tr>
<td align="left">1985<sup>1</sup>
</td>
<td align="left">500</td>
<td align="left">
<xref ref-type="bibr" rid="B152">Norplan (1985)</xref>
</td>
</tr>
<tr>
<td align="left">1987<sup>1</sup>
</td>
<td align="left">360</td>
<td align="left">
<xref ref-type="bibr" rid="B153">Mmopelwa (1989)</xref>
</td>
</tr>
<tr>
<td align="left">1988<sup>1</sup>
</td>
<td align="left">231</td>
<td align="left">
<xref ref-type="bibr" rid="B153">Mmopelwa (1989)</xref>
</td>
</tr>
<tr>
<td align="left">1989</td>
<td align="left">98</td>
<td align="left">
<xref ref-type="bibr" rid="B154">Merron (1993)</xref>
</td>
</tr>
<tr>
<td align="left">1990<sup>1</sup>
</td>
<td align="left">350</td>
<td align="left">
<xref ref-type="bibr" rid="B155">Scudder et al. (1993)</xref>
</td>
</tr>
<tr>
<td align="left">1991</td>
<td align="left">157</td>
<td align="left">
<xref ref-type="bibr" rid="B154">Merron (1993)</xref>
</td>
</tr>
<tr>
<td align="left">1996</td>
<td align="left">71</td>
<td align="left">
<xref ref-type="bibr" rid="B28">FAO (2003)</xref>
</td>
</tr>
<tr>
<td align="left">1998</td>
<td align="left">182</td>
<td align="left">
<xref ref-type="bibr" rid="B28">FAO (2003)</xref>
</td>
</tr>
<tr>
<td align="left">2000&#x2a;</td>
<td align="left">152</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Arntzen (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2001&#x2a;</td>
<td align="left">111</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Arntzen (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2001</td>
<td align="left">385</td>
<td align="left">
<xref ref-type="bibr" rid="B90">Mosepele (2001)</xref>
</td>
</tr>
<tr>
<td align="left">2002&#x2a;</td>
<td align="left">114</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Arntzen (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2003&#x2a;</td>
<td align="left">92</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Arntzen (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2005</td>
<td align="left">1850</td>
<td align="left">
<xref ref-type="bibr" rid="B5">Arntzen (2005)</xref>
</td>
</tr>
<tr>
<td align="left">2006</td>
<td align="left">450</td>
<td align="left">
<xref ref-type="bibr" rid="B130">Turpie et al. (2006)</xref>
</td>
</tr>
<tr>
<td align="left">2019</td>
<td align="left">614</td>
<td align="left">
<xref ref-type="bibr" rid="B91">Mosepele (2019)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="bibr" rid="B130">Turpie et al. (2006)</xref> estimated the total annual private use value of the delta&#x2019;s fishery at approximately US$ 490,000 (based on 2005 exchange rates), which was approximately 9% of the total value from the delta&#x2019;s wetland resources. Despite this relatively low use value, the delta&#x2019;s fishery is a source of livelihoods and food security for subsistence fishers (<xref ref-type="bibr" rid="B102">Mosepele et al., 2006</xref>) who increase fish catches as the first and second coping strategy during periods of food shortage (<xref ref-type="bibr" rid="B102">Mosepele et al., 2006</xref>; <xref ref-type="bibr" rid="B105">Ngwenya and Mosepele, 2008</xref>; <xref ref-type="bibr" rid="B82">Mmopelwa et al., 2009</xref>). Subsistence fishers either sell their surplus fish for cash or barter them for grain (<xref ref-type="bibr" rid="B78">Ministry of Agriculture, 1997</xref>; <xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>; <xref ref-type="bibr" rid="B82">Mmopelwa et al., 2009</xref>). Therefore, subsistence fishing is a source of income for 40% of subsistence fisher households in the delta, where fishing income is used on food, toiletry, and clothing (<xref ref-type="bibr" rid="B105">Ngwenya and Mosepele, 2008</xref>). This is in accordance with <xref ref-type="bibr" rid="B82">Mmopelwa et al. (2009)</xref> who observed that subsistence fishing has socio-cultural, socio-economic and food security value to the delta&#x2019;s subsistence fishers.</p>
<p>Furthermore, the presence of a small-scale and yet profitable commercial fishery (<xref ref-type="bibr" rid="B156">Mmopelwa et al., 2005</xref>) makes it an integral part of the delta&#x2019;s rural livelihoods strategy (<xref ref-type="bibr" rid="B88">Mosepele and Ngwenya, 2010</xref>). The small-scale commercial fishery is not only a source of rural employment (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>; Mmopelwa et al., 2005; <xref ref-type="bibr" rid="B88">Mosepele and Ngwenya, 2010</xref>), but fishery revenue is also invested into either agriculture (Mendelson et al., 2010; <xref ref-type="bibr" rid="B88">Mosepele and Ngwenya, 2010</xref>) or other economic activities (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>). <xref ref-type="bibr" rid="B47">Kgathi et al. (2018)</xref> observed that the small-scale commercial fishery also contributes to fish regional trade, which may contribute to a reduction of Botswana&#x2019;s food import bill. Generally, most of the fish catch goes towards livelihood support (<xref ref-type="bibr" rid="B5">Arntzen, 2005</xref>) which makes fish not only a valuable safety-net (Mendelson et al., 2010) but also a resource (<xref ref-type="bibr" rid="B90">Mosepele, 2001</xref>). Traditional (artisanal) fishing is also identified as a natural safety net against HIV/AIDS comorbidities in the delta (<xref ref-type="bibr" rid="B105">Ngwenya and Mosepele, 2008</xref>). Based on income generated, fishing was the second most important economic activity in the region after cattle farming in the 1990s (<xref ref-type="bibr" rid="B104">Mosepele, 2003</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>5 Fish community dynamics in the Okavango Delta</title>
<sec id="s5-1">
<title>5.1 Juvenile and small fish species dynamics</title>
<p>Newly inundated floodplains are an important nursery habitat for fish recruitment (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B26">de Oliveira et al., 2020</xref>). In the Okavango Delta the inundated areas are dominated by juvenile cichlids (e.g. <italic>Oreochromis andersonii</italic>, <italic>Tilapia sparrmanii</italic> and <italic>Coptodon rendalli</italic>), catfish (<italic>Clarias gariepinus</italic>), and cyprinids (e.g. <italic>Barbus bifrenatus</italic> and <italic>B. barnardi</italic>) during the first month of flooding. Fish fry and juveniles were observed at increasing frequency starting from the second month of flooding (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>). The boom of primary producers and zooplankton initiated by the seasonal flooding, serves as abundant food sources for the juvenile fish and small fishes (<xref ref-type="bibr" rid="B119">Siziba et al., 2013</xref>) and also some adult fish (<xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>). The subsequent decrease in zooplankton biomass corresponding with an increased frequency of juvenile fish over the flooding season is largely due to predation and decreased primary productivity (<xref ref-type="bibr" rid="B40">H&#xf8;berg et al., 2002</xref>; <xref ref-type="bibr" rid="B119">Siziba et al., 2013</xref>). This suggests that failed or poor floods cause a bottle neck in fish production due to failed zooplankton production (<xref ref-type="bibr" rid="B120">Siziba et al., 2012</xref>).</p>
<p>Juvenile fish growth on the inundated floodplains is rapid within the first year of life (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>). Rapid growth ensures that juvenile fish are large enough to (i) avoid being stranded in the floodplains at receding floods, and (ii) avoid heavy predation when migrating into the permanent channels at draw-down (<xref ref-type="bibr" rid="B18">Booth and Merron, 1996</xref>). Foraging by juvenile fish in the inundated areas is an adaptation for taking advantage of high zooplankton biomass (<xref ref-type="bibr" rid="B63">Lindholm et al., 2007</xref>), and these shallow areas also act as a predator refuge due to highly fluctuating DO concentrations (<xref ref-type="bibr" rid="B55">Kolding 1993</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). Less frequently flooded areas (those only flooded occasionally at very high flows) show exceptional &#x201c;booms&#x201d; in zooplankton biomass and juvenile fish (<xref ref-type="bibr" rid="B118">Siziba et al., 2011b</xref>), especially after a low flood year (<xref ref-type="bibr" rid="B119">Siziba et al., 2013</xref>). During poor flood (i.e. low flood) years, the zooplankton biomass is less exposed to fish grazing, while predation appears to be a strong regulator of zooplankton biomass during good flood years (<xref ref-type="bibr" rid="B63">Lindholm et al., 2007</xref>). Large flood years result in extensive flooded areas which appear to particularly facilitate fish breeding, growth and survival and ultimately increased fish production (<xref ref-type="bibr" rid="B66">Lowe-McConnell, 1987</xref>; <xref ref-type="bibr" rid="B25">de Graff, 2003</xref>). Thus, the flood volume in the Okavango Delta is a major driver of fish production, where relative fish biomass during a high flood year can be double that of a low flood year (<xref ref-type="bibr" rid="B63">Lindholm et al., 2007</xref>).</p>
<p>Alternating wetting and drying processes are necessary in floodplains to increase nutrient turnover, maintain primary production dynamics (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>) and hence fish production. However, the pattern of rise and fall of the hydrograph is influencing floodplain fish production. According to <xref ref-type="bibr" rid="B157">King et al. (2003)</xref>, a &#x201c;relatively slow rate of rise and fall&#x201d; of the seasonal hydrograph creates optimum conditions for fish species to utilize the floodplain for recruitment. Conversely, a rapid rise and fall in the hydrograph may offset the balanced time lag between primary production and fish production (<xref ref-type="bibr" rid="B126">Tockner et al., 2000</xref>), which may result in less successful fish production. However, short lived hardy species in floodplain systems can adjust quickly to extreme hydrological events (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B45">Junk, 2002</xref>).</p>
</sec>
<sec id="s5-2">
<title>5.2 Large fish community</title>
<sec id="s5-2-1">
<title>5.2.1 Structure and distribution</title>
<p>Floodplain fish communities are structured along a hydrology-water chemistry gradient at both seasonal and annual scales (<xref ref-type="bibr" rid="B146">Zeug et al., 2005</xref>; <xref ref-type="bibr" rid="B145">Zeug and Winemiller, 2007</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). However, due to inter-annual differences in flooding regimes, fish communities among years are stochastically different driven by the seasonal dilution and expansion dynamics of the hydrological cycle (<xref ref-type="bibr" rid="B101">Mosepele et al., 2009</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>).</p>
<p>Studies from other areas have shown that poor flood years are dominated by opportunistic fish species (<xref ref-type="bibr" rid="B60">La&#xeb;, 1995</xref>; <xref ref-type="bibr" rid="B108">Petry et al., 2003</xref>), which have fast growth rates and high fecundities. Other studies show that good flood years are dominated by iliophagous (mud-eaters) species, which are preceded by piscivores in poor flood years (<xref ref-type="bibr" rid="B1">Agostinho et al., 2001</xref>). Similar kinds of species dynamics driven by flooding at an annual scale have also been observed in the Okavango delta. Seasonally, the Delta&#x2019;s fish community, as judged by experimental catch rates, is dominated by <italic>C. gariepinus</italic> at maximum flooded area, while tiger fish (<italic>H. vittatus</italic>) dominates the fish community in the channels at minimum flooded area (<xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). Furthermore, poor flood years are dominated by hardy, multiple spawning species (i.e. <italic>C gariepinus</italic>) while good/high flood years are dominated by opportunistic, highly fecund, total spawning species (i.e. <italic>Schilbe intermedius</italic>) (<xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). There are, however, spatial differences in fish community structure among lagoons across the delta (<xref ref-type="bibr" rid="B99">Mosepele et al., 2011</xref>). Generally, upper delta lagoons have higher fish species richness than lower Delta lagoons. One factor that may contribute to these community differences is relative hydrological stability in the upper delta vs increased hydrological variability in the lower delta.</p>
</sec>
<sec id="s5-2-2">
<title>5.2.2 Reproduction</title>
<p>While spawning for some floodplain fish species is cued by rising water levels (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>; <xref ref-type="bibr" rid="B131">van der Waal, 1985</xref>; <xref ref-type="bibr" rid="B139">Welcomme, 1985</xref>; <xref ref-type="bibr" rid="B35">Godinho et al., 2010</xref>; <xref ref-type="bibr" rid="B84">Montcho et al., 2011</xref>), others spawn at low water levels (<xref ref-type="bibr" rid="B133">Vasquez et al., 2009</xref>). In the Okavango Delta, peak spawning for some fish species occurs at low flood levels in the main channel at high water temperatures, while other species spawn during high water levels in the floodplains at low water temperatures (<xref ref-type="bibr" rid="B76">Merron et al., 1990</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). <xref ref-type="bibr" rid="B131">Van der Waal (1985)</xref> observed that spawning for some cichlids was apparently not associated with hydrology, while other studies (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>), found that spawning for the majority of cichlids is associated with a hydrological gradient, However, for some cichlids (e.g. <italic>Serranochromis macrocephalus</italic> and <italic>C. rendalli</italic>) spawning was mostly associated with water temperature, which agrees with <xref ref-type="bibr" rid="B131">van der Waal&#x2019;s (1985)</xref> observations.</p>
</sec>
<sec id="s5-2-3">
<title>5.2.3 Growth and Feeding</title>
<p>Floodplain fish growth is fastest during increasing water levels (<xref ref-type="bibr" rid="B110">Power, 1984</xref>; <xref ref-type="bibr" rid="B8">Bayley, 1988</xref>; <xref ref-type="bibr" rid="B14">Bokhutlo et al., 2015</xref>) and peaks at maximum flooded area to take advantage of the available abundant food in the floodplains (<xref ref-type="bibr" rid="B18">Booth and Merron, 1996</xref>; <xref ref-type="bibr" rid="B14">Bokhutlo et al., 2015</xref>). During the low flood season, intra-specific competition for food (<xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>) decreases growth rates (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>; <xref ref-type="bibr" rid="B70">Martin et al., 2011</xref>). At inter-annual scale, growth of floodplain fish in Kafue, Zambia, differed significantly among years according to flooding and temperature (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>). In the Okavango, there are significant phenotypic differences in maximum size between upper and lower delta <italic>Clarias gariepinus</italic> populations (<xref ref-type="bibr" rid="B99">Mosepele et al., 2011</xref>) and some cichlid species (<xref ref-type="bibr" rid="B87">Mosepele and Mosepele, 2005</xref>). The phenotypic differences in size for <italic>C. gariepinus</italic> are attributed to hydrological differences between the upper and lower delta (<xref ref-type="bibr" rid="B15">Bokhutlo et al., 2016</xref>). Similarly, <xref ref-type="bibr" rid="B75">Merron and Bruton (1988)</xref> observed that differences in hydrology between upper and lower delta habitats account for the phenotypic differences in cichlids between these habitats.</p>
<p>Like most other features, the diet and feeding ecology of floodplain fish species is flood-pulse driven (<xref ref-type="bibr" rid="B66">Lowe-McConnell, 1987</xref>; <xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>). After the feeding and growth of the juveniles on the floodplains during high water, a dominant feature is increased piscivory at receding water levels by fish predators when all the young fish are forced back into the main channels (<xref ref-type="bibr" rid="B8">Bayley, 1988</xref>; <xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>). This &#x201c;concentration effect&#x201d; at receding water levels facilitates predation by piscivorous fish, as well as fishers. These dynamic processes illustrate the variability of floodplain fish dynamics and the need for adaptive approaches in both exploitation and conservation.</p>
</sec>
</sec>
</sec>
<sec id="s6">
<title>6 Floodplain fisheries management</title>
<sec id="s6-1">
<title>6.1 Nature of the Okavango Delta fisheries</title>
<p>The preceding overview has highlighted the dynamic interactions and processes between floodplain fish communities and the highly dynamic environment in the delta. Floodplains are unstable, seasonally fluctuating ecosystems characterized by strong intra and inter annual variability, where the flood pulse is a key driver of practically all processes (<xref ref-type="bibr" rid="B43">Junk et al., 1989</xref>; <xref ref-type="bibr" rid="B117">Schongart and Junk, 2007</xref>). Inland fisheries in Africa are generally small-scale and labour intensive (<xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>). They are characterized by multi-species assemblages, of different sizes exploited by diverse fishing gears and methods (<xref ref-type="bibr" rid="B132">van Zwieten et al., 2003</xref>; <xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>; <xref ref-type="bibr" rid="B58">Kolding and van Zwieten 2014</xref>; <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>). In the Okavango Delta, the hydrological regime is a major driver of change in the biology and ecology of the fish community (<xref ref-type="bibr" rid="B63">Lindholm et al., 2007</xref>; <xref ref-type="bibr" rid="B101">Mosepele et al., 2009</xref>; <xref ref-type="bibr" rid="B64">Linhoss et al., 2012</xref>; <xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>; <xref ref-type="bibr" rid="B14">Bokhutlo et al., 2015</xref>; <xref ref-type="bibr" rid="B93">Mosepele et al., 2017</xref>). Like the habitat, the fisheries are dynamic, fluctuating, and constantly changing and are never in stable equilibrium and the environmental drivers are in general much more important in regulating productivity than the fishing effort (<xref ref-type="bibr" rid="B158">Jul-Larsen et al., 2003</xref>, <xref ref-type="bibr" rid="B49">Kolding and van Zwieten 2006</xref>; <xref ref-type="bibr" rid="B57">Kolding and van Zwieten 2012</xref>). This makes conventional management approaches based on steady state assumptions inconsistent and difficult (<xref ref-type="bibr" rid="B122">Staples et al., 2004</xref>; <xref ref-type="bibr" rid="B92">Mosepele, 2008</xref>; <xref ref-type="bibr" rid="B138">Welcomme et al., 2010</xref>; <xref ref-type="bibr" rid="B89">Mosepele, 2014</xref>).</p>
<p>Except for a few highly commercialized fisheries in freshwater systems like the Amazon and Mekong (<xref ref-type="bibr" rid="B140">Welcomme et al., 2014</xref>), most tropical floodplain fisheries are a major source of localized food and nutrition and mostly serving as subsistence for riparian households (<xref ref-type="bibr" rid="B45">Junk, 2002</xref>; <xref ref-type="bibr" rid="B102">Mosepele et al., 2006</xref>; <xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>). Their primary value to local communities is their contribution towards household income and food security (<xref ref-type="bibr" rid="B102">Mosepele et al., 2006</xref>), though some African inland fisheries are slowly morphing towards commercial or recreational fishing as well (<xref ref-type="bibr" rid="B58">Kolding and van Zwieten, 2014</xref>). Fishers in floodplain fisheries systems use various traditional techniques (<xref ref-type="bibr" rid="B159">Cerdeira et al., 2000</xref>; <xref ref-type="bibr" rid="B54">Kolding et al., 2003</xref>; <xref ref-type="bibr" rid="B132">van Zwieten et al., 2003</xref>) to adapt and optimize utilization of the ever changing fish assemblages, and the same is observed in the Okavango Delta (<xref ref-type="bibr" rid="B98">Mosepele et al., 2007</xref>; <xref ref-type="bibr" rid="B82">Mmopelwa et al., 2009</xref>; <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>). Floodplain fisheries are thus also a major source of traditional ecological knowledge (<xref ref-type="bibr" rid="B92">Mosepele, 2008</xref>) and cultural heritage (<xref ref-type="bibr" rid="B45">Junk, 2002</xref>). Therefore, floodplain fisheries management plans should incorporate these characteristics (i.e. cultural values and traditional knowledge) into their management objectives.</p>
</sec>
<sec id="s6-2">
<title>6.2 Effort regulation</title>
<p>Gear restrictions and mesh regulations are fixed constant attributes and remain some of the easiest and cheapest regulations to implement in fisheries management regimes (<xref ref-type="bibr" rid="B79">Misund et al., 2002</xref>), and these have been widely implemented in floodplain fisheries. The fundamental question in fisheries management is how to regulate the fishing mortality, which is a combination of how to catch the fish (regulated by gear and mesh restrictions) and how much fish to catch (which is based on effort regulation). The key approach to regulate the &#x2018;how&#x2019; question is to control gear selectivity (see next section), while effort on the other hand is sometimes regulated to maintain the aggregate fishing effort to obtain a &#x201c;maximum sustainable yield&#x201d; (MSY). An efficient economic exploitation of the fishery is assumed to save fish stocks from over-exploitation/collapse (<xref ref-type="bibr" rid="B11">Bene et al., 2010</xref>; <xref ref-type="bibr" rid="B58">Kolding and van Zwieten, 2014</xref>). Arguments such as these are attractive to policy makers and introduce policies aimed at effort reduction. The classical argument is that fishing effort is the main factor influencing fish stock dynamics, which is otherwise assumed in &#x201c;steady state&#x201d; and since catch is a function of effort, it needs to be managed. The alternative assumption would be that effort is controlled by the current production (<xref ref-type="bibr" rid="B48">Kolding and van Zwieten 2011</xref>; <xref ref-type="bibr" rid="B58">Kolding and van Zwieten 2014</xref>), and therefore largely self-regulated as in natural predator-prey relationships. According to <xref ref-type="bibr" rid="B160">Mosepele and Kolawole (2017)</xref>, law enforcement in fisheries is prioritised over rural people&#x2019;s livelihoods. This is a consequence of implementing classical management approaches in fisheries management. Subsequently, anecdotal evidence indicates that people&#x2019;s livelihoods were curtailed through the implementation of these management approaches in the delta (<xref ref-type="bibr" rid="B24">Daily Maverick, 2017</xref>).</p>
</sec>
<sec id="s6-3">
<title>6.3 Mesh or gear regulation</title>
<p>A key theoretical argument for regulating the gear selectivity is to protect the young fish and target the big fish in order to prevent so-called growth overfishing (<xref ref-type="bibr" rid="B48">Kolding and van Zwieten, 2011</xref>). Most fishing gears are selective regarding species, sizes and habitats fished (<xref ref-type="bibr" rid="B58">Kolding and van Zwieten, 2014</xref>, <xref ref-type="fig" rid="F3">Figure 3</xref> and <xref ref-type="table" rid="T2">Table 2</xref>) but regulating selectivity on certain sizes or species will invariably change the natural composition of the various components in the ecosystem (<xref ref-type="bibr" rid="B33">Garcia et al., 2012</xref>). For example, males of <italic>O. andersonii, O. macrochir</italic> and <italic>C. rendalli</italic> (these are the three most important commercial fish species in the Okavango Delta), grow larger than females (<xref ref-type="bibr" rid="B27">Dudley, 1974</xref>). Hence, selective harvesting with large mesh sizes would tend to select the males from the populations of these three species resulting in unbalanced sex ratios. Such scenario can alter the breeding sex ratio of an exploited population and ultimately reduce its reproductive potential (<xref ref-type="bibr" rid="B30">Fenberg and Roy 2008</xref>). Focusing exploitation exclusively on the mature part of the population will also alter the demographic composition and potential recruitment. It therefore makes ecological sense to also target younger and more productive age classes than only old big fish, the so-called (BOFFFs, Big Old Fat Fecund Females, <xref ref-type="bibr" rid="B38">Hixon et al., 2014</xref>), which are the engines of new recruitment by being more fecund and having better egg quality than smaller/younger fish (<xref ref-type="bibr" rid="B127">Trippel, 1995</xref>; <xref ref-type="bibr" rid="B134">Walsh et al., 2006</xref>; <xref ref-type="bibr" rid="B50">Kolding et al., 2015a</xref>). Smaller/younger fish are also relatively more productive than bigger/older fish (<xref ref-type="bibr" rid="B62">Law et al., 2012</xref>). Therefore, in order to maintain the natural structure and composition of fish communities it has been suggested to exploit populations in proportion to their natural productivity, the so-called &#x2018;Balanced harvest&#x2019; concept (<xref ref-type="bibr" rid="B33">Garcia et al., 2012</xref>; <xref ref-type="bibr" rid="B62">Law et al., 2012</xref>; <xref ref-type="bibr" rid="B147">Zhou et al., 2019</xref>).</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Gear signatures in terms of species and size selectivity of the seven most frequently encountered fishing methods in the Okavango Delta. The order of the species is according to the maximum lengths encountered in the catch. Each gear has its own specific signature and there is a clear overall difference in sizes and partly targeted species between the commercial/recreational fishery, targeting larger species and sizes, and the subsistence fishery, targeting smaller species and sizes (Source: <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>)</p>
</caption>
<graphic xlink:href="fenvs-10-854835-g003.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>List of 63 fish species caught in the Okavango fishery and relative abundance (%) in each of the common gear types. Sorted by ascending maximum size as shown in <xref ref-type="fig" rid="F3">Figure 3</xref>.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">Species</th>
<th align="left">Mosquito net</th>
<th align="left">Basket</th>
<th align="left">Subsistence hook</th>
<th align="left">Subsistence net</th>
<th align="left">Commercial net</th>
<th align="left">Commercial hook</th>
<th align="left">Recreational hook</th>
<th align="left">Total</th>
<th align="left">Max length (cm)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">
<italic>Caridina spp</italic>
</td>
<td align="left">3.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left"/>
</tr>
<tr>
<td align="left">
<italic>Barbus haasianus</italic>
</td>
<td align="left"/>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">3</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys hutereaui</italic>
</td>
<td align="left"/>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">3</td>
</tr>
<tr>
<td align="left">
<italic>Barbus brevidorsalis</italic>
</td>
<td align="left">3.3</td>
<td align="left">0.1</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">4</td>
</tr>
<tr>
<td align="left">
<italic>Barbus multilineatus</italic>
</td>
<td align="left"/>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">4.5</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys johnstoni</italic>
</td>
<td align="left">6.7</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">
<italic>Hemigrammocharax machadoi</italic>
</td>
<td align="left">3.3</td>
<td align="left">0.9</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys katangae</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">
<italic>Mesobola brevianalis</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">
<italic>Hemigrammocharax multifasciatus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">5.4</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">5</td>
</tr>
<tr>
<td align="left">
<italic>Barbus fasciolatus</italic>
</td>
<td align="left">6.7</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">6</td>
</tr>
<tr>
<td align="left">
<italic>Nannocharax macropterus</italic>
</td>
<td align="left">6.7</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">6</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis macrostigma</italic>
</td>
<td align="left">3.3</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">7</td>
</tr>
<tr>
<td align="left">
<italic>Barbus barnardi</italic>
</td>
<td align="left">3.3</td>
<td align="left"/>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">7</td>
</tr>
<tr>
<td align="left">
<italic>Microctenopoma intermedium</italic>
</td>
<td align="left"/>
<td align="left">3.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">7.3</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis macrostoma</italic>
</td>
<td align="left">3.3</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">8</td>
</tr>
<tr>
<td align="left">
<italic>Barbus thamalakanensis</italic>
</td>
<td align="left">3.3</td>
<td align="left">0.2</td>
<td align="left">0.8</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">9</td>
</tr>
<tr>
<td align="left">
<italic>Clarias stappersi</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">1.4</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">9.5</td>
</tr>
<tr>
<td align="left">
<italic>Barbus unitaeniatus</italic>
</td>
<td align="left">3.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">10</td>
</tr>
<tr>
<td align="left">
<italic>Brycinus lateralis</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">2</td>
<td align="left">0.5</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">0</td>
<td align="left">10</td>
</tr>
<tr>
<td align="left">
<italic>Barbus paludinosus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">1.6</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">10</td>
</tr>
<tr>
<td align="left">
<italic>Barbus radiatus</italic>
</td>
<td align="left">6.7</td>
<td align="left">0.2</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">10</td>
</tr>
<tr>
<td align="left">
<italic>Ctenopoma multispine</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">1.2</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">11</td>
</tr>
<tr>
<td align="left">
<italic>Hippopotamyrus ansorgii</italic>
</td>
<td align="left">3.3</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">12</td>
</tr>
<tr>
<td align="left">
<italic>Barbus poechii</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">9.7</td>
<td align="left">3.9</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">13.1</td>
</tr>
<tr>
<td align="left">
<italic>Pharyngochromis acuticeps</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">2.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">14</td>
</tr>
<tr>
<td align="left">
<italic>Pseudocrenilabrus philander</italic>
</td>
<td align="left">6.7</td>
<td align="left">2.2</td>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">14.5</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis woosnami</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">20</td>
</tr>
<tr>
<td align="left">
<italic>Petrocephalus catastoma</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">10.7</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1.1</td>
<td align="left">20</td>
</tr>
<tr>
<td align="left">
<italic>Barbus afrovernayi</italic>
</td>
<td align="left">6.7</td>
<td align="left">1.4</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">20</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis vanderwaali</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">22</td>
</tr>
<tr>
<td align="left">
<italic>Pollimyrus castelnaui</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">22</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis thamalakanensis</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">23</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis placidus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">24</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis leopardinus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">26</td>
</tr>
<tr>
<td align="left">
<italic>Serranchromis longimanus</italic>
</td>
<td align="left">3.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">0</td>
<td align="left">30</td>
</tr>
<tr>
<td align="left">
<italic>Clarias theodorae</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">30</td>
</tr>
<tr>
<td align="left">
<italic>Marcusenius altisambesi</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">1.7</td>
<td align="left"/>
<td align="left">2.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.3</td>
<td align="left">30</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis greenwoodii</italic>
</td>
<td align="left">3.3</td>
<td align="left">&#x2014;</td>
<td align="left">1.2</td>
<td align="left">0.1</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">3.4</td>
<td align="left">0.1</td>
<td align="left">36</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis thumbergi</italic>
</td>
<td align="left">3.3</td>
<td align="left">2.3</td>
<td align="left">4.6</td>
<td align="left">0</td>
<td align="left">0.6</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.6</td>
<td align="left">38</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis macrocephalus</italic>
</td>
<td align="left"/>
<td align="left">0.1</td>
<td align="left">8</td>
<td align="left">0.1</td>
<td align="left">0.6</td>
<td align="left">&#x2014;</td>
<td align="left">0.5</td>
<td align="left">0.7</td>
<td align="left">39</td>
</tr>
<tr>
<td align="left">
<italic>Tilapia sparrmanii</italic>
</td>
<td align="left">6.7</td>
<td align="left">25.2</td>
<td align="left">16.4</td>
<td align="left">5.4</td>
<td align="left">0.1</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1.2</td>
<td align="left">39</td>
</tr>
<tr>
<td align="left">
<italic>Tilapia ruweti</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">5.1</td>
<td align="left">0.5</td>
<td align="left">0</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">0.1</td>
<td align="left">40</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis codringtonii</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">2.8</td>
<td align="left">1.7</td>
<td align="left">0.1</td>
<td align="left">0.2</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">0.2</td>
<td align="left">40</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis carlottae</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">4.1</td>
<td align="left">1</td>
<td align="left">0.6</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.7</td>
<td align="left">41</td>
</tr>
<tr>
<td align="left">
<italic>Hemichromis elongatus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">0</td>
<td align="left">42</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis nigromaculatus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">10.5</td>
<td align="left">0.1</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1.1</td>
<td align="left">44</td>
</tr>
<tr>
<td align="left">
<italic>Labeo lunatus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">45</td>
</tr>
<tr>
<td align="left">
<italic>Schilbe intermedius</italic>
</td>
<td align="left">6.7</td>
<td align="left">2.4</td>
<td align="left">1.1</td>
<td align="left">31.1</td>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">3.4</td>
<td align="left">46</td>
</tr>
<tr>
<td align="left">
<italic>Cyphomyrus discorhynchus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">1.8</td>
<td align="left">0</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">47</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis macrochir</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0.3</td>
<td align="left">0.8</td>
<td align="left">0.6</td>
<td align="left">15.9</td>
<td align="left">12.5</td>
<td align="left">&#x2014;</td>
<td align="left">13.5</td>
<td align="left">47</td>
</tr>
<tr>
<td align="left">
<italic>Coptodon rendalli</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">14.9</td>
<td align="left">16.8</td>
<td align="left">1</td>
<td align="left">13.7</td>
<td align="left">2.7</td>
<td align="left">3.6</td>
<td align="left">11.9</td>
<td align="left">49</td>
</tr>
<tr>
<td align="left">
<italic>Momyrus lacerda</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">1.2</td>
<td align="left">&#x2014;</td>
<td align="left">2</td>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.5</td>
<td align="left">49</td>
</tr>
<tr>
<td align="left">
<italic>Leptoglanis conspicuus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">50</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis altus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.4</td>
<td align="left">0.3</td>
<td align="left">0.3</td>
<td align="left">&#x2014;</td>
<td align="left">0.1</td>
<td align="left">0.3</td>
<td align="left">52</td>
</tr>
<tr>
<td align="left">
<italic>Hepsetus cuvieri</italic>
</td>
<td align="left">3.3</td>
<td align="left">2.6</td>
<td align="left">0.3</td>
<td align="left">4.2</td>
<td align="left">0.1</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">0.5</td>
<td align="left">55</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis robustus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0</td>
<td align="left">3.3</td>
<td align="left">1.2</td>
<td align="left">2.2</td>
<td align="left">1.7</td>
<td align="left">31.8</td>
<td align="left">2.1</td>
<td align="left">62</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis angusticeps</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">2.9</td>
<td align="left">3</td>
<td align="left">5.5</td>
<td align="left">10.2</td>
<td align="left">0.7</td>
<td align="left">3.7</td>
<td align="left">9</td>
<td align="left">64</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis andersonii</italic>
</td>
<td align="left">3.3</td>
<td align="left">4.4</td>
<td align="left">27.6</td>
<td align="left">2.6</td>
<td align="left">41.3</td>
<td align="left">77.8</td>
<td align="left">9.8</td>
<td align="left">38.4</td>
<td align="left">73</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis giardi</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0.9</td>
<td align="left">1.3</td>
<td align="left">2</td>
<td align="left">6</td>
<td align="left">4.4</td>
<td align="left">&#x2014;</td>
<td align="left">5.3</td>
<td align="left">74</td>
</tr>
<tr>
<td align="left">
<italic>Hydrocynus vittatus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0.3</td>
<td align="left">2.1</td>
<td align="left">3.2</td>
<td align="left">1.8</td>
<td align="left">0.1</td>
<td align="left">43.8</td>
<td align="left">1.8</td>
<td align="left">82</td>
</tr>
<tr>
<td align="left">
<italic>Clarias ngamensis</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">0.3</td>
<td align="left">0.5</td>
<td align="left">0.3</td>
<td align="left">0.2</td>
<td align="left">&#x2014;</td>
<td align="left">0.2</td>
<td align="left">0.2</td>
<td align="left">85</td>
</tr>
<tr>
<td align="left">
<italic>Clarias gariepinus</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left"/>
<td align="left">0.8</td>
<td align="left">13.7</td>
<td align="left">5.4</td>
<td align="left">&#x2014;</td>
<td align="left">2.5</td>
<td align="left">6</td>
<td align="left">100</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left">100</td>
<td align="left"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Similar species from different habitats in the delta display different phenotypic life history strategies (<xref ref-type="bibr" rid="B75">Merron and Bruton, 1988</xref>; <xref ref-type="bibr" rid="B95">Mosepele, 2000</xref>; <xref ref-type="bibr" rid="B87">Mosepele and Mosepele 2005</xref>; <xref ref-type="bibr" rid="B14">Bokhutlo et al., 2015</xref>) where lower delta species are generally smaller, upper delta species are generally larger (<xref ref-type="bibr" rid="B75">Merron and Bruton, 1988</xref>; <xref ref-type="bibr" rid="B99">Mosepele et al., 2011</xref>). While <italic>O. andersonii</italic> from the lower delta has slower growth than those from upper Delta, <italic>O. macrochir</italic> and <italic>C. rendalli</italic> from the lower Delta grow faster than their upper delta conspecifics (<xref ref-type="bibr" rid="B95">Mosepele, 2000</xref>). Moreover, lower delta populations of these three cichlids were found to mature earlier than those from the upper delta (<xref ref-type="bibr" rid="B87">Mosepele and Mosepele 2005</xref>). A similar observation was made for <italic>C. gariepinus</italic> (<xref ref-type="bibr" rid="B14">Bokhutlo et al., 2015</xref>). Wild tilapias are frequently observed to mature early and breed prolifically in small shallow water bodies, but not in larger, deeper environments (<xref ref-type="bibr" rid="B67">Lowe-McConnell 1982</xref>; <xref ref-type="bibr" rid="B55">Kolding 1993</xref>), and this &#x2018;stunting&#x2019; is apparently driven by the fluctuating oxygen conditions found in shallow environments (<xref ref-type="bibr" rid="B51">Kolding et al., 2008</xref>).</p>
<p>From a multispecies point of view, the smallest fish species (Total Length) in the delta is approximately 3&#xa0;cm while the largest species is over 1&#xa0;m with a graduation of sizes in between them (<xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>, <xref ref-type="fig" rid="F3">Figures 3</xref>, <xref ref-type="fig" rid="F4">4</xref>). Implementing conventional mesh (or gear) regulations will skew fishing mortality towards larger sizes of the community size spectrum (<xref ref-type="fig" rid="F4">Figure 4</xref>), causing a structural and demographic change of the fish community, and possibly also effecting functional changes. Selective fishing, can in the long run also cause evolutionary change in exploited populations (<xref ref-type="bibr" rid="B114">Rochet, 1998</xref>; <xref ref-type="bibr" rid="B61">Law, 2000</xref>). As a consequence, exploited stocks undergo changes in growth and maturation (<xref ref-type="bibr" rid="B114">Rochet, 1998</xref>; <xref ref-type="bibr" rid="B61">Law, 2000</xref>), and selective fishing essentially causes ecosystem imbalances (<xref ref-type="bibr" rid="B116">Schindler et al., 1998</xref>; <xref ref-type="bibr" rid="B61">Law, 2000</xref>; <xref ref-type="bibr" rid="B48">Kolding and van Zwieten, 2011</xref>). According to the Convention on Biological Diversity (CBD), a major component of the Ecosystem Approach to Fisheries (EAF) is to maintain the structure and function of the natural communities as close as possible to the natural stages.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Relative biomass-size distribution of the Okavango Delta fishery represented by cumulated standardized (number caught per gear sample) log-log converted catch-curve in the seven most frequently encountered fishing methods (see <xref ref-type="fig" rid="F3">Figure 3</xref>). The slope of the catch curve from 28&#xa0;cm&#xa0;TL to 100&#xa0;cm&#xa0;TL is almost identical (<italic>p</italic> &#x3d; 0.073) to the theoretical undisturbed Sheldon spectrum slope of &#x2212;6, which indicate that the fishery is pretty balanced in this size range, consisting of mainly catfishes, tigerfish and larger cichlids. Species and sizes below 28&#xa0;cm&#xa0;TL are relatively underutilized in terms of a fully balanced fishery (Source: <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>)</p>
</caption>
<graphic xlink:href="fenvs-10-854835-g004.tif"/>
</fig>
</sec>
<sec id="s6-4">
<title>6.4 A new paradigm&#x2014;balanced fishing</title>
<p>Classical single-species assessment models are incompatible with multi-species, multi-gear fisheries (<xref ref-type="bibr" rid="B92">Mosepele, 2008</xref>; <xref ref-type="bibr" rid="B138">Welcomme, et al., 2010</xref>; <xref ref-type="bibr" rid="B136">Welcomme, 2011</xref>). A more balanced exploitation pattern, harvesting species of all sizes and all trophic levels in proportion to their individual productivity, is likely the best management approach for floodplain fisheries in terms of both yield and maintaining the fish community structure (<xref ref-type="bibr" rid="B54">Kolding et al., 2003</xref>; <xref ref-type="bibr" rid="B89">Mosepele 2014</xref>; <xref ref-type="bibr" rid="B52">Kolding et al., 2015b</xref>; <xref ref-type="bibr" rid="B91">Mosepele 2019</xref>). There are at least nine different fishing gears/methods observed in the Okavango Delta, with specific catch signatures (<xref ref-type="fig" rid="F3">Figure 3</xref>), but which collectively harvest the fish community across different age classes, species and trophic levels (<xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref>) (<xref ref-type="bibr" rid="B86">Mosepele et al., 2003</xref>; <xref ref-type="bibr" rid="B82">Mmopelwa et al., 2009</xref>). A cumulated log-converted multispecies and multi-gear catch curve (<xref ref-type="fig" rid="F4">Figure 4</xref>; <xref ref-type="table" rid="T3">Table 3</xref>) shows that the fishery is approximately &#x201c;balanced&#x201d; on all sizes above 28&#xa0;cm&#xa0;TL (being not significantly different from a theoretical slope of &#x2212;6), but smaller sizes and species are still under exploited compared to larger sizes. Such multi-species harvesting pattern, by the diversified gear assemblage (<xref ref-type="fig" rid="F3">Figure 3</xref>) is a common attribute of floodplain fisheries (<xref ref-type="bibr" rid="B54">Kolding et al., 2003</xref>; <xref ref-type="bibr" rid="B58">Kolding and van Zwieten, 2014</xref>). The only fish stock assessment of the delta so far (<xref ref-type="bibr" rid="B94">Mosepele and Kolding, 2003</xref>), showed that i) the fish stocks were generally under-exploited and ii) that the fish community was being rationally exploited by using several different fishing gears and methods to harvest the delta&#x2019;s diverse species assemblage (<xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>, <xref ref-type="fig" rid="F5">Figure 5</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Effect of various fishing gears and methods on the Okavango Delta&#x2019;s fish community where the red scale on the <italic>x</italic>-axis represents the mean trophic level of each species calculated from <xref ref-type="bibr" rid="B100">Mosepele et al., 2012</xref>, while the black scale represents the mean age of each fish species calculated from <xref ref-type="bibr" rid="B31">Froese and Binohlan (2000)</xref> (Source: <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>)</p>
</caption>
<graphic xlink:href="fenvs-10-854835-g005.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>List of 63 fish species caught in the Okavango fishery with mean size, maximum size, and relative abundance in the catch (%). Sorted by ascending maximum size as shown in <xref ref-type="fig" rid="F4">Figure 4</xref>.</p>
</caption>
<table>
<tbody valign="top">
<tr>
<td align="left">Species</td>
<td align="left">Mean size (cm)</td>
<td align="left">Max size (cm)</td>
<td align="left">Relative abundance (No/set)</td>
</tr>
<tr>
<td align="left">
<italic>Caridina spp</italic>
</td>
<td align="left">&#x2014;</td>
<td align="left">&#x2014;</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus haasianus</italic>
</td>
<td align="left">3.0</td>
<td align="left">3</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys hutereaui</italic>
</td>
<td align="left">3.0</td>
<td align="left">3</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">
<italic>Barbus brevidorsalis</italic>
</td>
<td align="left">3.4</td>
<td align="left">4</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus multilineatus</italic>
</td>
<td align="left">3.2</td>
<td align="left">4.5</td>
<td align="left">0.003</td>
</tr>
<tr>
<td align="left">
<italic>Hemigrammocharax multifasciatus</italic>
</td>
<td align="left">4.1</td>
<td align="left">5</td>
<td align="left">0.056</td>
</tr>
<tr>
<td align="left">
<italic>Hemigrammocharax machadoi</italic>
</td>
<td align="left">4.0</td>
<td align="left">5</td>
<td align="left">0.010</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys katangae</italic>
</td>
<td align="left">5.0</td>
<td align="left">5</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">
<italic>Mesobola brevianalis</italic>
</td>
<td align="left">4.8</td>
<td align="left">5</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">
<italic>Aplocheilichthys johnstoni</italic>
</td>
<td align="left">5.0</td>
<td align="left">5</td>
<td align="left">0.002</td>
</tr>
<tr>
<td align="left">
<italic>Nannocharax macropterus</italic>
</td>
<td align="left">6.0</td>
<td align="left">6</td>
<td align="left">0.002</td>
</tr>
<tr>
<td align="left">
<italic>Barbus fasciolatus</italic>
</td>
<td align="left">5.5</td>
<td align="left">6</td>
<td align="left">0.002</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis macrostigma</italic>
</td>
<td align="left">6.2</td>
<td align="left">7</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus barnardi</italic>
</td>
<td align="left">7.0</td>
<td align="left">7</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Microctenopoma intermedium</italic>
</td>
<td align="left">6.3</td>
<td align="left">7.3</td>
<td align="left">0.034</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis macrostoma</italic>
</td>
<td align="left">7.2</td>
<td align="left">8</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus thamalakanensis</italic>
</td>
<td align="left">6.2</td>
<td align="left">9</td>
<td align="left">0.021</td>
</tr>
<tr>
<td align="left">
<italic>Clarias stappersi</italic>
</td>
<td align="left">8.9</td>
<td align="left">9.5</td>
<td align="left">0.015</td>
</tr>
<tr>
<td align="left">
<italic>Brycinus lateralis</italic>
</td>
<td align="left">2.8</td>
<td align="left">10</td>
<td align="left">0.033</td>
</tr>
<tr>
<td align="left">
<italic>Barbus unitaeniatus</italic>
</td>
<td align="left">10.0</td>
<td align="left">10</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus radiatus</italic>
</td>
<td align="left">7.0</td>
<td align="left">10</td>
<td align="left">0.003</td>
</tr>
<tr>
<td align="left">
<italic>Barbus paludinosus</italic>
</td>
<td align="left">5.2</td>
<td align="left">10</td>
<td align="left">0.017</td>
</tr>
<tr>
<td align="left">
<italic>Ctenopoma multispine</italic>
</td>
<td align="left">7.8</td>
<td align="left">11</td>
<td align="left">0.027</td>
</tr>
<tr>
<td align="left">
<italic>Hippopotamyrus ansorgii</italic>
</td>
<td align="left">7.0</td>
<td align="left">12</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Barbus poechii</italic>
</td>
<td align="left">6.0</td>
<td align="left">13.1</td>
<td align="left">0.216</td>
</tr>
<tr>
<td align="left">
<italic>Pharyngochromis acuticeps</italic>
</td>
<td align="left">8.8</td>
<td align="left">14</td>
<td align="left">0.050</td>
</tr>
<tr>
<td align="left">
<italic>Pseudocrenilabrus philander</italic>
</td>
<td align="left">6.1</td>
<td align="left">14.5</td>
<td align="left">0.031</td>
</tr>
<tr>
<td align="left">
<italic>Petrocephalus catastoma</italic>
</td>
<td align="left">18.2</td>
<td align="left">20</td>
<td align="left">1.097</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis woosnami</italic>
</td>
<td align="left">17.7</td>
<td align="left">20</td>
<td align="left">0.004</td>
</tr>
<tr>
<td align="left">
<italic>Barbus afrovernayi</italic>
</td>
<td align="left">4.7</td>
<td align="left">20</td>
<td align="left">0.017</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis vanderwaali</italic>
</td>
<td align="left">13.8</td>
<td align="left">22</td>
<td align="left">0.003</td>
</tr>
<tr>
<td align="left">
<italic>Pollimyrus castelnaui</italic>
</td>
<td align="left">22.0</td>
<td align="left">22</td>
<td align="left">0.000</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis thamalakanensis</italic>
</td>
<td align="left">17.7</td>
<td align="left">23</td>
<td align="left">0.005</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis placidus</italic>
</td>
<td align="left">23.5</td>
<td align="left">24</td>
<td align="left">0.003</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis leopardinus</italic>
</td>
<td align="left">19.3</td>
<td align="left">26</td>
<td align="left">0.003</td>
</tr>
<tr>
<td align="left">
<italic>Marcusenius altisambesi</italic>
</td>
<td align="left">17.8</td>
<td align="left">30</td>
<td align="left">0.260</td>
</tr>
<tr>
<td align="left">
<italic>Serranchromis longimanus</italic>
</td>
<td align="left">6.0</td>
<td align="left">30</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Clarias theodorae</italic>
</td>
<td align="left">30.0</td>
<td align="left">30</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis greenwoodii</italic>
</td>
<td align="left">20.7</td>
<td align="left">36</td>
<td align="left">0.072</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis thumbergi</italic>
</td>
<td align="left">25.7</td>
<td align="left">38</td>
<td align="left">0.621</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis macrocephalus</italic>
</td>
<td align="left">26.0</td>
<td align="left">39</td>
<td align="left">0.698</td>
</tr>
<tr>
<td align="left">
<italic>Tilapia sparrmanii</italic>
</td>
<td align="left">12.5</td>
<td align="left">39</td>
<td align="left">1.226</td>
</tr>
<tr>
<td align="left">
<italic>Tilapia ruweti</italic>
</td>
<td align="left">9.2</td>
<td align="left">40</td>
<td align="left">0.101</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis codringtonii</italic>
</td>
<td align="left">21.9</td>
<td align="left">40</td>
<td align="left">0.208</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis carlottae</italic>
</td>
<td align="left">24.5</td>
<td align="left">41</td>
<td align="left">0.688</td>
</tr>
<tr>
<td align="left">
<italic>Hemichromis elongatus</italic>
</td>
<td align="left">42.0</td>
<td align="left">42</td>
<td align="left">0.001</td>
</tr>
<tr>
<td align="left">
<italic>Synodontis nigromaculatus</italic>
</td>
<td align="left">17.8</td>
<td align="left">44</td>
<td align="left">1.148</td>
</tr>
<tr>
<td align="left">
<italic>Labeo lunatus</italic>
</td>
<td align="left">25.8</td>
<td align="left">45</td>
<td align="left">0.046</td>
</tr>
<tr>
<td align="left">
<italic>Schilbe intermedius</italic>
</td>
<td align="left">21.7</td>
<td align="left">46</td>
<td align="left">3.444</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis macrochir</italic>
</td>
<td align="left">28.0</td>
<td align="left">47</td>
<td align="left">13.543</td>
</tr>
<tr>
<td align="left">
<italic>Cyphomyrus discorhynchus</italic>
</td>
<td align="left">24.2</td>
<td align="left">47</td>
<td align="left">0.199</td>
</tr>
<tr>
<td align="left">
<italic>Momyrus lacerda</italic>
</td>
<td align="left">32.8</td>
<td align="left">49</td>
<td align="left">0.484</td>
</tr>
<tr>
<td align="left">
<italic>Coptodon rendalli</italic>
</td>
<td align="left">26.5</td>
<td align="left">49</td>
<td align="left">11.940</td>
</tr>
<tr>
<td align="left">
<italic>Leptoglanis conspicuus</italic>
</td>
<td align="left">29.8</td>
<td align="left">50</td>
<td align="left">0.036</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis altus</italic>
</td>
<td align="left">30.2</td>
<td align="left">52</td>
<td align="left">0.323</td>
</tr>
<tr>
<td align="left">
<italic>Hepsetus cuvieri</italic>
</td>
<td align="left">27.3</td>
<td align="left">55</td>
<td align="left">0.525</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis robustus</italic>
</td>
<td align="left">33.6</td>
<td align="left">62</td>
<td align="left">2.113</td>
</tr>
<tr>
<td align="left">
<italic>Serranochromis angusticeps</italic>
</td>
<td align="left">30.8</td>
<td align="left">64</td>
<td align="left">8.955</td>
</tr>
<tr>
<td align="left">
<italic>Oreochromis andersonii</italic>
</td>
<td align="left">30.0</td>
<td align="left">73</td>
<td align="left">38.414</td>
</tr>
<tr>
<td align="left">
<italic>Sargochromis giardi</italic>
</td>
<td align="left">28.8</td>
<td align="left">74</td>
<td align="left">5.278</td>
</tr>
<tr>
<td align="left">
<italic>Hydrocynus vittatus</italic>
</td>
<td align="left">48.3</td>
<td align="left">82</td>
<td align="left">1.806</td>
</tr>
<tr>
<td align="left">
<italic>Clarias ngamensis</italic>
</td>
<td align="left">45.4</td>
<td align="left">85</td>
<td align="left">0.249</td>
</tr>
<tr>
<td align="left">
<italic>Clarias gariepinus</italic>
</td>
<td align="left">52.8</td>
<td align="left">100</td>
<td align="left">5.958</td>
</tr>
<tr>
<td align="left">Total</td>
<td align="left">30.0</td>
<td align="left">&#x2014;</td>
<td align="left">100</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Currently, some of these gears (e.g. mosquito nets) and fishing methods (e.g. drive fishing) are prohibited in the delta (<xref ref-type="bibr" rid="B19">Botswana Government, 2008</xref>; <xref ref-type="bibr" rid="B92">Mosepele, 2008</xref>; <xref ref-type="bibr" rid="B89">Mosepele, 2014</xref>). However, there is no empirical evidence to justify these regulations. About 70% of the species exploited by mosquito nets are generally very small species (e.g. <italic>Barbus radiatus</italic>, <italic>Aplocheilichthys johnstoni</italic>, etc.), which are not caught by other methods (<xref ref-type="bibr" rid="B86">Mosepele et al., 2003</xref>; <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>, <xref ref-type="fig" rid="F3">Figure 3</xref>). Restricting this gear will result in decreased catches of these small sized underutilized species, which are primarily harvested by women for subsistence household consumption. Moreover, small fish are usually eaten whole, with heads, bones, skin and viscera, and represent a concentrated source of multiple essential nutrients compared to only eating the flesh of larger species (<xref ref-type="bibr" rid="B65">Longley et al., 2014</xref>). Drive fishing is a traditional and efficient method for exploiting <italic>O. andersonii</italic>, <italic>O. macrochir</italic> and <italic>C. rendalli</italic> (<xref ref-type="bibr" rid="B98">Mosepele et al., 2007</xref>; <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>). However, prohibiting drive fishing (which would only legalise stationary gill net setting) will skew gill net fishing mortality towards <italic>O. andersonii</italic> (<xref ref-type="bibr" rid="B95">Mosepele, 2000</xref>; <xref ref-type="bibr" rid="B91">Mosepele, 2019</xref>), while <italic>Coptodon rendalli</italic>, well known for escaping stationary gillnets (<xref ref-type="bibr" rid="B95">Mosepele, 2000</xref>; <xref ref-type="bibr" rid="B54">Kolding et al., 2003</xref>; <xref ref-type="bibr" rid="B98">Mosepele et al., 2007</xref>), will remain relatively unexploited. In addition, prohibiting drive fishing will result in reduced revenue for the delta&#x2019;s commercial fishers which are primarily targeting cichlids. A blanket prohibition of some fishing methods and gears, without informed justification may not only cause ecosystem imbalances, but may also reduce the food security aspect and socio-economic value of the fishery to riparian communities. The principle of Balanced Harvest (BH) has been strongly criticized by <xref ref-type="bibr" rid="B32">Froese et al. (2015)</xref>, because they argue it does not conform to &#x2018;basic population dynamics&#x2019; as developed by <xref ref-type="bibr" rid="B12">Beverton and Holt (1957)</xref>. However, the basic population dynamics were single-species, steady state models where fish grow without eating (<xref ref-type="bibr" rid="B125">Tilley et al., 2020</xref>), whereas BH is a multi-species concept with a concrete proposal for implementing the Ecosystem Approach to Fisheries (EAF) (<xref ref-type="bibr" rid="B52">Kolding et al., 2015b</xref>), which does not only make ecological and biological sense in floodplain fisheries (<xref ref-type="bibr" rid="B54">Kolding et al., 2003</xref>; <xref ref-type="bibr" rid="B89">Mosepele, 2014</xref>), but it is also sensitive to the traditional fishing patterns and cultural value of floodplain fisheries (<xref ref-type="bibr" rid="B92">Mosepele, 2008</xref>).</p>
<p>Diversified fishing techniques, as traditionally practiced in the Okavango Delta and many other African inland fisheries (<xref ref-type="bibr" rid="B58">Kolding and van Zwieten, 2014</xref>), ensure that most species across various sizes and habitats-in the fish community are exploited. It also allows impoverished households (especially those headed by women), to have access to high quality protein and nutrients, which again ensures that young children from these fishing households have a relatively good nutritional status (<xref ref-type="bibr" rid="B106">Nnyepi et al., 2007</xref>; <xref ref-type="bibr" rid="B65">Longley et al., 2014</xref>; <xref ref-type="bibr" rid="B161">Kolding et al., 2019</xref>). BH was intended to reduce adverse ecological impacts of fishing while also supporting sustainable fisheries (<xref ref-type="bibr" rid="B33">Garcia et al., 2012</xref>). Fisheries management should also preserve cultural and heritage practices of fishing communities when these are not proven destructive, because, &#x201c;culture is a fundamental human right&#x201d; (<xref ref-type="bibr" rid="B45">Junk, 2002</xref>). Therefore, we advocate for balanced fishing that allows the utilisation of diverse fishing gears and methods to exploit the delta&#x2019;s fish community.</p>
</sec>
</sec>
<sec id="s7">
<title>7 Conclusion</title>
<p>The seasonal flood pulse in the Okavango Delta, driving the dry and wet floodplain phases, is the main contributor towards enhanced ecosystem production in an otherwise oligotrophic and semi-arid environment. Seasonal flooding not only changes the physical landscape of the delta, by re-connecting isolated lagoons and creating a multitude of diverse micro-habitats, it also enhances nutrient dynamics in both the terrestrial and aquatic system. These alternating micro-habitats ensure continuous succession in plant communities and enhanced plant biomass production (much of which is grazed by large herbivores), thereby contributing to nutrient recycling in the system. Much of this shifting terrestrial and aquatic based food web is eventually transformed into fish biomass.</p>
<p>Fish production is dynamic and fluctuating both seasonally and interannually and comprises many species of various sizes, trophic levels, and life histories, which can only be exploited by deploying a wide range of seasonally adapted fishing methods. Single-species management, based primarily on regulating selectivity towards larger species will distort the fish community structure, will lower the overall yields, and does not comply with an ecosystem approach towards maintaining the structure and function of the natural community composition. It also prevents marginalised groups from using traditional fishing methods for essential and nutritious subsistence household consumption. For these communities, the fish resource is a key source of household food and nutrition security. Leveraging these resources for local communities will contribute significantly to socio-economic development of these communities. Management interventions in floodplain fisheries should be adaptive, practical, realistic, and implementable, which in practice means acceptable to the stakeholders. Most developing countries have limited resources (particularly financial and human resources), and these should be spent on achievable, agreeable, and practical activities. Informed management also necessitates continuous long-term monitoring of exploited fisheries to follow changes and to gradually improve our understanding of fishing patterns and their impact on the fish communities. This involves the collection of fisheries related data across a broad spectrum of activities (e.g. fish consumption, employment creation, various kinds of biological data on species exploited, gear use and efficiencies, etc.) and associated factors/variables (e.g. environmental factors, various land-use activities, etc.). Once these have been documented and understood, they can be integrated into a flexible management system, which will allow for more adaptive management of these resources. Such integration is currently lacking in the Okavango Delta in line with many other floodplain fisheries.</p>
<p>This review has shown that periodic drying and flooding episodes in the delta are necessary for primary production. Therefore, any management efforts implemented in this system should ensure that these natural cycles are maintained. This is consistent with <xref ref-type="bibr" rid="B43">Junk et al.&#x2019;s (1989)</xref> flood pulse concept which highlights the importance of the seasonal flood pulse in maintaining ecosystem productivity in floodplain systems. <xref ref-type="bibr" rid="B103">Mosepele (2009)</xref>, <xref ref-type="bibr" rid="B91">Mosepele (2019)</xref> also highlighted the key role of seasonality in maintaining productivity of the delta&#x2019;s fish resources.</p>
</sec>
</body>
<back>
<sec id="s8">
<title>Author contributions</title>
<p>KM: Conceptualization of the paper and did all the major work on the paper. JK: Assisted with the conceptualization and drafting of the paper TB: Assisted with the drafting of the paper. BM and MM: Assisted with the discussion section of the paper, particularly on fisheries management in the Okavango Delta. All the authors also reviewed the final iterations of this paper.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s10">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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