MINI REVIEW article

Front. Membr. Sci. Technol., 07 August 2024

Sec. Membrane Applications - Liquid

Volume 3 - 2024 | https://doi.org/10.3389/frmst.2024.1382651

Assessment of the economic viability, environmental, and social impacts of green hydrogen production: an Algerian case study

  • 1. African Membrane Society (AMSIC), a Ecole Nationale d’Ingénieurs du Mali Abderhamane Baba Touré, Bamako, Mali

  • 2. i2i Innovation MegaHub (“i2iMegaHub”), Accra, Ghana

  • 3. Agence Nationale de la Valorisation des Résultats de la Recherche et du Développement Technologique (ANVREDET), El Djazair, Algeria

Abstract

The impacts of climate change are real and in many parts of the world testify to its harsh reality, including rampant extreme weather events, droughts, heat, wildfires, and flooding which have recorded in places which have not experienced them in recent memory. In the quest to avert such events, there is a growing awareness and demand for sustainable processes and operations. Today, sustainability encompasses a balance between ecological footprint and human development index, taking into consideration economics, the green environment, safety, quality, ethics, diversity and inclusion (D&I), and communities. This article presents some steps that have been taken by Algeria to balance energetic autonomy and sustainable development, and a case study on green hydrogen production employing membrane processes. Algeria’s objective to join the global fight against climate change is to develop its green hydrogen base. Given its resources, including available solar and wind power, seawater desalination plants, building capacity, and its favorable location, it is developing its green hydrogen economy to supply hydrogen, especially to Europe. This presents an opportunity for other developing nations, especially in Africa, to gain from this experience.

1 Introduction

Hydrogen by nature is a green fuel and produces little to no toxic emissions if used effectively (; ). Hydrogen is projected to be the clean energy of the future and it is expected that green hydrogen will be a decarbonization substitute for much of the fossil fuel energy used today, hence reducing the impacts posed by non-green fuels (; ; ; ).

Hydrogen as a fuel is fundamentally green; however, it is the means of its production that classifies it as green, grey, blue, red/pink, cyan/turquoise, brown and black, green, yellow, and white (; ). A fully green production process is preferable given the increasing requirements to reduce environmental impacts and decarbonization (; ).

This study will share some of the different non-green and green hydrogen production technologies and color codes. Algeria currently produces grey hydrogen and is investigating ways to change to green hydrogen to tap into the European market. Algeria now is considering strategies to move into this space to reduce environmental impacts.

Here we will discuss the global demand trends for hydrogen, the types of hydrogen, and their production sources. The focus will be on green hydrogen, various technologies used to produce it, its drawbacks, the various cost contributors, and future research focuses.

Most hydrogen currently produced comes from the natural gas or coal industry, as well as steam reforming of natural gas; in general, these are not fully green (). There is, however, a drive to boost green hydrogen production despite its challenges.

The different color coding categorization of produced hydrogen is generally based on the energy source, carbon emission associated with the production process, the overall environmental impacts, and the specific production process ().

Membrane science and technology have and will have a significant role to play in renewable and non-renewable hydrogen production as far as electrolyzers, water treatment, and separation and purification are involved.

2 Literature

2.1 Current uses of hydrogen

Industrial processes that use hydrogen include: hydrodesulfurization, where sulfur is removed from fuels in the petroleum refining industry (); the metal industry for treatment such as sintering, brazing, annealing, powder coating, and metal injection modeling; in the fertilizer industry for ammonia-based fertilizer production (); in the food industry for oil hydrogenation for margarine production (). Hydrogen has the potential to replace or supplement natural gas for cooking and heating; hydrogen-powered fuel cells provide the energy to power vehicles, maritime vessels, and aviation, as well as devices such as cell phones, laptops, and back-up and emergency power in buildings and military applications (). More areas of interest are emerging for hydrogen application (; ; ).

2.2 Global demands for hydrogen

Hydrogen Insight projects that the global demand for hydrogen in 2050 is expected to more than triple. This will mainly be driven by aviation, power generation/energy storage, heavy industry (; ; ), water and road transport, and residential/commercial heating. S&P Global Commodity Insights projects that by mid-century, the total global hydrogen produced (249.5 MT) will comprise 67% green hydrogen, 16% blue hydrogen fossil fuel with carbon capture and storage (CCS), and the remaining 17% produced from unabated gas or coal without carbon capture and storage (CCS) technology ().

Moreover, it is expected that 17% of total global hydrogen produced will be traded across borders from areas with abundant wind and solar power, including Australia, Chile, North Africa, and the Middle East, to carbon conscious regions such as the Europeans Union and East Asia ().

2.3 Global projection for green hydrogen production

Rystad Energy through Hydrogen Insight projects the top ten green hydrogen producing nations for 2023–2030 to be Australia, the United States, Spain, Canada, Chile, Egypt, Germany, India, Brazil, and Morocco, with Australia, the US, and Spain in the lead (). Table 1 shows some of the companies in the individual top ten (10) hydrogen producing countries projected for 2023–2030.

TABLE 1

Hydrogen producing countriesHydrogen producing companies
AustraliaBHP Energy, Frontiers Energy, ReNu Energy, Gold Hydrogen, and Sparc Energy ()
United StatesAir Products & Chemicals, Bloom Energy Corp, Plug Power Inc., Fuel Cell Energy Inc., Nel Hydrogen (), Cummins ()
SpainCepsa, Iberdrola, Enagás, Endesa, Naturgy, Fertiberia, ArcelorMittal, Repsol, and DH2 Energy ()
CanadaBallard Power Systems, First Hydrogen, Charbone Hydrogen, DynaCERT, Loop Energy, and Enbridge Inc. ()
ChileAES, Enel, EdF, Siemens, Antofagasta (), Empresa Nacional del Petroleo (ENAP), Enel Green Power Chile, and Engie ()
EgyptRana Group (), Infinity Power (), CIEG ()
ACWA (), Fertiglobe, Scatec, Orascom (), and GeoPura ()
GermanyThyssenkrupp, Sunfire (Ernst and Young, 2023), HH2E AG, and LEAG ()
IndiaAdani Green Energy, Reliance Industries Ltd, Bharat Petroleum Corporation Ltd, National Thermal Power Corporation Ltd., Larsen & Toubro Ltd, Indian Oil Corporation Ltd., Oil & Natural Gas Corporation Ltd, and GAIL India Ltd ()
BrazilPetrobras, FFI (), Grupo Jepri (), and White Martins & Linde ()
MoroccoFortescue (), Nareva Holdings, and GE Vernova ()

Some companies in the projected top ten hydrogen producing countries 2023–2030.

2.4 Hydrogen type color coding and production technologies

Several technologies are involved in the production of renewable and non-renewable hydrogen (; ). Table 2 shows hydrogen color codes assocaited with the different hydrogen production processes. Ambiguities exist in the literature on hydrogen color coding, highlighting the need for a global uniform color coding.

TABLE 2


Hydrogen Color Code
Production ProcessReferences
Non-Renewable Hydrogen
RedHydrogen produced by high temperature catalytic splitting or thermolysis of water using nuclear power plant which is non-renewable.;
PinkHydrogen produced by electrolytic splitting of water using electricity from nuclear power plant which is non-renewable.;
Purple/VioletHydrogen produced by combined electrolysis and thermolysis of water from nuclear power source which is non-renewable.
BlueHydrogen produced from steam reforming of natural gas or methane with resulting CO2 byproduct captured and stored with carbon capture and storage (CCS) capabilities.; ;
GreyHydrogen produced from steam reforming of natural gas or methane with resulting CO2 byproduct uncaptured.; ;
Black and BrownHydrogen produced from fossil fuel through gasification and associated with significant environmental impacts.;
TurquoiseHydrogen produced from methane pyrolysis with solid carbon byproduct. Considered low-emission hydrogen if the energy source is renewable.
Cyan
YellowHydrogen produced from electrolytically splitting water using grid electricity which is partially green.
Renewable Hydrogen
WhiteNaturally occurring and known as geological or native hydrogen. Found in underground deposits and produced through fracking.; ;
GoldenHydrogen produced by direct solar photolytic splitting of water.
GreenHydrogen produced electrolytically from splitting water into hydrogen and oxygen using green or renewable energy sources including solar and wind with no CO2 emission.; , ;
Hydrogen produced electrolytically from splitting water into hydrogen and oxygen using green or renewable energy sources including geothermal and hydroelectric with no CO2 emission.

Hydrogen color codes associated with different hydrogen production processes.

Figure 1 shows the various non-renewable and renewable hydrogen production technology relative positions on technology maturation versus readiness ().

FIGURE 1

).

The demand for green hydrogen is focused the on the four promising electrolyzer types: alkaline (ALK), polymer electrolyte membrane (PEM), anion exchange membrane (AEM), and solid oxide electrolyte (SOE) (; ). They have advantages and disadvantages, challenges they face and expected future research and development directions ().

2.5 Green hydrogen production technologies involving electrolyzers

Green hydrogen production involves electrolyzers, which use electrodes, membranes, electrolytes, water, and renewable energy, comprising ALK, PEM, AEM, and SOE mentioned above (; ; ). Both ALK and PEM are commercialized while SOE and AEM are still in the pre-commercialization stage, with SOE ahead of AEM in development (; ; ).

Figure 2 shows the operation mechanisms of these four. Each has advantages and disadvantages that need to be understood and explored for their proper selection, application, and operation ().

FIGURE 2

; ).

2.6 A basic water electrolyzer–green hydrogen production system

A basic water electrolyzer–green hydrogen production system consists of feed water into a gas separator to remove all gases including oxygen (O2) produced from the electrolyzer stack(s) on the input end, and an electrolyzer stack(s) where renewable electricity is supplied to split the feed water. The output end has another gas separator to enhance hydrogen purification, a deoxo unit to further purify the hydrogen produced, and a unit to dry the hydrogen for compression to storage (; ).

2.7 Global demand for green hydrogen production electrolyzers and the companies involved

The increasing demand for hydrogen, specifically green hydrogen, has led to an increasing demand for electrolyzers. For the United States and Europe, ALK is dominant and will remain so into the near future, then PEM followed by SOE and then AEM. For manufacturers outside the United States and Europe, a twelve-fold growth (i.e. 1000E to 12,000E) is expected by 2030, driven by ALK, PEM, and SOE. The total global demand for electrolyzers is expected to see a six-fold growth by 2025 and a ten-fold growth by 2035, also mainly driven by ALK, PEM, and SOE ().

2.8 Various electrolyzers: advantages, disadvantages, and challenges

These electrolyzers have different electrodes and electrolyte materials, construction, installation, feedwater requirements, and associated operational costs. The electrolyte carries the created chemical charges from one electrode to the other.

From a general and simplistic standpoint, an electrolyzer system is composed of water and electrical supply systems, electrodes comprised of an anode (positive) and cathode (negative), membrane(s), and a separation system for the gases produced.

A general electrolyzer operational flow process is depicted in Figure 3. With the electrical system turned on, (1) the water supplied to the electrolyzer at the anode side undergoes oxidation where both O2 and positively charged hydrogen ions (H+) are produced alongside the release of electrons, and (2) the membrane(s) selectively transport H+ to the cathode to be reduced to hydrogen gas ().

FIGURE 3

).

Figure 2 shows the various reactions at the anodes and cathodes for the individual PEM, ALK, AEM and SOE electrolyzers.

Both ALK and AEM electrolyzers are considered alkaline systems while PEM as acidic and SOE is a solid oxide or ceramic (; ).

The alkaline systems use liquid electrolytes such as potassium hydroxide (KOH) and sodium hydroxide (NaOH), while PEM uses acids such as perflurosulfonated acids (PFSA) (). Both AEM and PEM use solid polymers, and SOE uses solid oxide or ceramic. The alkaline systems(i.e., ALK and AEM) are involved in the transport of anions—hydroxide or hydroxyl ions (OH)—through the electrolyte from the cathode to the anode, while the acidic system (i.e., PEM) selectively transports cations—protons or H+ —through the solid polymer electrolyte from the anode to the cathode. SOE selectively transports anions—charged oxygen ions (O2-)—through the solid oxide or ceramic electrolyte from the cathode to the anode. For all four electrolyzers, hydrogen is generated on the cathode side. ALK is the most mature, durable, and cheapest (; ; ).

However, the drawbacks of ALK include only pressurized versions being compatible with renewable electricity and having lower purity hydrogen than PEM () While AEM could compete with ALK from a cost perspective and better compatibility with renewable electricity, it has lower degradation rates (; ).

Commercialized PEM, while compatible with renewable electricity, has high material costs (). SOE, the most efficient and compatible with renewable electricity, is associated with very high operating temperature and lower durability () and is still in development.

PEM requires the use of pure water while ALK uses a variety of water sources, including seawater and wastewater. PEM’s pure water requirement could make it expensive and, in some cases, limit its use. Similarly, the pressurized ALK version for renewable energy compatibility makes it less efficient than PEM and could limit its use. ALK electrode material includes nickel and iron, making it more durable and less sensitive to feedwater impurities ().

Generally, AEM requiring drinking quality water () produces better results with similar PEM iridium anode () while SOE is exploring the use of a wide range of water qualities, especially impure water sources ().

ALK, PEM, and AEM, which operate at lower temperatures compared than SOE, have improved performance, longer device lives, and produce higher quality hydrogen with quality feedwater water. However, quality feedwater adds to the costs, process complexities, and design limitations ().

2.9 Environmental and social impacts of green hydrogen production

Green hydrogen is considered a potential fuel to reduce the overall global carbon footprint; however, the green hydrogen industry is associated with some environmental and social impacts and risks (). The hydrogen industry production, storage, and utilization is associated with environmental and social risks and impacts ().

However, the resultant impact is expected to be lower. Green hydrogen production involves the use of energy, water, and land. The land acquisition and clearing for green hydrogen production plants is associated with both environmental and social risk and impacts. Environmental risk and impacts include deforestation and habitat loss (), soil erosion and degradation (), water pollution and decreased water quality (), loss of biodiversity and ecosystem disruption (), and increased greenhouse emissions ().

Social risks and impacts include displacement of indigenous communities and loss of traditional lands (), conflict and human violation (), economic impacts on local communities, particularly loss of livelihood (), cultural heritage destruction (), and health impacts, including increased respiratory problems ().

Moreover, energy is required to split water to produce green hydrogen, and the energy source needs to be green (). The equipment used in green hydrogen production itself could be associated with a significant carbon footprint (). Additionally, the production process requires a significant quantity of water which could lead to water scarcity (). The different electrolyzers require different water quality, which in turn demands different treatment methods with different environmental or social impacts. Hydrogen stored in high pressure containers and pipelines can leak and cause explosions (). Ensuring both environmental and safety integration will lower overall environmental and safety impacts and risks. Moreover, the proper integration of land, energy, and water alongside the selection of a production process and storage systems reduces overall impacts and risks.

3 Green hydrogen production cost and economic viability

There is a general drive to increase green hydrogen adoption, partly due to lower environmental impacts and costs, while driving favorable policies over its non-green hydrogen counterparts ().

The electrolyzers and renewable electricity costs () are among the factors which may be hindering green hydrogen growth and adoption. Hence, as costs reduce, green hydrogen will be able to compete with the dominant fossil fuel hydrogen.

The total cost of ownership (TCO) of green hydrogen mostly includes the costs of electrolyzers, ancillary equipment, installation, and operational costs. Ancillary equipment to electrolyzers includes cooling equipment, compression, electricity sources, water treatment, purification, dryers, and power electronics ().

There are costs associated with installing a complete system, while operating costs involve consumable and unit costs involved in the production process, including the electricity consumption rate and cost, water quality and consumption rate, and stack degradation and replacement rates. Other factors affecting overall production costs include operational efficiency, economy of scale, increasing automation, and design complexities. A large capacity system operating close to maximum capacity for longer hours is preferred for reducing costs and improving return on investment from an operational efficiency standpoint. Improving electrolyzers and their electrical efficiency are expected to reduce electrical consumption and costs. Generally, increasing module and manufacturing plant sizes can all significantly reduce costs in addition to automation (). Each of the above factors could impact the overall cost differently, given that all the electrolyzers have some distinct differences.

From 2019 to 2022, electrical efficiencies generally improved for each type of electrolyzer. Electrolyzers improved in the following order: SOE > PEM > ALK > AEM. In 2050, system electrical efficiencies expressed in kilowatt-hours per kilogram of green hydrogen produced are expected to be lowest for SOE (<40) and similarly for ALK, PEM and AEM (<45) (; ).

Generally, ALK requiring the use of low-cost steel or nickel alloy-plated material has the lowest cost (). However, costs are associated with controlling the hydroxide electrolyte solution concentration, temperature, corrosion (), and hydrogen produced needing further purification to meet some requirements.

PEM requires the use of expensive platinum-group metals, mostly iridium, to withstand the corrosive acid operating environment. The high voltage applied for high hydrogen production rates results in higher initial costs (). This restricts opportunities for cost reduction.

SOE, still in development, has the flexibility of being constructed from a variety of materials including steel, nickel, and zirconia (). This offers some advantages in reducing costs. However, in the current developmental stages, manufacturing process complexities mean that it is more expensive than ALK and PEM. The expectation is that SOE still will implement cost reduction opportunities ().

AEM is a better alternative to ALK for easy renewable energy compatibility, costs the same as ALK, and performs like PEM. Moreover, AEM is being explored as an alternative to PEM but with lower overall costs. AEM performance with PEM iridium anodes has returned the best AEM results (; ).

In conclusion, selection of any of these electrolyzers depends on the specific application, availability of resources and infrastructure, and expected project viability ().

While green hydrogen production using an electrolyzer is driven by many factors, available electricity and costs are among the most critical. Industry guides suggest that economic viability could favor higher efficiency and higher capex electrolyzers such as SOE, which may be applicable to areas with a scarcity of renewable electricity, while lower efficiency and lower capex electrolyzers such as ALK may be suitable for areas with sufficient renewable electricity. Driving green hydrogen production costs down depends on the upfront investment, electricity availability and cost, efficiency, stack degradation, and replacement rates. Other considerations include the effects of module size, manufacturing economy of scale, hydrogen produced for specific applications, feed water quality, and the integration of an electrolyzer of interest with intermittent renewable energy operation ().

Remarkably, some of these parameters may be coupled such that an improvement in any of the parameters could adversely impact the others. This requires making a conscious decision on selection. The ALK, AEM, PEM, and SOE electrolyzers operate differently, hence entailing different cost implications, effectiveness, and production system designs ().

Furthermore, the fast-paced industrial innovation occurs behind closed doors, so up-to-date information is lacking in the public domain. This lack of access to new information means that outdated information is available to academia and the public ().

The role of membrane science and technology in green hydrogen production using electrolytic splitting of water cannot be overstated, from transporting ionic species from one electrode to the other in electrolyzers, treating the different water sources to meet electrolyzers’ feed water quality to ensure improved productivity and system lives, and producing hydrogen purification.

Increasing use of green hydrogen over established fuels will not only lead to decarbonization of the energy system but a revolution in the water industry, leading to improved water treatment technologies and water use strategies in the face of dwindling clean water resources. The water industry is and will play a vital role in electrolytic green hydrogen production given that water is one of the key raw materials. Hence, countries seeking to adopt net zero strategies should consider a more integrated approach to renewable electricity, water, and green hydrogen ().

Future green hydrogen development includes increasing adoption of renewable hydrogen by lowering costs and instituting favorable policies to promote it over non-green hydrogen ().

SOE, still in development, is expected to emerge as the best electrolytic solution with lower costs and high efficiency (). Other green hydrogen developments include exploring (1) photolytic means, where sunlight is directly used to split water into hydrogen and oxygen, (2) thermochemically converting biomass into liquid or gas and separating hydrogen, and (3) biological production of hydrogen by microbes ().

Growing infrastructure demands include hydrogen refueling stations, storage, and transportation which are crucial for the industry’s success and growth. Economic opportunities associated with green hydrogen include the growth of new industries, job creation, and economic expansion (; ). The future of hydrogen as part of the global energy mix will depend on continued investment, improvement, lowering of costs, increasing adoption, and policy direction.

4 The Algerian case study: existing capabilities and preparation for its green hydrogen economy

Algeria is a motivated player in the hydrogen industry given that is has many assets for becoming a regional and international player. Currently, Algeria is involved in the blue hydrogen industry. However, it wants to join the fight against climate change and plans to become a leading green hydrogen production country. The road map towards this includes (1) regulatory and institutional adaptation, (2) human capital development, (3) industrial integration and growth, (4) financing mechanisms and incentives, (5) international cooperation and technology transfer, and (6) deployment of the hydrogen sector. The road map involves the following actionable phases with objectives and timelines. (1) Start-up phase (2023–2030) focusing on start-up activities and training, laying the groundwork for building projects and expertise, and initiating pilot projects to explore hydrogen production and utilization. (2) Market expansion and creation phase (2030–2040) that emphasizes the shift to market expansion and creation, scale-up, and the establishment of markets for the applications. (3) Industrialization and export phase (2040–2050) that prioritizes the export of hydrogen derivatives and contributing to global energy markets. ().

Algeria’s energy transition quest will promote energy transition, innovation, and efficiency (). Moreover, Algeria seeks to establish a supportive hydrogen sector framework by 2050 dubbed the “The Algerian Strategy on Green Hydrogen 2050”. Algeria’s ambitious target includes reducing its greenhouse gases (GHG) and petroleum products consumption. Algeria projects to export 30–40 TWh of gaseous, liquefied, and derived green hydrogen by 2040 ().

Algeria is taking the necessary steps in developing strategies and policies. It is forming internal and external alliances and dealing with some of the existing challenges to make it align with the needs of a green hydrogen economy. Algeria’s plans to appeal to the European market across the Mediterranean. It has acquired land and solved its water scarcity issues by building desalination plants as well as boosting green energy resources with solar and wind energy systems. Moreover, Algeria is considering ways to reduce the impacts of its blue hydrogen industry amid its pursuit of green hydrogen production. Furthermore, it is collaborating with local energy clusters to build and sustain the overall energy ecosystem ().

Algeria’s Sonatrach state-owned oil company signed a memorandum of understanding (MoU) with Hecate Energy Global Renewables (HGR Energy) to explore both renewable energy and green hydrogen projects in Algeria ().

One of Algeria’s local energy clusters is the Green Energy Cluster Algeria (GEC) which is a collaborative organization including industries, universities, research centers and institutes, and representatives from key government ministries. Its main goal is to foster synergies among its members, promote competitiveness, contribute to sector-specific training to add to its human resource capacity to develop and transfer the knowledge base to support Algeria’s hydrogen economy ().

5 Conclusion and directions

Algeria is on track with the start-up phase of its roadmap, building more capability as it positions itself, including lowering costs and moving in the right direction to grow its green hydrogen base. Currently, it is addressing challenges to its water supply by installing desalination plants, designating land, building more solar energy plants, collaborating with local energy clusters, signing MoUs with major global companies for hydrogen projects, and pilot projects to build expertise and training ().

The above review presents some information on renewable hydrogen production strategies and Algeria’s plans so that other developing nations can decide whether to replace existing non-renewable hydrogen production with renewable hydrogen.

Statements

Author contributions

AA-M: Writing–original draft, Writing–review and editing, Formal Analysis, Investigation, Methodology. ND: Conceptualization, Investigation, Methodology, Project administration, Resources, Supervision, Writing–review and editing. WB: Conceptualization, Investigation, Methodology, Project administration, Resources, Supervision, Writing–review and editing.

Funding

The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.

Conflict of interest

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.

Publisher’s note

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.

References

Summary

Keywords

hydrogen, electrolyzers, renewables, energy, sustainability, decarbonization, membranes, clean-fuel

Citation

Anim-Mensah A, Drouiche N and Boulaiche W (2024) Assessment of the economic viability, environmental, and social impacts of green hydrogen production: an Algerian case study. Front. Membr. Sci. Technol. 3:1382651. doi: 10.3389/frmst.2024.1382651

Received

06 February 2024

Accepted

17 June 2024

Published

07 August 2024

Volume

3 - 2024

Edited by

Diogo Guedes Vidal, University of Coimbra, Portugal

Reviewed by

Zhouyou Wang, Monash University, Australia

Misgina Tilahun Tsehaye, VITO NV, Belgium

Updates

Copyright

*Correspondence: Alexander Anim-Mensah,

Disclaimer

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.

Outline

Figures

Cite article

Copy to clipboard


Export citation file


Share article

Article metrics