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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Astron. Space Sci.</journal-id>
<journal-title>Frontiers in Astronomy and Space Sciences</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Astron. Space Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-987X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">617113</article-id>
<article-id pub-id-type="doi">10.3389/fspas.2020.617113</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Astronomy and Space Sciences</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>On the Variation of Intermittency of Fast and Slow Solar Wind With Radial Distance, Heliospheric Latitude, and Solar Cycle</article-title>
<alt-title alt-title-type="left-running-head">Wawrzaszek and Echim</alt-title>
<alt-title alt-title-type="right-running-head">Intermittent Nature of the Solar Wind</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Wawrzaszek</surname>
<given-names>Anna</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="http://loop.frontiersin.org/people/1114078/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Echim</surname>
<given-names>Marius</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="http://loop.frontiersin.org/people/1127437/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<label>
<sup>1</sup>
</label>Centrum Bada&#x144; Kosmicznych, Polska Akademia Nauk, <addr-line>Warsaw</addr-line>, <country>Poland</country>
</aff>
<aff id="aff2">
<label>
<sup>2</sup>
</label>The Royal Belgian Institute for Space Aeronomy, <addr-line>Brussels</addr-line>, <country>Belgium</country>
</aff>
<aff id="aff3">
<label>
<sup>3</sup>
</label>Institute of Space Science, <addr-line>M&#x103;gurele</addr-line>, <country>Romania</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/187391/overview">Joseph Eric Borovsky</ext-link>, Space Science Institute, United States</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/665645/overview">Luca Sorriso-Valvo</ext-link>, Institute for Space Physics (Uppsala), Sweden</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/628557/overview">Antonella Greco</ext-link> Universit&#xe0; della Calabria, Italy</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Anna Wawrzaszek, <email>anna.wawrzaszek@cbk.waw.pl</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Space Physics, a section of the journal Frontiers in Astronomy and Space Sciences</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>01</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2020</year>
</pub-date>
<volume>7</volume>
<elocation-id>617113</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>10</month>
<year>2020</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>11</month>
<year>2020</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2021 Wawrzaszek and Echim</copyright-statement>
<copyright-holder>Wawrzaszek and Echim</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>Intermittency, an important property of astrophysical plasma turbulence, is studied extensively during last decades from <italic>in-situ</italic> measurements of the solar wind plasma and magnetic field in the ecliptic plane and at higher latitudes, and heliocentric distances between 0.3 and 5 Astronomical Units. In this paper, we review the main findings on intermittency derived from investigation of solar wind turbulence for the inertial range of scales. It turns out that our current knowledge on the evolution of intermittency in the heliosphere is based on two missions, Helios two and Ulysses. We discuss the importance of data selection methodologies and applications for heliospheric spacecraft, the different data analysis techniques (the anomalous scaling of the structure function, the non-Gaussianity of the probability distribution functions, the local intermittency measure estimated from a wavelet representation and the multifractal spectrum). Studies show that Alv&#xe9;nic solar wind is less intermittent but reveals increase with the radial distance. Moreover, intermittency is stronger for the magnetic than for velocity fluctuations and is considered to be responsible for the increase with the radial distance of the anisotropy of magnetic fluctuations. The intermittency of fast solar wind at solar minimum decreases with latitude. Finally, the level of intermittency in the solar wind depends on solar cycle phase, reflecting the changes of the state of solar wind and suggesting that the deeper study of origin of fast and slow wind can further improve our understanding of the intermittency.</p>
</abstract>
<kwd-group>
<kwd>solar wind</kwd>
<kwd>turbulence</kwd>
<kwd>intermittency</kwd>
<kwd>plasma</kwd>
<kwd>Interplanetary medium</kwd>
<kwd>solar cycle</kwd>
</kwd-group>
<counts>
<page-count count="0"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1. Introduction</title>
<p>The solar wind is considered as natural laboratory to study turbulence of astrophysical plasmas (<xref ref-type="bibr" rid="B11">Bruno and Carbone, 2013</xref>, and references therein). Indeed, solar wind Reynolds number is quite large and the spectral properties of magnetic field and plasma velocity fluctuations show power law behavior (<xref ref-type="bibr" rid="B27">Coleman and Paul, 1968</xref>; <xref ref-type="bibr" rid="B36">Goldstein et al., 1995</xref>; <xref ref-type="bibr" rid="B72">Tu and Marsch, 1995</xref>; <xref ref-type="bibr" rid="B7">Biskamp, 2003</xref>; <xref ref-type="bibr" rid="B11">Bruno and Carbone, 2013</xref>), similar to neutral fluids turbulence. The solar wind power spectral density reveals the existence of an inertial range of scales, where the energy is transferred nonlinearly from larger to smaller scales. The power law exponent, <inline-formula id="inf1">
<mml:math>
<mml:mrow>
<mml:msup>
<mml:mi>f</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mi>&#x3b1;</mml:mi>
</mml:mrow>
</mml:msup>
</mml:mrow>
</mml:math>
</inline-formula>, is often found in good agreement with theoretical values derived from dimensional analysis, <inline-formula id="inf2">
<mml:math>
<mml:mrow>
<mml:mi>&#x3b1;</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>5</mml:mn>
<mml:mo>/</mml:mo>
<mml:mn>3</mml:mn>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B46">Kolmogorov, 1941</xref>). It is also found that the high frequency limit of the inertial range extends toward larger values with increasing distance from the Sun (e.g., <xref ref-type="bibr" rid="B44">Horbury et al., 1996</xref>; <xref ref-type="bibr" rid="B15">Bruno and Trenchi, 2014</xref>). The properties of solar wind turbulence depend on effects like the radial expansion of the solar wind (<xref ref-type="bibr" rid="B36">Goldstein et al., 1995</xref>; <xref ref-type="bibr" rid="B34">Gazis, 1996</xref>), the interactions between fast and slow plasma streams and/or dynamic processes related to various types of non-linear structures forming in solar wind plasma. Anisotropy is an ubiquitous feature of the solar wind turbulence (<xref ref-type="bibr" rid="B6">Belcher and Davis, 1971</xref>; <xref ref-type="bibr" rid="B9">Bruno et al., 1999</xref>; <xref ref-type="bibr" rid="B42">Horbury et al., 2008</xref>; <xref ref-type="bibr" rid="B80">Wicks et al., 2010</xref>), noticeable in effects related to compressibility (<xref ref-type="bibr" rid="B2">Alexandrova et al., 2008</xref>) and affecting the structure of fluctuations at meso (inertial range) (<xref ref-type="bibr" rid="B42">Horbury et al., 2008</xref>; <xref ref-type="bibr" rid="B80">Wicks et al., 2010</xref>) and kinetic scales (<xref ref-type="bibr" rid="B47">Lacombe et al., 2017</xref>), which increases the complexity of the entire phenomenon.</p>
<p>One of the open-question is related to the structure of solar wind turbulence, more specifically, on how irregular is the transfer of energy between scales. The irregularity of the energy transfer rate (see, e.g., <xref ref-type="bibr" rid="B52">Marsch et al., 1996</xref>; <xref ref-type="bibr" rid="B41">Horbury et al., 1997</xref>) leads to the phenomenon of intermittency (from Latin <italic>intermitere</italic>, to interrupt). This type of irregularity represents a violation of the fundamental hypothesis adopted to derive the classical model of Kolmogorov turbulence and is generally described as a deviation from the perfect self-similarity (<xref ref-type="bibr" rid="B33">Frisch, 1995</xref>, ch. 8). Indeed, while in the classical model of turbulence the energy is transferred by nonlinear structures (e.g. vortices) that fully occupy the space at all scales and which are characterized by a constant, scale-independent energy transfer rate, in intermittent turbulence the energy is transferred non-uniformly, by processes whose transfer rate is scale and spatially dependent. The phenomenon of intermittency can be defined as the property of the plasma structures carying the turbulent fluctuations (e.g., eddies, Alfv&#xe9;n vortices) to break down heterogeneously at smaller and smaller scales, i.e. they become scattered in time and/or space (<xref ref-type="bibr" rid="B7">Biskamp, 2003</xref>, ch. 7). In solar wind turbulence, intermittency can be detected at scales pertaining to the inertial range, orders of magnitude away from dissipative scales, which is a significant difference between hydrodynamic and MHD turbulence (<xref ref-type="bibr" rid="B33">Frisch, 1995</xref>; <xref ref-type="bibr" rid="B7">Biskamp, 2003</xref>; <xref ref-type="bibr" rid="B13">Bruno, 2019</xref>). Intermittency in solar wind turbulence was first identified by <xref ref-type="bibr" rid="B17">Burlaga, 1991</xref>. Since then, it has been widely studied and documented using data from many missions: Voyager (<xref ref-type="bibr" rid="B17">Burlaga, 1991</xref>; <xref ref-type="bibr" rid="B20">Burlaga, 1995</xref>; <xref ref-type="bibr" rid="B19">Burlaga et al., 1993</xref>), Helios (e.g., <xref ref-type="bibr" rid="B51">Marsch and Liu, 1993</xref>; <xref ref-type="bibr" rid="B53">Marsch and Tu, 1994</xref>; <xref ref-type="bibr" rid="B52">Marsch et al., 1996</xref>; <xref ref-type="bibr" rid="B69">Sorriso-Valvo et al., 1999</xref>; <xref ref-type="bibr" rid="B74">Veltri and Mangeney, 1999</xref>; <xref ref-type="bibr" rid="B68">Sorriso-Valvo et al., 2001</xref>; <xref ref-type="bibr" rid="B10">Bruno et al., 2003</xref>), Ulysses (e.g., <xref ref-type="bibr" rid="B44">Horbury et al., 1996</xref>; <xref ref-type="bibr" rid="B71">Tu et al., 1996</xref>; <xref ref-type="bibr" rid="B41">Horbury et al., 1997</xref>; <xref ref-type="bibr" rid="B57">Pagel and Balogh, 2001</xref>; <xref ref-type="bibr" rid="B59">Pagel and Balogh, 2003</xref>; <xref ref-type="bibr" rid="B83">Yordanova et al., 2009</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>, <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>), Advanced Composition Explorer and WIND (<xref ref-type="bibr" rid="B40">Hnat et al., 2003</xref>; <xref ref-type="bibr" rid="B73">V&#xf6;r&#xf6;s et al., 2006</xref>; <xref ref-type="bibr" rid="B45">Szczepaniak and Macek, 2008</xref>; <xref ref-type="bibr" rid="B39">Greco et al., 2009</xref>; <xref ref-type="bibr" rid="B64">Salem et al., 2009</xref>; <xref ref-type="bibr" rid="B75">Wan et al., 2011</xref>), and recently also from Parker Solar Probe (e.g., <xref ref-type="bibr" rid="B1">Alberti et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Chhiber et al., 2020</xref>; <xref ref-type="bibr" rid="B61">Perrone et al., 2020</xref>).</p>
<p>Intermittency can be revealed by several complementary data analysis methodologies. Most of the analysis methods focus on higher-order moments of fluctuations probabilities in order to reveal their scale dependence and a departure from self-similarity expected for intermittent fluctuations (e.g., <xref ref-type="bibr" rid="B33">Frisch, 1995</xref>).<list list-type="order">
<list-item>
<p>A first class of methods estimate intermittency from the anomalous scaling of the Structure Functions (SF) and its deviation from self-similarity quantified by fitting different intermittency models (e.g., <xref ref-type="bibr" rid="B56">Meneveau and Sreenivasan, 1987</xref>; <xref ref-type="bibr" rid="B17">Burlaga, 1991</xref>; <xref ref-type="bibr" rid="B22">Carbone, 1993</xref>; <xref ref-type="bibr" rid="B51">Marsch and Liu, 1993</xref>; <xref ref-type="bibr" rid="B65">She and Leveque, 1994</xref>; <xref ref-type="bibr" rid="B20">Burlaga, 1995</xref>; <xref ref-type="bibr" rid="B41">Horbury et al., 1997</xref>).</p>
</list-item>
<list-item>
<p>Another approach evaluates intermittency from the non-Gaussian features of Probability Distribution Functions (PDF) of the solar wind fluctuation (<xref ref-type="bibr" rid="B53">Marsch and Tu, 1994</xref>), e.g. by comparison/fitting with Castaing distributions (<xref ref-type="bibr" rid="B23">Castaing et al., 1990</xref>; <xref ref-type="bibr" rid="B69">Sorriso-Valvo et al., 1999</xref>; <xref ref-type="bibr" rid="B68">Sorriso-Valvo et al., 2001</xref>; <xref ref-type="bibr" rid="B59">Pagel and Balogh, 2003</xref>; <xref ref-type="bibr" rid="B82">Yang and Tam, 2010</xref>) or from the evaluation of the fourth order moment (kurtosis, Flatness Factor) (e.g., <xref ref-type="bibr" rid="B10">Bruno et al., 2003</xref>; <xref ref-type="bibr" rid="B83">Yordanova et al., 2009</xref>).</p>
</list-item>
<list-item>
<p>A third methodology adopted to evaluate intermittency is based on the so-called Local Intermittency Measure (LIM) computed from the normalized squared module of wavelet coefficients calculated for an incremental measure of the signal, similar to the one used to estimate the PDFs (<xref ref-type="bibr" rid="B32">Farge, 1992</xref>; <xref ref-type="bibr" rid="B74">Veltri and Mangeney, 1999</xref>; <xref ref-type="bibr" rid="B12">Bruno et al., 2001</xref>).</p>
</list-item>
<list-item>
<p>Finally, a fourth approach is based on calculation of the multifractal spectrum of an incremental measure (e.g., <xref ref-type="bibr" rid="B52">Marsch et al., 1996</xref>; <xref ref-type="bibr" rid="B18">Burlaga and Ness, 2010</xref>; <xref ref-type="bibr" rid="B79">Wawrzaszek and Macek, 2010</xref>; <xref ref-type="bibr" rid="B49">Macek et al., 2014</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>).</p>
</list-item>
</list>
</p>
<p>More details and exhaustive description of each method applied for intermittency can be found in recent reviews like, e.g., <xref ref-type="bibr" rid="B64">Salem et al. (2009)</xref>, <xref ref-type="bibr" rid="B11">Bruno and Carbone (2013)</xref>, <xref ref-type="bibr" rid="B54">Matthaeus et al. (2015)</xref>, <xref ref-type="bibr" rid="B13">Bruno (2019)</xref>.</p>
<p>Due to the relatively reduced time resolution of most of solar wind data, the methods mentioned above were applied to study intermittency of the inertial range turbulence (e.g., <xref ref-type="bibr" rid="B17">Burlaga, 1991</xref>; <xref ref-type="bibr" rid="B51">Marsch and Liu, 1993</xref>; <xref ref-type="bibr" rid="B71">Tu et al., 1996</xref>; <xref ref-type="bibr" rid="B69">Sorriso-Valvo et al., 1999</xref>; <xref ref-type="bibr" rid="B10">Bruno et al., 2003</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>; <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>). In this review, we summarize the observations of MHD intermittency in the solar wind, and discuss how intermittency changes with the type of solar wind (fast vs. slow), the radial distance, the heliolatitude, and solar cycle. We also emphasize the importance of using robust data selection algorithms, the impact of various reference systems and how the interpretation of results depends on the characteristics of the different data analysis methods. The study of intermittency in the MHD range of scales is crucial and complementary to investigation of kinetic scales reported recently by (e.g., <xref ref-type="bibr" rid="B60">Perri et al., 2012</xref>; <xref ref-type="bibr" rid="B76">Wan et al., 2012</xref>; <xref ref-type="bibr" rid="B67">Sorriso-Valvo et al., 2017</xref>).</p>
</sec>
<sec id="s2">
<title>2. Solar WIND Intermittency versus Radial Distance and Heliolatitude</title>
<sec id="s2-1">
<title>2.1. Radial Evolution of Intermittency in the Ecliptic</title>
<p>The first study of intermittency for different solar wind conditions and for a range of heliocentric distances in the ecliptic plane is due to <xref ref-type="bibr" rid="B51">Marsch and Liu (1993)</xref>, who investigated Helios two observations of fast and slow streams (bulk velocity and Alfv&#xe9;n velocity) at two heliocentric distances (0.3 and 1 AU), for scales between 40.5&#xa0;s and 24&#xa0;h. Their analysis was based on the structure function approach and found that intermittency is stronger for the small scales, while the fast solar wind reveals generally less intermittent nature than slow wind. It was also shown that the intermittency level in the ecliptic increases with the increasing heliocentric distance for fast wind streams and was suggested that solar wind turbulence results from a mixture of waves, advected sheets and eddies.</p>
<p>
<xref ref-type="bibr" rid="B71">Tu et al. (1996)</xref> considered 5 cases of Helios two data and detected magnetic intermittency in the range of scales between 81 and 2,500&#xa0;s. From estimation of the anomalous scaling of structure function they showed that the intermittency in the fast solar wind is relatively stable, but it varies significantly in the slow wind. However, a clear radial evolution trend was not found.</p>
<p>
<xref ref-type="bibr" rid="B69">Sorriso-Valvo et al. (1999)</xref> analyzed fluctuations of the solar wind at time scales from 81 s to 1 day from four months of Helios two data recorded in 1976 when the heliocentric distance varied from 1 AU to 0.29 AU. They studied intermittency with the Castaing distribution approach and found that the magnetic field intensity presents higher level of intermittency than the bulk speed for fast and slow wind. No significant differences were found between slow and fast wind. <xref ref-type="bibr" rid="B69">Sorriso-Valvo et al. (1999)</xref> considered compressive phenomena to be at the origin of the slow solar wind intermittency.</p>
<p>
<xref ref-type="bibr" rid="B9">Bruno et al. (1999)</xref> investigated the effects of intermittency on anisotropy (defined as the ratio between the total power perpendicular to the minimum variance direction and the power along this direction) for three heliospheric distances, 0.3, 0.7, and 0.9 AU, from magnetic and velocity data provided by Helios 2. It is shown that there is a link between the radial evolution of intermittency and anisotropy. Indeed, it is demonstrated, aided by the computation of the Local Intermittency Measure (LIM), that the increase of magnetic anisotropy with radial distance is mainly due to radial evolution of magnetic intermittency. However, the intermittency of the velocity field does not alter significantly the radial trend of velocity anisotropy.</p>
<p>
<xref ref-type="bibr" rid="B10">Bruno et al. (2003)</xref> focused on the radial behavior of intermittency in the ecliptic determined from the fourth-order moment (or flatness) of PDFs computed for the compressive and vector fluctuations of the magnetic field and plasma velocity, measured by Helios two&#xa0;at 0.3, 0.7 and 0.9 AU. While previous analyses were based on data representation in the Solar Ecliptic (SE) reference systems (<xref ref-type="bibr" rid="B51">Marsch and Liu, 1993</xref>; <xref ref-type="bibr" rid="B71">Tu et al., 1996</xref>; <xref ref-type="bibr" rid="B69">Sorriso-Valvo et al., 1999</xref>), <xref ref-type="bibr" rid="B10">Bruno et al. (2003)</xref> used a Mean Field (MF) reference system (see Appendix D.2 of <xref ref-type="bibr" rid="B11">Bruno and Carbone, 2013</xref>). In MF reference frame one component, <inline-formula id="inf3">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mo>&#x2225;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, is outwardly oriented and parallel to the mean field <inline-formula id="inf4">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">B</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, whose value depends on scale, as suggested by <xref ref-type="bibr" rid="B35">Gerick et al. (2017)</xref>, <xref ref-type="bibr" rid="B50">Macek et al. (2017)</xref>, see also a discussion by <xref ref-type="bibr" rid="B62">Podesta. (2017)</xref>. The analysis of <xref ref-type="bibr" rid="B10">Bruno et al. (2003)</xref> confirmed previous results and showed that intermittency is stronger for magnetic field fluctuations than for velocity and increases with the distance from the Sun in the fast solar wind. Results showed also that components transverse to the local magnetic field direction, are less intermittent than the parallel one. The intermittency of the parallel component increases much faster with the radial distance than the intermittency of the transversal ones. <xref ref-type="bibr" rid="B10">Bruno et al. (2003)</xref> interpreted this trend considering the solar wind turbulence is driven by coherent advected structures and propagating stochastic Alfv&#xe9;nic fluctuations. They concluded that the coherent nature of the advected structures could explain the intermittency increase. On the other hand, intermittency would decrease due to the stochastic nature of Alfv&#xe9;nic fluctuations. However, at larger radial distances the coherent nature of advected structures prevails, thus intermittency increases. The relationship between solar wind Alfv&#xe9;nicity and intermittency was also studied by <xref ref-type="bibr" rid="B30">D&#x2019;Amicis et al. (2012)</xref>, who reached similar conclusions.</p>
<p>
<xref ref-type="bibr" rid="B82">Yang and Tam (2010)</xref> analyzed 39 time intervals of fast solar wind data provided by Helios 1 and 2&#xa0;at radial distances between 0.3 and 1 AU. From a conditioned flatness analysis and the fitting of Castaing distribution, these authors confirmed that fast solar wind magnetic intermittency increases with larger distance from the Sun. The increase of intermittency with distance in the ecliptic plane was confirmed for two parameters of the fast solar wind (velocity and magnetic field).</p>
<p>
<xref ref-type="bibr" rid="B14">Bruno et al. (2014a)</xref> considered also the radial evolution of intermittency of density fluctuations in fast solar wind as observed by Helios 2 between 0.3 and 0.9 AU. It is shown that, in contrast to observations for velocity and magnetic field, the density fluctuations show a stronger intermittent character at short heliocentric distances and the level of density intermittency decreases with the distance from the Sun.</p>
<p>Recent analysis of Parker Solar Probe (PSP) data measured during the first two orbits, when slow solar wind dominated, provide insight on intermittency at rather close distances from the Sun. Some studies focused on data measured at 0.17 AU and on the identification coherent structures (<xref ref-type="bibr" rid="B3">Bandyopadhyay et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Chhiber et al., 2020</xref>), various types of intermittent events like current sheets, vortex-like structures or wave packets (<xref ref-type="bibr" rid="B61">Perrone et al., 2020</xref>). <xref ref-type="bibr" rid="B1">Alberti et al. (2020)</xref> analyzed magnetic field components measured by PSP at different locations (between 0.17 and 0.7 AU). Authors reveled statistical global self-similar scaling at radial distances below 0.4 AU and scaling properties typical for intermittent turbulence above 0.4 AU. They suggested that around 0.4 AU there is a transition region in which intermittency appears and the scaling in the inertial range changes (<xref ref-type="bibr" rid="B24">Chen et al., 2020</xref>).</p>
</sec>
<sec id="s2-2">
<title>2.2. Radial Dependence of Intermittency Outside the Ecliptic</title>
<p>In the ecliptic plane, the solar wind turbulence is driven by velocity shears, parametric decay, and the interaction between Alfv&#xe9;nic modes with convected structures (<xref ref-type="bibr" rid="B11">Bruno and Carbone, 2013</xref>). Thanks to Ulysses measurements, the radial dependence of the intermittent turbulence can be investigated outside the ecliptic plane. It is found that at higher latitudes solar wind turbulence shows different properties compared to the equatorial regions (<xref ref-type="bibr" rid="B63">Ruzmaikin et al., 1995</xref>; <xref ref-type="bibr" rid="B4">Bavassano et al., 2000</xref>, <xref ref-type="bibr" rid="B5">Bavassano et al., 2001</xref>). The radial evolution of turbulence in the polar wind is less rapid (e.g., <xref ref-type="bibr" rid="B44">Horbury et al., 1996</xref>; <xref ref-type="bibr" rid="B15">Bruno and Trenchi, 2014</xref>), what seems to have also influence on the level of magnetic intermittency (e.g., <xref ref-type="bibr" rid="B63">Ruzmaikin et al., 1995</xref>; <xref ref-type="bibr" rid="B43">Horbury and Balogh, 2001</xref>; <xref ref-type="bibr" rid="B58">Pagel and Balogh, 2002</xref>, <xref ref-type="bibr" rid="B59">Pagel and Balogh, 2003</xref>; <xref ref-type="bibr" rid="B83">Yordanova et al., 2009</xref>).</p>
<p>An analysis of structure function scaling (<xref ref-type="bibr" rid="B57">Pagel and Balogh, 2001</xref>) at solar minimum (1994&#x2013;1995), radial distances between 1.3 and 2.4 AU and heliolatitudes between &#x2212;80&#xb0; to &#x2b;80&#xb0;, revealed the evolution of intermittency outside the ecliptic. A high level of intermittency was found for a range of scales between 10 and 300&#xa0;s in the fast solar wind; however, the data in the slow wind were much more variable and difficult to interpret. Nevertheless, it was shown that the transverse magnetic components have a comparable level of intermittency, while the radial component is slightly less intermittent.</p>
<p>
<xref ref-type="bibr" rid="B58">Pagel and Balogh (2002)</xref> confirmed the radial trends at solar minimum (1994&#x2013;1995) and maximum (2000&#x2013;2001) and also found, contrary to previous studies, that the slow solar wind presents a level of intermittency comparable to the fast wind. It is worth to add that authors used wind speed as the criterion to discriminate between two states of solar wind. <xref ref-type="bibr" rid="B11">Bruno and Carbone (2013)</xref> suggested that this discrepancy results mainly from the representation of data in the RTN reference system instead of the Mean Field frame.</p>
<p>
<xref ref-type="bibr" rid="B59">Pagel and Balogh (2003)</xref> analyzed 28 cases of polar coronal fast wind measured during solar minimum (1994&#x2013;1996) and fitted the PDFs of magnetic field fluctuations with the Castaing distribution, for time scales between 40 and 200&#xa0;s. Their results showed that intermittency, or non-Gaussianity, of the magnetic field fluctuations increases with the radial distance in the range 1.4&#x2013;4.1 AU and is stronger for transverse than for radial component. It is suggested that the increase of intermittency with the radial distance is the effect of the increase of the scale range of the inertial range sustained by the radial expansion of the solar wind.</p>
<p>
<xref ref-type="bibr" rid="B83">Yordanova et al. (2009)</xref> analyzed 21 time intervals without CMEs and, based on kinetic parameters and ions (oxygen) charge states, considered four states of the solar wind, 1) pure fast, 2) fast streams, 3) pure slow, 4) slow streams, from Ulysses data recorded between 1992 and 1997. The results indicated that only pure fast wind (4 cases) show clear trends for radial evolution of the intermittency with the heliocentric distance, between 1.5 AU and 3.0 AU and at heliolatitudes between 50&#xb0; and 80&#xb0;. <xref ref-type="bibr" rid="B83">Yordanova et al. (2009)</xref> concluded also that pure slow wind measured at 5.1&#x2013;5.4 AU and at latitudes narrowed to &#x3c;20&#xb0; presents the most intermittent state.</p>
<p>
<xref ref-type="bibr" rid="B78">Wawrzaszek et al. (2015)</xref> studied the radial dependence of magnetic field intermittency as observed by Ulysses during two solar minima (1997&#x2013;1998, 2007&#x2013;2008) and one maximum (1999&#x2013;2001), between 1.4 and 5.4 AU and a heliolatitudes ranging between &#x2212;80&#xb0; and &#x2b;70&#xb0;. To avoid the problem of mixing of different states of the solar wind, these authors applied a multi-parametric procedure based on several solar wind variables to select data and discriminate between slow and fast wind. Additionally, interplanetary transients like shocks and CMEs have been excluded from the analysis. Thus, they found 98 time intervals of slow (43 time intervals) and fast solar wind (55 time intervals). <xref ref-type="bibr" rid="B78">Wawrzaszek et al. (2015)</xref> applied the multifractal formalism to investigate intermittency and limited their analyses to the compressional component. More precisely, they determined multifractal spectra and &#x394;, the degree of multifractality, as a quantative descriptor of the intermittency level. This study suggests that the level of intermittency decreases with distance in contrast to the previous analyses based on statistical description (<xref ref-type="bibr" rid="B59">Pagel and Balogh, 2003</xref>; <xref ref-type="bibr" rid="B83">Yordanova et al., 2009</xref>). However, during the identification of the multifractal scaling, authors included also scales less than 16&#xa0;s, what could have an impact on the results. Nevertheless, the collection of data used by <xref ref-type="bibr" rid="B78">Wawrzaszek et al. (2015)</xref> is the largest in terms of number of time intervals and total data (more than 17,000&#xa0;h), among all studies devoted to intermittency based on Ulysses data.</p>
<p>
<xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref> extended their study by using a larger number of time intervals (126) at solar minima (1997&#x2013;1998, 2007&#x2013;2008) and solar maximum (1999&#x2013;2001). The multifractal analysis were applied for the all magnetic field components in the MHD range of scales (larger than 16&#xa0;s). Additionally, the authors investigated intermittency of the parallel and perpendicular component in the Mean Field reference system, used previously by <xref ref-type="bibr" rid="B10">Bruno et al. (2003)</xref> for Helios two data. <xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref> confirmed the decrease of intermittency with the radial distance, for all components of the magnetic field, regardless the reference system, RTN or Mean Field. However, the rate of decrease of the intermittency with the distance from the Sun, was influenced by the range of the analyzed scales; smaller scales less than 16&#xa0;s caused a slowdown of this decrease, interpreted as the influence of compressibility processes that strengthen the phenomenon of intermittency (<xref ref-type="bibr" rid="B2">Alexandrova et al., 2008</xref>). In general, <xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref> reminded the idea that the intermittency in MHD range have solar origin (<xref ref-type="bibr" rid="B58">Pagel and Balogh, 2002</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>) and suggested that the strength of various solar wind drivers like fast and slow streams, shocks interaction, pressure balanced, incompressible current sheets and interplanetary shocks (<xref ref-type="bibr" rid="B74">Veltri and Mangeney, 1999</xref>) diminishes with the distance from the Sun leading to a decrease of intermittency. On the other hand, <xref ref-type="bibr" rid="B38">Greco et al. (2012)</xref> performing numerical simulation and data analysis from the ecliptic suggested that intermittency is formed in the solar wind through active <italic>in-situ</italic> dynamics. In the light of this suggestion solar wind beyond ecliptic seems to be insufficiently active turbulent medium, the coherent character of advected structures can be somehow reduced with the increase of radial distance.</p>
</sec>
<sec id="s2-3">
<title>2.3. Latitudinal Dependence and Solar Cycle Effect</title>
<p>Another possible source for the differences observed between radial variation trends provided by different methodologies can be the mixing of different heliolatitudes in the same dataset. The solar cycle phase can also play a role. In <xref ref-type="table" rid="T1">Table 1</xref> we provide a summary of datasets analyzed in the papers discussed above.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Selected papers devoted to the analysis of intermittency in the solar wind beyond the ecliptic plane by using Ulysses measurements.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th rowspan="2">Paper</th>
<th colspan="4" align="center">Data</th>
<th rowspan="2" align="center">Method</th>
</tr>
<tr>
<th align="center">Year</th>
<th align="center">Distance</th>
<th align="center">Latitude</th>
<th align="center">Par(Ref. Sys)</th>
</tr>
</thead>
<tbody>
<tr>
<td>
<xref ref-type="bibr" rid="B57">Pagel and Balogh (2001)</xref>
</td>
<td align="center">1994&#x2013;1995</td>
<td align="center">1.3&#x2013;2.4 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;80&#xb0;</td>
<td align="center">
<italic>B</italic> (RTN)</td>
<td align="left">SF analysis</td>
</tr>
<tr>
<td>
<xref ref-type="bibr" rid="B58">Pagel and Balogh (2002)</xref>
</td>
<td align="center">1994&#x2013;1995</td>
<td align="center">1.3&#x2013;2.4 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;80&#xb0;</td>
<td align="center">
<italic>B</italic> (RTN)</td>
<td align="left">FF analysis</td>
</tr>
<tr>
<td/>
<td align="center">2000&#x2013;2001</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td>
<xref ref-type="bibr" rid="B59">Pagel and Balogh (2003)</xref>
</td>
<td align="center">1994&#x2013;1996</td>
<td align="center">1.4&#x2013;3.8 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;80&#xb0;</td>
<td align="center">
<italic>B</italic> (RTN)</td>
<td align="left">Castaing dist</td>
</tr>
<tr>
<td>
<xref ref-type="bibr" rid="B83">Yordanova et al. (2009)</xref>
</td>
<td align="center">1992&#x2013;1997</td>
<td align="center">1.4&#x2013;5.4 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;80&#xb0;</td>
<td align="center">
<italic>B</italic> (RTN)</td>
<td align="left">FF analysis</td>
</tr>
<tr>
<td>
<xref ref-type="bibr" rid="B78">Wawrzaszek et al. (2015)</xref>
</td>
<td align="center">1997&#x2013;1998</td>
<td align="center">1.4&#x2013;5.4 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;70&#xb0;</td>
<td align="center">
<inline-formula id="inf5">
<mml:math>
<mml:mrow>
<mml:mrow>
<mml:mo>&#x7c;</mml:mo>
<mml:mi>B</mml:mi>
<mml:mo>&#x7c;</mml:mo>
</mml:mrow>
</mml:mrow>
</mml:math>
</inline-formula> (RTN)</td>
<td align="left">Multifractal</td>
</tr>
<tr>
<td/>
<td align="center">1999&#x2013;2001</td>
<td/>
<td/>
<td/>
<td align="left">Spectrum</td>
</tr>
<tr>
<td/>
<td align="center">2007&#x2013;2008</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td>
<xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref>
</td>
<td align="center">1997&#x2013;1998</td>
<td align="center">1.4&#x2013;5.4 AU</td>
<td align="center">&#x2212;80&#xb0;&#x2013;&#x2b;70&#xb0;</td>
<td align="center">
<italic>B</italic> (RTN)</td>
<td align="left">Multifractal</td>
</tr>
<tr>
<td/>
<td align="center">1999&#x2013;2001</td>
<td/>
<td/>
<td align="center">
<italic>B</italic> (MF)</td>
<td align="left">Spectrum</td>
</tr>
<tr>
<td/>
<td align="center">2007&#x2013;2008</td>
<td/>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="bibr" rid="B58">Pagel and Balogh (2002)</xref> compared two Ulysses fast-latitude scans at solar minimum and maximum, and did not reveal any latitudinal dependence of intermittency (<xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>; <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>). showed that the fast solar wind at solar minimum exhibit a decrease of intermittency as the latitude increases; the smallest values of intermittency were found near solar poles. An example form <xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref> is shown in the composite <xref ref-type="fig" rid="F1">Figure 1</xref>, where left/right panels refer to the fast/slow solar wind. Color in <xref ref-type="fig" rid="F1">Figure 1</xref> denotes the values &#x394;, the degree of multifractality as an intermittency measure. <xref ref-type="fig" rid="F1">Figure 1</xref> presents results for the radial component B<sub>
<italic>R</italic>
</sub> (in RTN reference system, panels <bold>A</bold> and <bold>B</bold>) and component <inline-formula id="inf6">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mo>&#x2225;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (parallel to the mean field vector <inline-formula id="inf7">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">B</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, panels <bold>C</bold> and <bold>D</bold>), respectively. The decrease of intermittency as the latitude increases is observed both in RTN and MF reference systems and confirms the previous conclusions that turbulence at Ulysses is mainly driven by Alfv&#xe9;nic fluctuations (e.g., <xref ref-type="bibr" rid="B30">D&#x2019;Amicis et al., 2012</xref>). Moreover, data reveal the existence of a symmetry with respect to the ecliptic plane for solar minima (1997&#x2013;1998, 2007&#x2013;2008) in coherence with previous observations (<xref ref-type="bibr" rid="B4">Bavassano et al., 2000</xref>; <xref ref-type="bibr" rid="B79">Wawrzaszek and Macek, 2010</xref>). On the other hand, during the solar maximum (1999&#x2013;2001) the slow and fast solar wind does not show a latitudinal dependence and symmetry.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Map of the degree of multifractality as a level of intermittency determined for fast (left panel) and slow (right panel) solar wind during solar minima (1997&#x2013;1998, 2007&#x2013;2008) and solar maximum (1999&#x2013;2001), correspondingly. Color denotes the level of multifractality (intermittency) calculated for the radial components B<sub>
<italic>R</italic>
</sub> (in RTN reference system, <bold>(A,B)</bold>) and component <inline-formula id="inf8">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi>B</mml:mi>
<mml:mo>&#x2225;</mml:mo>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (parallel to the mean field vector <inline-formula id="inf9">
<mml:math>
<mml:mrow>
<mml:msub>
<mml:mi mathvariant="bold">B</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <bold>(C,D)</bold>), as observed by Ulysses at various heliocentric distances (between 0.3 and 5 AU) and heliographic latitudes (between &#x2212;80&#xb0; and &#x2b;70&#xb0;). From <xref ref-type="bibr" rid="B77">Wawrzaszek et al. (2019)</xref>.</p>
</caption>
<graphic xlink:href="fspas-07-617113-g001.tif"/>
</fig>
<p>The solar cycle trends need more discussion. Indeed, on the one hand trends in the radial dependence of intermittency in the ecliptic were derived from Helios 1 and 2 data recorded during solar cycle 21, between 1974 and 1981. On the other hand, the first, second and third orbit of Ulysses data captured the solar wind properties during cycles 22 and 23, revealing also differences in the state of the solar wind (<xref ref-type="bibr" rid="B55">McComas et al., 2008</xref>).</p>
<p>The analysis of solar wind data from each solar cycle confirmed the presence of intermittency, virtually at all radial distances and both at solar minimum and solar maximum (<xref ref-type="bibr" rid="B57">Pagel and Balogh, 2001</xref>; <xref ref-type="bibr" rid="B58">Pagel and Balogh, 2002</xref>; <xref ref-type="bibr" rid="B59">Pagel and Balogh, 2003</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>, <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>). <xref ref-type="bibr" rid="B58">Pagel and Balogh (2002)</xref> suggested intermittency varies less with the solar cycle phase than with the type of wind. Analysis of Ulysses data for the years 1992&#x2013;1997 (<xref ref-type="bibr" rid="B83">Yordanova et al., 2009</xref>) and results obtained for the solar minimum (1997&#x2013;1998) (<xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>; <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>) showed that intermittency is stronger for slow solar wind than for the fast wind. This is in agreement with research performed in the ecliptic (<xref ref-type="bibr" rid="B51">Marsch and Liu, 1993</xref>; <xref ref-type="bibr" rid="B10">Bruno et al., 2003</xref>). However, the study by (<xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>; <xref ref-type="bibr" rid="B77">Wawrzaszek et al., 2019</xref>) based on data recorded at solar maximum (1999&#x2013;2001) and minimum (2007&#x2013;2008) reveals cases when the slow solar wind shows a lower level of intermittency than the fast solar wind. Similar conclusions were given by <xref ref-type="bibr" rid="B58">Pagel and Balogh, (2002)</xref>, who analyzed data from the same solar maximum and found a high level of intermittency in the fast coronal hole solar wind and a varying and lower level in the slow wind. However, one should note that most of the slow solar wind cases considered in (<xref ref-type="bibr" rid="B58">Pagel and Balogh, 2002</xref>; <xref ref-type="bibr" rid="B78">Wawrzaszek et al., 2015</xref>, <xref ref-type="bibr" rid="B77">2019</xref>) pertained to solar cycle 23 characterized by specific properties (e.g., <xref ref-type="bibr" rid="B55">McComas et al., 2008</xref>; <xref ref-type="bibr" rid="B28">D&#x2019;Amicis et al., 2011</xref>). In particular, the slow wind observed at maximum of solar cycle 23 (the year 2001) showed a degree of Alfv&#xe9;nicity comparable or even higher than for the fast wind observed at the minimum of the same cycle (2007) as discussed by <xref ref-type="bibr" rid="B28">D&#x2019;Amicis et al. (2011)</xref>. Moreover, a new type of Alfv&#xe9;nic slow wind is believed to show having some characteristics common to the fast wind (<xref ref-type="bibr" rid="B29">D&#x2019;Amicis and Bruno, 2015</xref>; <xref ref-type="bibr" rid="B31">D&#x2019;Amicis et al., 2018</xref>). Very interesting are recent observations of PSP performed during minimum of solar cycle no. 24, which confirmed the existence of the slow solar wind with high Alfv&#xe9;nicity and its intermittent character (<xref ref-type="bibr" rid="B3">Bandyopadhyay et al., 2020</xref>; <xref ref-type="bibr" rid="B26">Chhiber et al., 2020</xref>; <xref ref-type="bibr" rid="B61">Perrone et al., 2020</xref>).</p>
<p>Finally it is worth to stress that at solar maximum the statistics of slow wind intervals is rather poor (compare cases in <xref ref-type="fig" rid="F1">Figure 1B</xref>, <xref ref-type="fig" rid="F1">D</xref> marked by circles with a cross for maximum and empty circles for minimum). At solar maximum intermittency spans a larger domain of values, as a confirmation of the complex nature of the solar wind during strong activity of the Sun.</p>
</sec>
</sec>
<sec id="s3">
<title>3. Summary and Perspective</title>
<p>In this review we discuss recent findings on solar wind inertial range intermittency observed over a large range of heliocentric distances and latitudes, for different levels of solar activity.</p>
<p>Intermittency is a real and omnipresent characteristic of solar wind turbulence, detected for fluctuations of solar wind magnetic field and plasma parameters (velocity, density), for fast and slow types of wind. The main source of intermittency are magnetic non-Alfv&#xe9;nic coherent structures involved in the radial evolution of solar wind turbulence, different than filaments or vortices observed in neutral fluid turbulence (<xref ref-type="bibr" rid="B11">Bruno and Carbone, 2013</xref>; <xref ref-type="bibr" rid="B13">Bruno, 2019</xref>). The most intermittent events identified in the inertial range of scales are parallel shocks, slow mode shocks, or tangential discontinuities/current sheets (<xref ref-type="bibr" rid="B74">Veltri and Mangeney, 1999</xref>; <xref ref-type="bibr" rid="B12">Bruno et al., 2001</xref>; <xref ref-type="bibr" rid="B8">Borovsky, 2008</xref>) or planar sheets in MHD flows (<xref ref-type="bibr" rid="B13">Bruno, 2019</xref>). Data from Helios and Ulysses show different trends for the radial evolution of intermittency in fast and slow winds. While in the inner heliosphere, in the equatorial plane and at radial distances less than 1 AU intermittency tends to increase with distance, this tendency is reversed outside the ecliptic and for larger radial distances. It is argued that decreasing of intermittency with large radial distances is the result of the interplay between coherent, intermittent structures convected by the wind and propagating Alfv&#xe9;n fluctuations, which tend to reduce intermittency. Examples of solar wind data for which Alfv&#xe9;nic fluctuations are less dominant, are generally more intermittent but do not show a clear radial evolution. Nevertheless, intermittency in the Alfv&#xe9;nic solar wind increases with heliocentric distance. Moreover, data indicate intermittent properties of fast polar wind show a symmetry in the two hemispheres. The fast solar wind at solar minimum exhibits a decrease of intermittency as the latitude increases. However, this trend is less clear at solar maximum, when intermittency values are more scattered. The level of intermittency in the solar wind is solar cycle-dependent, reflecting the changes of the state of solar wind and suggesting that the origin of fast and slow wind is important for the subsequent structure of turbulent transfer of energy within the heliosphere.</p>
<p>Although the studies discussed above provide evidence on the existence of a radial evolution of intermittency beyond the ecliptic plane, it is difficult to define a universal trend and to indicate how intermittency changes with the radial distance for all types of wind, and all phases of the solar cycle. On the one hand, different methodologies capture different aspects of intermittency (<xref ref-type="bibr" rid="B67">Sorriso-Valvo et al., 2017</xref>). The multifractal analysis emphasizes the role of the higher-order moments, and collect the measure of intermittency from an estimation of large (positive moments) and small (negative moments) concentrations of measure. The structure function and the flatness approaches are based on positive moments only. On the other hand, the mathematical formalism of the multifractal scalings does not lend itself to a interpretation in terms of coherent structures (<xref ref-type="bibr" rid="B75">Wan et al., 2011</xref>). It is certain that the multifractal approach and the analysis based on the structure function, PDFs and their moments capture complementary characteristics of the same phenomenon, the irregular structure of the energy transfer in astrophysical plasma turbulence. Further studies are expected to illuminate more the intricate relationship between the insight provided by these higher order analyses and the impact on understanding solar wind and astrophysical intermittency.</p>
<p>Nevertheless, some additional analyses should still be performed to better understand solar wind turbulence and intermittent dynamics at MHD scales. As we tried to underline in this short review, a large part of the studies devoted to intermittency are based on a relatively small number of samples selected by different methods, making it difficult to interpret and compare results. Moreover, most often only a subset of plasma or magnetic field measurements were analyzed, and due to the limitations of <italic>in-situ</italic> interplanetary data, similar scaling ranges are seldom considered by different approaches. Therefore, a complementary analysis of intermittency with various descriptors estimated for the same large datasets is still needed. One of the simplest ways to achieve such a goal seems to be using analysis tools designed to perform automatic analysis of large collections of space measurements, <italic>in-situ</italic> or simulations (e.g., <xref ref-type="bibr" rid="B70">Teodorescu and Echim, 2020</xref>). Moreover, significant advances in data selection procedures allow to identify more than the two basic states of the solar wind, fast and slow, as discussed by (<xref ref-type="bibr" rid="B48">Landi et al., 2012</xref>; <xref ref-type="bibr" rid="B81">Xu and Borovsky, 2015</xref>; <xref ref-type="bibr" rid="B21">Camporeale et al., 2017</xref>). Such categorization procedures will likely provide further refinement of data analysis and allow for a deeper analysis of solar wind intermittency and its relationship with the various states of solar wind. A continuation of detailed studies of the relationship between solar wind anisotropy and intermittency and of the dependence on the solar wind conditions is also needed. It would allow for new comparisons between turbulence properties revealed by <italic>in-situ</italic> data analysis and the results of numerical simulations and improve our understanding of physical processes like dynamic alignment, critical balance and intermittency. Additionally, a better understanding of the formation, stability and dynamics of solar wind discontinuities can help understanding the origin of intermittency (<xref ref-type="bibr" rid="B8">Borovsky, 2008</xref>; <xref ref-type="bibr" rid="B37">Greco et al., 2008</xref>; <xref ref-type="bibr" rid="B39">Greco et al., 2009</xref>).</p>
<p>Finally, there is a need to advance the understanding of the couplings between the inertial range structure of turbulence and intermittency and the phenomena taking place at smaller, kinetic scales (e.g., <xref ref-type="bibr" rid="B16">Bruno et al., 2014b</xref>), for example their influence on field-particle interaction (e.g., <xref ref-type="bibr" rid="B25">Chen et al., 2019</xref>; <xref ref-type="bibr" rid="B66">Sorriso-Valvo et al., 2019</xref>). As <xref ref-type="bibr" rid="B13">Bruno (2019)</xref> reviewed recently, most studies focus now on the analysis of intermittent events at small, kinetic scales as the key to understanding the dissipation mechanisms in the collisionless solar wind plasma. This topic, due to the lack of adequate plasma observations was mainly explored by using plasma numerical simulations. Recently, thanks to new missions like Magnetospheric Multiscale Mission, Parker Solar Probe or Solar Orbiter, new opportunities are opened for the scientific community to analyze the intermittent nature of solar wind turbulence at much smaller scales and in new regions of the heliosphere (at closer distances from the Sun and during new solar cycles). This opens up new research options and makes upcoming years very exciting for the heliospheric community.</p>
</sec>
<sec id="s4">
<title>Author Contributions</title>
<p>AW and ME planned, outlined, researched, and wrote the manuscript.</p>
</sec>
<sec sec-type="COI-statement" id="s5">
<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>
</body>
<back>
<ack>
<p>ME acknowledge support from the Belgian Solar Terrestrial Center of Excellence (STCE) and the Romanian Government UEFISCDI PCCDI Project VESS and Program Nucleu LAPLAS.</p>
</ack>
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