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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Earth Sci.</journal-id>
<journal-title>Frontiers in Earth Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Earth Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-6463</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1085419</article-id>
<article-id pub-id-type="doi">10.3389/feart.2022.1085419</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Earth Science</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Overview of the application of ecological concrete in sponge city construction</article-title>
<alt-title alt-title-type="left-running-head">Wang 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/feart.2022.1085419">10.3389/feart.2022.1085419</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Lei</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2077005/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Liu</surname>
<given-names>Zhikui</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yan</surname>
<given-names>Yan</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Li</surname>
<given-names>Shengdong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Xie</surname>
<given-names>Yongxiong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>College of Civil and Architectural Engineering</institution>, <institution>Guilin University of Technology</institution>, <addr-line>Guilin</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Guangxi Key Laboratory of Geomechanics and Geotechnical Engineering</institution>, <addr-line>Guilin</addr-line>, <country>China</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/1366580/overview">Zizheng Guo</ext-link>, Hebei University of Technology, China</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/1950472/overview">Jan Bondaruk</ext-link>, Central Mining Institute, Poland</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1274545/overview">Mohammad K. Najjar</ext-link>, Federal University of Rio de Janeiro, Brazil</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Zhikui Liu, <email>1998009@glut.edu.cn</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Geohazards and Georisks, a section of the journal Frontiers in Earth Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1085419</elocation-id>
<history>
<date date-type="received">
<day>31</day>
<month>10</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>11</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang, Liu, Yan, Li and Xie.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang, Liu, Yan, Li and Xie</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>As a prominent component of the construction field of sponge cities, ecological concrete is an essential tool to reach the goals of green, low-carbon living and sustainable development. A quantitative summary of the preliminary research on ecological concrete infrastructure in sponge city architecture is needed. Therefore, CiteSpace and VOSviewer were applied to perform a comparative analysis of the number of papers, countries, institutions, core authors, literature co-citations, research hotspots, and future trends in ecological concrete in the sponge city construction industry. The results show that the number of papers on ecological concrete is increasing, the research collaboration between domestic and foreign authors is relatively single, and there is insufficient interdisciplinary integration between institutions and the phenomenon of &#x201c;relatively independent research.&#x201d; The number of papers published in the field of ecological concrete construction has been on the rise, reaching more than 100 in each of the last 10&#xa0;years, with China and the United States contributing more to the scientific output of the field. To meet the needs of global environmental protection and resource conservation, the theme of &#x201c;promoting comprehensive resource conservation and recycling&#x201d; will continue in the future, making concrete a feature of green, low-carbon, sustainable development and other areas of environmental protection in the construction field.</p>
</abstract>
<kwd-group>
<kwd>ecological concrete</kwd>
<kwd>VOSviewer</kwd>
<kwd>CiteSpace</kwd>
<kwd>visual analysis</kwd>
<kwd>sponge city building field</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>1 Introduction</title>
<p>Due to the rapid development of science and technology, environmental pollution, ecological damage, resource shortage, and flooding caused by the exploitation of land resources and rapid urbanization have seriously affected the quality of the global living environment and the stability of the ecosystem (<xref ref-type="bibr" rid="B44">Ji, 2017</xref>; Cohen., 2011; Pandey., 2015; Sayne., 2011; Chourou., 2011; <xref ref-type="bibr" rid="B77">Upadhya and Persson, 2015</xref>; Li at el., 2022). Currently, the construction industry consumes the primary source of energy and mineral resources in the world (<xref ref-type="bibr" rid="B72">Shi and Liu, 2019</xref>). It is also a major cause of environmental pollution. The energy consumption of the construction industry accounts for about 30&#x2013;40% of the world&#x2019;s energy consumption (Abdallah at el., 2016). Faced with such a dilemma, the upgrading of the construction industry has been initiated, and a green, environmentally friendly and sustainable development path has been adopted. Just as an understanding of the mechanical properties of gas hydrate reservoirs is fundamental to the commercial exploitation of gas hydrate (<xref ref-type="bibr" rid="B75">Tang et al., 2022</xref>), we need to have a general understanding of the applications of the construction industry if we are to improve the construction industry.</p>
<p>Therefore, there is an urgent need to explore and build sustainable development models for the construction industry to change the status quo of high resource consumption and severe environmental pollution. As a result, the construction industry is facing a tough test in its development, with environmental pollution and natural damage evident in concrete, the most widely used construction material. China collects a total of 50&#xd7;10<sup>9</sup> tonnes of raw materials such as sand and gravel, limestone and clay each year, most of which is used in the production of concrete or cement, according to the data. Such a large collection directly leads to changes in the natural form of the mountain and the original posture of the riverbed, resulting in deepening natural disasters such as landslides and soil erosion. In addition, cement production emits many polluting gases, harmful substances that further endanger our ecological environment. Therefore, the development of new green concrete will be our main task from the past to the long future.</p>
<p>The concept of &#x201c;ecological concrete&#x201d; has been proposed, but the concept of ecological concrete is unclear, and there is no clear normative definition. In this paper, we can summarize it as green concrete, sustainable concrete, and environmentally friendly concrete. It consists of cement, coarse aggregate, and admixture, and is made by a particular process of construction. It has a unique structure that coexists with plants, alleviates biocontainment, expands green space, reduces environmental load and is in harmony with the ecological environment. Ecological concrete has a variety of functions that ordinary concrete does not. In other words, it is how concrete production can reduce energy consumption and environmental pollution while using materials, provided humans can maintain a good ecological environment. At the same time, due to its unique structure, ecological concrete has excellent water permeability and purification performance, allowing rainwater to infiltrate into the ground to reduce the frequent and severe urban flooding in recent years, thus coping with natural disasters caused by rainfall (<xref ref-type="bibr" rid="B15">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B59">Mo et al., 2016</xref>). As a hydrophilic material, ecological concrete has received a lot of attention, not only in the concrete industry, but also in many fields such as ecology and environmental protection, with great potential application value. It ushered in a period of development opportunities in sponge city construction projects such as water and sewerage, ecological restoration and governance. Ecological concrete has become the &#x201c;infrastructure&#x201d; in the construction field of sponge cities&#x201d;.</p>
<p>Due to rapid urbanization, land use changes, and rapid socio-economic development processes, surface water flooding is now considered the most severe water-related problem in many major cities in China. 2014 saw the introduction of &#x201c;sponge cities&#x201d; in the People&#x2019;s Republic of China, which will address urban surface water floodings and related urban water management issues, such as purification of urban runoff and attenuation of peak runoff, and water conservation (<xref ref-type="bibr" rid="B11">Chan et al., 2018</xref>). It is envisaged that practices will enhance natural ecosystems, provide more aesthetically pleasing spaces for people to live and work in urban environments, and improve urban habitats for birds and other organisms through nature-based solutions. As a natural life support system, the sponge city is important to support ecological civilization construction (Saravanan et el., 2019). It allows cities to flexibly adapt to environmental changes and cope with natural disasters caused by rainwater (<xref ref-type="bibr" rid="B8">Cai et al., 2016</xref>; <xref ref-type="bibr" rid="B15">Chen et al., 2016</xref>; <xref ref-type="bibr" rid="B49">Li et al., 2017</xref>; <xref ref-type="bibr" rid="B71">Shen et al., 2020</xref>). In addition, it can adjust the urban ecological balance and achieve human-water harmony (<xref ref-type="bibr" rid="B36">Hu et al., 2016</xref>). Therefore, sponge cities&#x2019; urbanization construction depends on the &#x201c;infrastructure.&#x201d; The plasticity, spatial expressiveness, texture and shape of ecological concrete, which is richer than the artistic effects of stone, is an essential technical support for building sponge cities.</p>
<p>With the proposal and promotion of green ecological sustainable development, urban construction projects are increasingly focusing on environmental protection and conservation while ensuring material requirements. Ecological concrete consists of cement, coarse aggregates, and additives, and is made using specific construction techniques. It has a unique structure that co-exists with plants, alleviates biological isolation, expands green spaces, reduces environmental load, and harmonizes with the ecological environment, contributing to the construction and development of sponge cities.</p>
<p>Ecologic concrete has been developed in some European countries since the 1940s. Due to technical limitations, the scope of its application is exceptionally constrained. Ecological concrete was added to the road during paving in 1970 and worked well, but was damaged by freezing and thawing a decade later. Ecological concrete was also used in the United States in 1979 for the construction of parking lots, permeable sidewalks and plazas. The built-up car park met standards for use in terms of strength and water penetration, and was generally well received by nearby residents. Nearly half of all tennis courts in France are built of ecological concrete. Japan is a country with many applications of ecological concrete. In the 1990s, the Ecological Concrete Engineering Society (Okaka., 2000; Tanaka., 1998) began studying plant-based concrete. In 2001, Japan&#x2019;s &#x201c;Advanced Science and Technology Research Center&#x201d; applied porous concrete to the river bank protection (<xref ref-type="bibr" rid="B73">Sun et al., 2021</xref>).</p>
<p>Nowadays, ecological concrete needs unique material selection and proportioner design. Nitendrea (<xref ref-type="bibr" rid="B65">Palankar et al., 2015</xref>) uses steel scrap residue from steel production to replace traditional aggregate, and it is proven to achieve good results in improving concrete strength. <xref ref-type="bibr" rid="B94">Yu et al. (2015)</xref> used slag powder, lime powder, and other parts to replace cement as cementitious materials and achieved good results in terms of strength and durability. <xref ref-type="bibr" rid="B104">Mizuriaev et al. (2015)</xref> discussed the composition of general porous concrete and suggested the replacement of ordinary silicates with alkali metal silicates and non-expanding clays. These all show the continuous exploration and innovation in constructing sponge cities abroad.</p>
<p>Since the late 1990s, China began to study ecological concrete. <xref ref-type="bibr" rid="B87">Wu (1998)</xref> first proposed high-performance concrete with good environmental coordination performance. <xref ref-type="bibr" rid="B91">Xu et al. (2002)</xref> used specific concrete and seed mixture formula to protect and afforest rock slopes and published the patented technology of China Three Gorges University&#x2014;CBS Vegetation Biotechnical Slope. <xref ref-type="bibr" rid="B84">Wei et al. (2005)</xref> developed vegetation concrete highway slope protection technology that combines masonry protection and ecological protection. Lawn plants were planted on the porous concrete slopes to achieve the highway greening effect. In Shanghai Huangpu River Ecological Slope Protection Demonstration Project (<xref ref-type="bibr" rid="B17">Chen et al., 2007</xref>), ecological concrete is used to build ecological slope protection along the Huangpu River. The results showed that the plants grew vigorously, the water and soil conservation were excellent, and the bank slope was safe and stable. It can be seen that ecological bank protection has essential functions such as flood control, drainage, and water diversion and ecological, environmental protection, and leisure functions (<xref ref-type="bibr" rid="B38">Huang and Xie, 2017</xref>). <xref ref-type="bibr" rid="B85">Wu et al. (2018)</xref> discussed the application of ecological concrete in constructing sponge cities. They studied the impact of the water-to-cement and bone-to-cement ratios on the compressive strength, water permeability and frost resistance of ecological concrete, providing theoretical guidance for engineering applications. <xref ref-type="bibr" rid="B98">Zhang (2018)</xref> studied the performance of planted concrete slope protection, and the results show that the erosion resistance and stability of the slope after grown concrete slope protection are improved. <xref ref-type="bibr" rid="B93">Yu (2018)</xref> studied the closure reverse filtration characteristics of ecological concrete on topsoil and the effect of two slope protection methods on its adsorption and decontamination capacity through rainfall stimulation tests.</p>
<p>Therefore, the inadequacy of ecological concrete compensation applied to sponge cities is discussed by reviewing ecological concrete research in the sponge city domain in a timely manner. This paper quantifies research in the ecological concrete area from 2000 to 2021. It analyzed the literature results retrieved by Web of Science (WoS) by combining CiteSpace, VOSviewer, and other visualization software. Then, the final aim is to comprehensively elucidate the essential background, research status, hot spots, and trends of global sponge city ecological concrete in terms of annual publications, significant countries, research institutions, scholars, and co-cited journals, to provide a reference for future research and practice of sponge city ecological concrete construction.</p>
</sec>
<sec id="s2">
<title>2 Data sources and research methods</title>
<p>In this paper, the analysis of the prevalence trends, domain distribution, and keyword factors of ecological concrete through core inclusion in the WoS database based on bibliometric analysis methods and information technology such as literature analysis software was carried out. WoS database is a subscription system that provides citation search services. Users have access to multiple databases that refer to interdisciplinary studies and can explore specialized subfields in depth (<xref ref-type="bibr" rid="B83">Wang et al., 2014</xref>; <xref ref-type="bibr" rid="B92">Yi et al., 2016</xref>).</p>
<sec id="s2-1">
<title>2.1 Data sources</title>
<p>To obtain a comprehensive overview of the latest advances and trends in ecological concrete research in the field of the sponge city construction industry, the search steps were as follows: the search time was set from 1999-12-31 to 2021-12-31, with &#x201c;ecological concrete&#x201d; as the topic and TS (subject) &#x3d; (&#x201c;Ecological concrete OR Eco-concrete OR Green concrete OR pervious concrete OR Environmental friendly concrete OR Sustainable concrete&#x201d;) as search criteria for advanced search, a total of 25353 documents were obtained, the research direction was selected as Construction Building Technology, and the article type was set as Article or Review, a total of 5300 articles were accepted.</p>
</sec>
<sec id="s2-2">
<title>2.2 Research methods</title>
<p>Currently, commonly used knowledge graph analysis software including VOSviewer, CiteSpace, <italic>etc.</italic> Are used to clearly and accurately analyze development trends, research fronts, research hotspots, and other related issues in a particular knowledge domain. CiteSpace uses the hot word analysis function to draw the knowledge map in the scientific area, and intuitively displays the research hotspots and development trends in a particular stage (<xref ref-type="bibr" rid="B13">Chen and Chen, 2005</xref>; <xref ref-type="bibr" rid="B101">Zhao et al., 2012</xref>; <xref ref-type="bibr" rid="B16">Chen et al., 2015</xref>; <xref ref-type="bibr" rid="B50">Li and Chen, 2016</xref>; <xref ref-type="bibr" rid="B14">Chen, 2017</xref>). VOSviewer is a software developed by Van Eck and Waltman at Leiden University in the Netherlands for constructing and visualizing econometric networks. It can build networks for journals, researchers, keywords, and publications based on co-citation, coupling, and co-authorship relationships (<xref ref-type="bibr" rid="B80">Waltman et al., 2010</xref>). This paper uses VOSviewer and CiteSpace software to analyze the number of published articles, publishing institutions, literature sources, core author groups, research hotspots, and future trends. <xref ref-type="table" rid="T1">Table 1</xref> is the inclusion and exclusion criteria for the selected literature.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Inclusion criteria and exclusion criteria.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="2" align="center">Primary criteria</th>
<th colspan="2" align="center">Secondary criteria</th>
</tr>
<tr>
<th align="center">Inclusionary</th>
<th align="center">Exclusionary</th>
<th align="center">Inclusionary</th>
<th align="center">Exclusionary</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Journal articles that are retrievable in WoS</td>
<td align="center">Duplicated studies</td>
<td align="center">Articles containing contents that are related to the keywords</td>
<td align="center">Articles containing contents that are not related to the keywords</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3">
<title>3 Results and analysis</title>
<sec id="s3-1">
<title>3.1 Overview of research characteristics in the field of ecological concrete construction</title>
<p>In this paper, we analyze the number of papers published in the field of ecological concrete construction and the major source journals.</p>
<sec id="s3-1-1">
<title>3.1.1 Analysis of the number of papers published in the field of ecological concrete construction</title>
<p>Statistics on the number of publications over the years provide insight into the development of the field. These data statistics assess an essential indicator of the popularity of academic research over time. <xref ref-type="table" rid="T2">Table 2</xref> shows that the number of papers on ecological concrete is on the rise, with more than 100 papers published in the construction field since 2011. The average annual production of academic papers shows a rapid growth trend, indicating that research on green building projects is gaining importance globally, and sustainability goals are driving the green building movement. Green building projects originating from the green building movement are achieving unprecedented success because it provides a quantifiable measure of people&#x2019;s efforts towards sustainable development. The development of ecological concrete is an emerging field, that is, keeping up with construction efforts while significantly contributing to green (<xref ref-type="bibr" rid="B99">Zhang and Wen, 2008</xref>). Advances in global environmental protection have driven the development of ecological concrete, which has gradually become the focus of the current construction industry, and related literature studies have been increasing. This area will remain a research hotspot in the future as the demand for ecological concrete increases.</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Annual distribution of articles on ecological concrete documents from 2000-2021.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Year</th>
<th align="center">Documents</th>
<th align="center">Year</th>
<th align="center">Documents</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">2000</td>
<td align="center">11</td>
<td align="center">2011</td>
<td align="center">141</td>
</tr>
<tr>
<td align="center">2001</td>
<td align="center">7</td>
<td align="center">2012</td>
<td align="center">167</td>
</tr>
<tr>
<td align="center">2002</td>
<td align="center">8</td>
<td align="center">2013</td>
<td align="center">236</td>
</tr>
<tr>
<td align="center">2003</td>
<td align="center">8</td>
<td align="center">2014</td>
<td align="center">273</td>
</tr>
<tr>
<td align="center">004</td>
<td align="center">22</td>
<td align="center">2015</td>
<td align="center">255</td>
</tr>
<tr>
<td align="center">2005</td>
<td align="center">17</td>
<td align="center">2016</td>
<td align="center">345</td>
</tr>
<tr>
<td align="center">2006</td>
<td align="center">26</td>
<td align="center">2017</td>
<td align="center">397</td>
</tr>
<tr>
<td align="center">2007</td>
<td align="center">34</td>
<td align="center">2018</td>
<td align="center">542</td>
</tr>
<tr>
<td align="center">2008</td>
<td align="center">36</td>
<td align="center">2019</td>
<td align="center">590</td>
</tr>
<tr>
<td align="center">2009</td>
<td align="center">46</td>
<td align="center">2020</td>
<td align="center">826</td>
</tr>
<tr>
<td align="center">2010</td>
<td align="center">91</td>
<td align="center">2021</td>
<td align="center">1222</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-1-2">
<title>3.1.2 Analysis of signficant source journals for research in the field of ecological concrete construction</title>
<p>Statistics on the distribution of high-frequency journals of ecological concrete application literature in various countries are useful to understand the activities of ecological concrete research institutions and to grasp the distribution of journals in the field of ecological concrete. After analyzing the distribution characteristics of high-frequency journals, <xref ref-type="fig" rid="F1">Figure 1</xref> shows the top ten journals that publish research articles related to this field, and it can be found that &#x201c;Construction and Building Materials&#x201d;, &#x201c;Cement and Concrete Composites&#x201d;, &#x201c;Journal of Materials in Civil Engineering&#x201d;, &#x201c;Journal of Building Engineering&#x201d;, &#x201c;Materials and Structures&#x201d;, &#x201c;Journal of Sustainable Cement-based Materials&#x201d;, &#x201c;Case Studies in Construction Materials&#x201d;, &#x201c;ACI Materials Journal&#x201d;, &#x201c;Energy and Buildings&#x201d; have paid much attention to the research on ecological concrete buildings, which has supported the field. Most primary source journals are concentrated in top journals in JSR I. Thus, it can be seen that although ecological concrete started late in the construction field, the attention of scholars and professional, authoritative journals from all walks of life has gradually increased with the keen global hope for the construction industry. From <xref ref-type="table" rid="T3">Table 3</xref>, the distribution of the aforementioned journals shows that research on ecological concrete is mainly focused on energy, environment, and ecology, and the discipline is exceptionally comprehensive.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>10 major research journals of ecological concrete.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g001.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Distribution of high-frequency journals in the field of ecological concrete research.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Journal name</th>
<th align="center">Number of literature</th>
<th align="center">Journal name</th>
<th align="center">Number of literature</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Construction and Building Materials</td>
<td align="center">2028</td>
<td align="center">Energy and Buildings</td>
<td align="center">97</td>
</tr>
<tr>
<td align="center">Cement &#x26; Concrete Composites</td>
<td align="center">366</td>
<td align="center">Structural Concrete</td>
<td align="center">84</td>
</tr>
<tr>
<td align="center">Journal of Materials in Civil Engineering</td>
<td align="center">289</td>
<td align="center">Sustainable Cities and Society</td>
<td align="center">74</td>
</tr>
<tr>
<td align="center">Journal of Building Engineering</td>
<td align="center">266</td>
<td align="center">Building and Environment</td>
<td align="center">72</td>
</tr>
<tr>
<td align="center">Cement and Concrete Research</td>
<td align="center">216</td>
<td align="center">Advances in Civil Engineering</td>
<td align="center">72</td>
</tr>
<tr>
<td align="center">Journal of Sustainable Cement-based Materials</td>
<td align="center">188</td>
<td align="center">International Journal of Pavement Engineering</td>
<td align="center">67</td>
</tr>
<tr>
<td align="center">
<ext-link ext-link-type="uri" xlink:href="https://www.baidu.com/link?url=sCvfal5eVOH5ZIQ_uMPzTOv3YuhkYMjc3nN3KYUBYDlgdkpDeMB-9mFyZ0EU3egrmH3ujsPqZv5swlx20Uag9l0S0H93oahHEr__K9amv5i0veQE5op2APEO9XWkVJOT&amp;wd=&amp;eqid=d82515ed0004154d000000066378f057">Case Studies in Construction Materials</ext-link>
</td>
<td align="center">114</td>
<td align="center">International Journal of Sustainable Transportation</td>
<td align="center">66</td>
</tr>
<tr>
<td align="center">Materials and Structures</td>
<td align="center">111</td>
<td align="center">Road Materials and Pavement Design</td>
<td align="center">57</td>
</tr>
<tr>
<td align="center">ACI Materials Journal</td>
<td align="center">100</td>
<td align="center">Buildings</td>
<td align="center">55</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s3-2">
<title>3.2 Analysis of major research forces and collaborations in the ecological concrete construction industry</title>
<p>Analyzing the relationship between the number of papers published and the research results in the field of ecological concrete can provide research direction in this field and reflect the theoretical basis and practical value of cooperation in the research field to a certain extent, which can better highlight the Frontiers of research in the area (<xref ref-type="bibr" rid="B90">Xie et al., 2020</xref>). Interaction among scientists has long been the essence of scientific practice (<xref ref-type="bibr" rid="B57">Melin and Persson, 1996</xref>). Most stages of the research process involve a great deal of communication: scientists talk to each other; In short, they communicate and collaborate.</p>
<p>Models of Sino-foreign cooperation have emerged in a number of fields, including education and tourism. Similarly, in ecological city construction, Sino-foreign cooperation has been successful. <xref ref-type="bibr" rid="B23">De et al. (2013)</xref> identified the conditions for Sino-foreign cooperation in ecological cities, studied the organization of Sino-foreign cooperation, and constructed a typology of Sino-foreign cooperation in ecological knowledge cities. Their development has a critical impact on improving a region&#x2019;s competitiveness in globalization (<xref ref-type="bibr" rid="B63">Ovalle et al., 2004</xref>; <xref ref-type="bibr" rid="B61">OECD, 2005</xref>). It requires robust organizational capacity to build such a foundation with broad participation from public and private players, academia and the wider community.The influx of high-tech knowledge usually comes from abroad, and promoting science and technology is also a key factor in the success of eco-towns.Hence, success is most likely to be achieved through collaboration within a solid consultation framework and exchange between individual scientists and institutions.</p>
<p>Collaborative analysis can be done specifically in terms of regions, institutions, and authors. When ecological concrete forms a systematic study in the construction industry, it facilitates the development of ecological concrete and forms a unique model and framework for ecological concrete research.</p>
<sec id="s3-2-1">
<title>3.2.1 Analysis of major issuing countries and regions</title>
<p>From <xref ref-type="fig" rid="F2">Figure 2</xref>, it can be seen that the Peoples of China, the United States, Australia, India, Canada, England, Malaysia, Spain, France, and Germany are the top 10 countries with the highest number of published works on ecological concrete. The top 10 high-profile countries for eco-concrete are spread across Asia, Europe and North America. Of these, China ranked first with 1,308 publications, followed by the United States with 808 and Australia with 414, while the remaining countries did not have more than 400 publications, with China, the United States and Australia accounting for 47.7 percent of the total. China and the United States have a large number of scientific achievements in the field of ecological concrete and are the leading publishers and strong promoters of ecological concrete research in construction (<xref ref-type="bibr" rid="B35">Hu and Milner, 2020</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Regional distribution of countries with high ecological concrete issuance.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g002.tif"/>
</fig>
<p>To compare the changes in the number of articles issued by each country over time, <xref ref-type="table" rid="T4">Table 4</xref> was created according to three time phases. As seen in <xref ref-type="table" rid="T4">Table 4</xref>, the Top 10 high-issuing countries of ecological concrete in the three phases were distributed in Europe, Asia, and North America. In phases 1 and 2, Canada and the United States are in the first place in terms of the number of publications, respectively.</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Distribution of top 10 countries with high publication volume of ecological concrete in 3 phases.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th colspan="3" align="center">2000-2006</th>
<th colspan="3" align="center">2007-2013</th>
<th colspan="3" align="center">2014-2021</th>
</tr>
<tr>
<th align="center">Country</th>
<th align="center">Documents (n<sub>1</sub>)</th>
<th align="center">n<sub>1</sub>/N<sub>1</sub> (%)</th>
<th align="center">Country</th>
<th align="center">Documents (n<sub>2</sub>)</th>
<th align="center">n<sub>2</sub>/N<sub>2</sub> (%)</th>
<th align="center">Country</th>
<th align="center">Documents (n<sub>3</sub>)</th>
<th align="center">n<sub>3</sub>/N<sub>3</sub> (%)</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Canada</td>
<td align="center">26</td>
<td align="center">26.263</td>
<td align="center">United States</td>
<td align="center">165</td>
<td align="center">21.971</td>
<td align="center">Peoples r China</td>
<td align="center">1239</td>
<td align="center">27.843</td>
</tr>
<tr>
<td align="center">United States</td>
<td align="center">21</td>
<td align="center">21.212</td>
<td align="center">Peoples r China</td>
<td align="center">65</td>
<td align="center">8.655</td>
<td align="center">United States</td>
<td align="center">622</td>
<td align="center">13.978</td>
</tr>
<tr>
<td align="center">France</td>
<td align="center">6</td>
<td align="center">6.061</td>
<td align="center">England</td>
<td align="center">46</td>
<td align="center">6.125</td>
<td align="center">Australia</td>
<td align="center">386</td>
<td align="center">8.674</td>
</tr>
<tr>
<td align="center">England</td>
<td align="center">5</td>
<td align="center">5.051</td>
<td align="center">Malaysia</td>
<td align="center">39</td>
<td align="center">5.193</td>
<td align="center">India</td>
<td align="center">367</td>
<td align="center">8.247</td>
</tr>
<tr>
<td align="center">Brazil</td>
<td align="center">5</td>
<td align="center">5.051</td>
<td align="center">South korea</td>
<td align="center">39</td>
<td align="center">5.193</td>
<td align="center">Malaysia</td>
<td align="center">235</td>
<td align="center">5.281</td>
</tr>
<tr>
<td align="center">Peoples r China</td>
<td align="center">4</td>
<td align="center">4.040</td>
<td align="center">Canada</td>
<td align="center">38</td>
<td align="center">5.060</td>
<td align="center">England</td>
<td align="center">232</td>
<td align="center">5.213</td>
</tr>
<tr>
<td align="center">Germany</td>
<td align="center">4</td>
<td align="center">4.040</td>
<td align="center">France</td>
<td align="center">37</td>
<td align="center">4.927</td>
<td align="center">Canada</td>
<td align="center">220</td>
<td align="center">4.944</td>
</tr>
<tr>
<td align="center">Japan</td>
<td align="center">4</td>
<td align="center">4.040</td>
<td align="center">Germany</td>
<td align="center">35</td>
<td align="center">4.660</td>
<td align="center">Spain</td>
<td align="center">201</td>
<td align="center">4.517</td>
</tr>
<tr>
<td align="center">Lithuania</td>
<td align="center">4</td>
<td align="center">4.040</td>
<td align="center">Spain</td>
<td align="center">32</td>
<td align="center">4.261</td>
<td align="center">France</td>
<td align="center">160</td>
<td align="center">3.596</td>
</tr>
<tr>
<td align="center">India</td>
<td align="center">4</td>
<td align="center">4.040</td>
<td align="center">Portugal</td>
<td align="center">30</td>
<td align="center">3.995</td>
<td align="center">Thaland</td>
<td align="center">154</td>
<td align="center">3.461</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>N1&#x3d;99 (total issue volume 2000-2006); N2&#x3d;751 (total issue volume 2007-2013); N3&#x3d;4450 (total issue volume 2014-2021).</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>In stage 3, China jumped to No. 1, which is related to the &#x201c;sponge city&#x201d; strategy proposed and implemented in China. The &#x201c;sponge city&#x201d; concept was first proposed in the &#x201c;2012 Low Carbon City and Regional Development Science and Technology Forum&#x201d; in 2012. Sponge City&#x201d; concept in 2013, General Secretary Xi Jinping, in the &#x201c;Central Urbanization Work Conference&#x201d; speech, stressed the &#x201c;construction of natural storage, natural infiltration, natural purification of sponge cities&#x201d; in 2015, the introduction of the &#x201c;guidance on promoting the construction of sponge cities&#x201d; policy on China constructive guidance on the construction of sponge cities (<xref ref-type="bibr" rid="B55">Liu et al., 2017</xref>). The large-scale structure of concrete ecological projects and the large amount of state funding for scientific research have resulted in the output of a large number of scientific papers. Forming an ecological concrete system requires a lot of practice and time, and consuming human, material and financial resources is also a big concern. Therefore, it can be obtained that ecological concrete is mostly developed in highly productive and relatively developed areas. On the one hand, this is due to that the research of ecological concrete was first proposed and carried out by European countries. On the other hand, it&#x2019;s due to the limited level of industrial development and weak scientific research in Africa, South Asia, and Southeast Asia, which do not pay much attention to this field.</p>
<p>
<xref ref-type="fig" rid="F3">Figure 3</xref> shows the map of countries where ecological concrete is issued in the construction field. The more lines there are between countries, the more cooperation there is between countries. The thicker the lines are, the closer the cooperation is. The map clearly shows that the countries with more issuances cooperate more closely with other countries. Peoples r China, United States, Australia, India, Canada, England, Malaysia, Spain, France, and Germany play a linking role in the field of ecological concrete construction and have more cooperation with each other. However, many subject groups in other countries lack horizontal communication and cooperation, and they work independently with great limitations, which is not conducive to knowledge sharing in the field of ecologic concrete and limits the quantity and quality of research to a certain extent, which is not conducive to the formation of a unique global research model and framework of ecological concrete.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Mapping of the distribution network of issuing countries and regions.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g003.tif"/>
</fig>
</sec>
<sec id="s3-2-2">
<title>3.2.2 Analysis of major issuing scientific institutions</title>
<p>The analysis of global research institutions is an indispensable part to grasp the research priorities and trends of ecological concrete. <xref ref-type="fig" rid="F4">Figure 4</xref> shows that, in terms of issuing institutions, Wuhan Univ, Southeast Univ, Arizona State Univ, Swinburne Univ Technol, Khon Kaen Univ, Hong Kong Polytech Univ, Wuhan Univ Technol, Xian Univ Architecture &#x26; Technol, China Bldg Mat Acad, and Univ Ghent are the top 10 major research institutions. Considering that the application of ecological concrete needs industrialized technology revolution and government policy support, the future development needs more extensive participation of other institutions to realize the innovation of the whole chain of the industry, academia, and research. Individuals and institutions need to form more core groups, indicating that research groups mostly lack horizontal communication and cooperation, which is not conducive to knowledge flow and sharing in ecological context. The lack of a core group has led to limitations in the quality and level of research <xref ref-type="table" rid="T5">table 5</xref>.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>10 major research institutions of ecological concrete.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g004.tif"/>
</fig>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Distribution of ecological concrete research institutions from 2000-2022.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Research institution</th>
<th align="center">Documents</th>
<th align="center">Research institution</th>
<th align="center">Documents</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Wuhan univ</td>
<td align="center">197</td>
<td align="center">Harbin inst technol</td>
<td align="center">53</td>
</tr>
<tr>
<td align="center">Southeast univ</td>
<td align="center">117</td>
<td align="center">Eindhoven univ technol</td>
<td align="center">51</td>
</tr>
<tr>
<td align="center">Arizona state univ</td>
<td align="center">112</td>
<td align="center">Rmit univ</td>
<td align="center">49</td>
</tr>
<tr>
<td align="center">Swinburne univ technol</td>
<td align="center">96</td>
<td align="center">Natl univ Singapore</td>
<td align="center">49</td>
</tr>
<tr>
<td align="center">Khon kaen univ</td>
<td align="center">87</td>
<td align="center">Univ Lisbon</td>
<td align="center">49</td>
</tr>
<tr>
<td align="center">Hong Kong polytech univ</td>
<td align="center">83</td>
<td align="center">Suranaree univ technol</td>
<td align="center">48</td>
</tr>
<tr>
<td align="center">Wuhan univ technol</td>
<td align="center">77</td>
<td align="center">Delft univ technol</td>
<td align="center">44</td>
</tr>
<tr>
<td align="center">Xian univ architecture &#x26; technol</td>
<td align="center">69</td>
<td align="center">Missouri univ sci &#x26; technol</td>
<td align="center">44</td>
</tr>
<tr>
<td align="center">China bldg mat acad</td>
<td align="center">63</td>
<td align="center">Hokkaido univ</td>
<td align="center">44</td>
</tr>
<tr>
<td align="center">Univ ghent</td>
<td align="center">59</td>
<td align="center">Islamic azad uniz</td>
<td align="center">41</td>
</tr>
<tr>
<td align="center">Curtin univ</td>
<td align="center">58</td>
<td align="center">Univ dundee</td>
<td align="center">40</td>
</tr>
<tr>
<td align="center">Univ malaya</td>
<td align="center">56</td>
<td align="center">Univ sains malaysia</td>
<td align="center">40</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3-2-3">
<title>3.2.3 Analysis of major high-yielding authors</title>
<p>In bibliometric research, quantitative analysis of authors can not only discover and analyze the foremost representative scholars in the field of ecologically specific research, but also reflect the academic contributions of authors in this field. The journals published by key authors play a fundamental role in this area of research and are an essential basis for measuring the formation of research communities. According to Price&#x2019;s square root law, the number of publications of the least productive author should be equal to 0.749&#xa0;times the square root of the number of publications of the highest influential authors (<xref ref-type="bibr" rid="B52">Li et al., 2013</xref>). The core author with the highest publication frequency is Caijun Shi, who has published 102 papers. As shown in <xref ref-type="disp-formula" rid="e1">formula (1)</xref>:<disp-formula id="e1">
<mml:math id="m1">
<mml:mrow>
<mml:mi>M</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mn>0.749</mml:mn>
<mml:mo>&#x221a;</mml:mo>
<mml:msub>
<mml:mi>N</mml:mi>
<mml:mi>max</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>Where M is the minimum number of papers to identify the core authors; Nmax is the number of documents published by the author with the most significant number of articles.</p>
<p>The integer calculation can identify authors with a publication volume greater than or equal to 8 as core authors in the field. According to Lockart&#x2019;s law, when the proportion of authors with eight publications is about 60% of the total number of authors, it can be determined that a core group of authors in the field has been created (<xref ref-type="bibr" rid="B82">Wang and Wang, 2007</xref>). The core group of ecological concrete authors is listed in <xref ref-type="table" rid="T6">Table 6</xref>. It can be seen that 72 authors have published more than eight papers (including eight documents), and the total number of articles issued is 888. Authors who have published more than eight papers account for 8.11% of the total number of authors, which indicates that the core authors of ecological concrete in the construction domain are not yet formed.</p>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Number of key authors and publications of ecological concrete from 2000-2022.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Number of paper</th>
<th align="center">Time</th>
<th align="center">Author</th>
<th align="center">Number of paper</th>
<th align="center">Time</th>
<th align="center">Author</th>
<th align="center">Number of paper</th>
<th align="center">Time</th>
<th align="center">Author</th>
<th align="center">Number of paper</th>
<th align="center">Time</th>
<th align="center">Author</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">102</td>
<td align="center">2013</td>
<td align="center">Shi, Caijun</td>
<td align="center">20</td>
<td align="center">2017</td>
<td align="center">de brito, Jorge</td>
<td align="center">11</td>
<td align="center">2020</td>
<td align="center">Fu, Qiang</td>
<td align="center">9</td>
<td align="center">2017</td>
<td align="center">Barai, Sudhirkumar V</td>
</tr>
<tr>
<td align="center">77</td>
<td align="center">2009</td>
<td align="center">Chindaprasirt, Prinya</td>
<td align="center">19</td>
<td align="center">2015</td>
<td align="center">Yu, Q L</td>
<td align="center">11</td>
<td align="center">2017</td>
<td align="center">Sanjayan, Jay</td>
<td align="center">9</td>
<td align="center">2016</td>
<td align="center">Huang, Liang</td>
</tr>
<tr>
<td align="center">58</td>
<td align="center">2010</td>
<td align="center">Neithalath, Narayanan</td>
<td align="center">17</td>
<td align="center">2010</td>
<td align="center">Shi, Xianming</td>
<td align="center">11</td>
<td align="center">2020</td>
<td align="center">Ozbakkaloglu, Togay</td>
<td align="center">9</td>
<td align="center">2020</td>
<td align="center">Das, Sreekanta</td>
</tr>
<tr>
<td align="center">45</td>
<td align="center">2016</td>
<td align="center">Horpibulsuk, Suksun</td>
<td align="center">16</td>
<td align="center">2017</td>
<td align="center">Lye, Chao Qun</td>
<td align="center">11</td>
<td align="center">2014</td>
<td align="center">Spiesz, P</td>
<td align="center">9</td>
<td align="center">2019</td>
<td align="center">Ling, Tung-Chai</td>
</tr>
<tr>
<td align="center">42</td>
<td align="center">2018</td>
<td align="center">Zhang, Zuhua</td>
<td align="center">16</td>
<td align="center">2020</td>
<td align="center">Adesina, Adeyemi</td>
<td align="center">10</td>
<td align="center">2013</td>
<td align="center">Li, Victor C</td>
<td align="center">9</td>
<td align="center">2020</td>
<td align="center">Ma, Guowei</td>
</tr>
<tr>
<td align="center">42</td>
<td align="center">2016</td>
<td align="center">Arulrajah, Arul</td>
<td align="center">15</td>
<td align="center">2015</td>
<td align="center">Lopez, Mauricio</td>
<td align="center">10</td>
<td align="center">2017</td>
<td align="center">Rashid, Khuram</td>
<td align="center">9</td>
<td align="center">2020</td>
<td align="center">Mo, Kim Hung</td>
</tr>
<tr>
<td align="center">39</td>
<td align="center">2008</td>
<td align="center">Brouwers, H J H</td>
<td align="center">15</td>
<td align="center">2019</td>
<td align="center">Li, Jun</td>
<td align="center">10</td>
<td align="center">2015</td>
<td align="center">Provis, John L</td>
<td align="center">9</td>
<td align="center">2021</td>
<td align="center">Aslam, Fahid</td>
</tr>
<tr>
<td align="center">28</td>
<td align="center">2018</td>
<td align="center">Niu, Ditao</td>
<td align="center">15</td>
<td align="center">2019</td>
<td align="center">Hu, Xiang</td>
<td align="center">10</td>
<td align="center">2018</td>
<td align="center">Wu, Zemei</td>
<td align="center">9</td>
<td align="center">2021</td>
<td align="center">Amran, Mugahed</td>
</tr>
<tr>
<td align="center">27</td>
<td align="center">2016</td>
<td align="center">Poon, Chi Sun</td>
<td align="center">15</td>
<td align="center">2019</td>
<td align="center">Lu, Zhongyuan</td>
<td align="center">10</td>
<td align="center">2016</td>
<td align="center">Yan, Libo</td>
<td align="center">8</td>
<td align="center">2015</td>
<td align="center">Das, Sumanta</td>
</tr>
<tr>
<td align="center">27</td>
<td align="center">2016</td>
<td align="center">Dhir, Ravindra K</td>
<td align="center">15</td>
<td align="center">2016</td>
<td align="center">Alengaram, U Johnson</td>
<td align="center">10</td>
<td align="center">2014</td>
<td align="center">Jumaat, Mohd Zamin</td>
<td align="center">8</td>
<td align="center">2019</td>
<td align="center">Niu, Yunhui</td>
</tr>
<tr>
<td align="center">26</td>
<td align="center">2018</td>
<td align="center">Sukontasukkul, Piti</td>
<td align="center">14</td>
<td align="center">2019</td>
<td align="center">Liu, Jianhui</td>
<td align="center">10</td>
<td align="center">2006</td>
<td align="center">Green, Mark F</td>
<td align="center">8</td>
<td align="center">2014</td>
<td align="center">Nazari, Ali</td>
</tr>
<tr>
<td align="center">25</td>
<td align="center">2010</td>
<td align="center">Mobasher, Barzin</td>
<td align="center">14</td>
<td align="center">2016</td>
<td align="center">Snellings, Ruben</td>
<td align="center">10</td>
<td align="center">2019</td>
<td align="center">Setunge, Sujeeva</td>
<td align="center">8</td>
<td align="center">2019</td>
<td align="center">Ameri, Farshad</td>
</tr>
<tr>
<td align="center">24</td>
<td align="center">2013</td>
<td align="center">Sant, Gaurav</td>
<td align="center">14</td>
<td align="center">2018</td>
<td align="center">Jiao, Dengwu</td>
<td align="center">10</td>
<td align="center">2014</td>
<td align="center">De schutter, Geert</td>
<td align="center">8</td>
<td align="center">2015</td>
<td align="center">Lachemi, Mohamed</td>
</tr>
<tr>
<td align="center">22</td>
<td align="center">2018</td>
<td align="center">Zhu, Deju</td>
<td align="center">13</td>
<td align="center">2019</td>
<td align="center">Alyousef, Rayed</td>
<td align="center">9</td>
<td align="center">2020</td>
<td align="center">Hou, Dongshuai</td>
<td align="center">8</td>
<td align="center">2018</td>
<td align="center">Tagnit-hamou, Arezki</td>
</tr>
<tr>
<td align="center">22</td>
<td align="center">2017</td>
<td align="center">Khayat, Kamal H</td>
<td align="center">13</td>
<td align="center">2011</td>
<td align="center">Farzadnia, Nima</td>
<td align="center">9</td>
<td align="center">2017</td>
<td align="center">Yao, Yiming</td>
<td align="center">8</td>
<td align="center">2021</td>
<td align="center">Limkatanyu, Suchart</td>
</tr>
<tr>
<td align="center">21</td>
<td align="center">2018</td>
<td align="center">Yuan, Qiang</td>
<td align="center">13</td>
<td align="center">2019</td>
<td align="center">Xiao, Jianzhuang</td>
<td align="center">9</td>
<td align="center">2013</td>
<td align="center">De belie, Nele</td>
<td align="center">8</td>
<td align="center">2017</td>
<td align="center">Lynn, Ciaran J</td>
</tr>
<tr>
<td align="center">20</td>
<td align="center">2016</td>
<td align="center">Ghataora, Gurmel S</td>
<td align="center">13</td>
<td align="center">2012</td>
<td align="center">Sata, Vanchai</td>
<td align="center">9</td>
<td align="center">2021</td>
<td align="center">Fediuk, Roman</td>
<td align="center">8</td>
<td align="center">2020</td>
<td align="center">Liu, Jiaping</td>
</tr>
<tr>
<td align="center">20</td>
<td align="center">2016</td>
<td align="center">Qian, Chunxiang</td>
<td align="center">12</td>
<td align="center">2019</td>
<td align="center">Huseien, Ghasan Fahim</td>
<td align="center">9</td>
<td align="center">2014</td>
<td align="center">Sanjayan, Jay G</td>
<td align="center">8</td>
<td align="center">2007</td>
<td align="center">Shah, Surendra P</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Author collaboration network mapping was generated by VOSviewer software for core author group analysis. As in <xref ref-type="fig" rid="F5">Figure 5</xref>, the size of the circles indicates the number of posts, and the thickness of the lines indicates the connections between authors who work closely together.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Collaborative network mapping of research authors in the field of ecological concrete construction.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g005.tif"/>
</fig>
<p>It will be seen that the field of ecological concrete in architecture has only recently started to form several core groups of authors, which are the leading groups in the study of ecological concrete structures. Still, a large-scale author collaboration network has yet to form. In addition, most of the author collaborations are between domestic and foreign authors, and between foreign and domestic authors. It can be seen that with the global attention and promotion of ecological concrete, although its development is highly valued, the cooperation between authors is still weak. In the future research and development process, cooperation and mutual assistance between authors in different countries should be emphasized.</p>
</sec>
<sec id="s3-2-4">
<title>3.2.4 Co-citation analysis of literature on ecological concrete construction industry</title>
<p>To better explore the knowledge base and evolution of research in the field of ecological concrete buildings, this paper conducts a co-citation analysis of the literature related to the area of ecological concrete structures (<xref ref-type="bibr" rid="B50">Li and Chen, 2016</xref>), and uses CiteSpace to conduct co-citation analysis of the 5300 acquired documents, derives the top five papers in terms of co-citation frequency, and obtains a co-citation analysis table of ecological concrete literature to find its highly cited literature and understand. Critical results in this area have been obtained. The basic information of the top five positively mentioned literature in this area is shown in <xref ref-type="table" rid="T7">Table 7</xref>.</p>
<table-wrap id="T7" position="float">
<label>TABLE 7</label>
<caption>
<p>Top five highly cited literature for research in the field of ecological concrete construction.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">Sort</th>
<th align="center">Total citations</th>
<th align="center">Source title</th>
<th align="center">Authors</th>
<th align="center">Title</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1</td>
<td align="center">1117</td>
<td align="center">Cement and Concrete Research</td>
<td align="center">Gartner E</td>
<td align="center">Industrially interesting approaches to low-CO2 cements</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">1054</td>
<td align="center">Cement and Concrete Research</td>
<td align="center">Duxson Peter, Provis John L, Lukey Grant C, Van Deventer Jannie S J</td>
<td align="center">The role of inorganic polymer technology in the development of &#x2018;green concrete&#x27;</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">777</td>
<td align="center">Cement and Concrete Research</td>
<td align="center">Schneider M, Romer M, Tschudin M, Bolio H</td>
<td align="center">Sustainable cement production-present and future</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">742</td>
<td align="center">Cement &#x26; Concrete Composities</td>
<td align="center">Meyer C</td>
<td align="center">The greening of the concrete industry</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">664</td>
<td align="center">Cement and Concrete Research</td>
<td align="center">Scrivener Karen L, John Vanderley M, Gartner Ellis M</td>
<td align="center">Eco-efficient cements: Potential economically viable solutions for a low-CO2 cement-based materials industry</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>
<xref ref-type="bibr" rid="B30">Gartner (2004)</xref> discusses the practicality of replacing silicate cement with industrial byproducts such as blast furnace slag and fly ash, and identifies the durability of concrete made from such cement. <xref ref-type="bibr" rid="B25">Duxson et al. (2007)</xref> discusses current and future developments in sustainable cement production. <xref ref-type="bibr" rid="B58">Meyer (2009)</xref> introduced some of the cementitious materials that replace Portland cement and found that significant progress has been made worldwide in replacing aggregates with renewable materials, the most important of which are recyclable aggregates, including scrapped glass, tires, plastics, and by-products from paper and other industries, and summarized recent progress in improving the situation where concrete, in general, is not particularly environmentally friendly or does not meet sustainability requirements. <xref ref-type="bibr" rid="B26">Environment et al. (2018)</xref> presents eco-efficient cement as an industrially viable solution.</p>
</sec>
</sec>
</sec>
<sec id="s4">
<title>4 Research hotspots and frontier analysis of ecological concrete</title>
<p>The analysis of frequency keywords is more limited as a hotspot for identification research. In this paper, the clustering analysis of keywords can deepen the keyword co-occurrence relationship and calculate a set of keywords with a closer connection to form a topic cluster containing multiple groups of words and further study the topic structure in the field of ecological concrete construction (<xref ref-type="bibr" rid="B9">Callon et al., 1991</xref>; <xref ref-type="bibr" rid="B48">Law and Whittaker, 1992</xref>).</p>
<sec id="s4-1">
<title>4.1 Research hot topic analysis</title>
<p>To further explore the analysis of research hotspots in ecological concrete construction, this paper analyzes keyword clusters as well as keywords through <xref ref-type="fig" rid="F6">Figure 6</xref> and <xref ref-type="table" rid="T8">Table 8</xref>. The 14 groups are divided into two parts.</p>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Clustering mapping of research keywords in the field of ecological concrete construction.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g006.tif"/>
</fig>
<table-wrap id="T8" position="float">
<label>TABLE 8</label>
<caption>
<p>High frequency keywords in the field of ecological concrete.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">No.</th>
<th align="center">Keyword</th>
<th align="center">Frequency</th>
<th align="center">No.</th>
<th align="center">Keyword</th>
<th align="center">Frequency</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1</td>
<td align="center">concrete</td>
<td align="center">1094</td>
<td align="center">17</td>
<td align="center">Blast furmace slag</td>
<td align="center">248</td>
</tr>
<tr>
<td align="center">2</td>
<td align="center">mechanical property</td>
<td align="center">1214</td>
<td align="center">18</td>
<td align="center">Design</td>
<td align="center">239</td>
</tr>
<tr>
<td align="center">3</td>
<td align="center">fly ash</td>
<td align="center">1057</td>
<td align="center">19</td>
<td align="center">Aggregate</td>
<td align="center">235</td>
</tr>
<tr>
<td align="center">4</td>
<td align="center">performance</td>
<td align="center">967</td>
<td align="center">20</td>
<td align="center">Model</td>
<td align="center">204</td>
</tr>
<tr>
<td align="center">5</td>
<td align="center">compressive strength</td>
<td align="center">862</td>
<td align="center">21</td>
<td align="center">Waste</td>
<td align="center">197</td>
</tr>
<tr>
<td align="center">6</td>
<td align="center">strength</td>
<td align="center">847</td>
<td align="center">22</td>
<td align="center">Composite</td>
<td align="center">179</td>
</tr>
<tr>
<td align="center">7</td>
<td align="center">durability</td>
<td align="center">538</td>
<td align="center">23</td>
<td align="center">Self compacting concrete</td>
<td align="center">174</td>
</tr>
<tr>
<td align="center">8</td>
<td align="center">cement</td>
<td align="center">444</td>
<td align="center">24</td>
<td align="center">Temperature</td>
<td align="center">170</td>
</tr>
<tr>
<td align="center">9</td>
<td align="center">hydration</td>
<td align="center">374</td>
<td align="center">25</td>
<td align="center">Pore structure</td>
<td align="center">168</td>
</tr>
<tr>
<td align="center">10</td>
<td align="center">Microstructure</td>
<td align="center">335</td>
<td align="center">26</td>
<td align="center">Paste</td>
<td align="center">166</td>
</tr>
<tr>
<td align="center">11</td>
<td align="center">portland cement</td>
<td align="center">332</td>
<td align="center">27</td>
<td align="center">Reinfored concrete</td>
<td align="center">164</td>
</tr>
<tr>
<td align="center">12</td>
<td align="center">mortar</td>
<td align="center">323</td>
<td align="center">28</td>
<td align="center">Life cycle assessment</td>
<td align="center">160</td>
</tr>
<tr>
<td align="center">13</td>
<td align="center">construction</td>
<td align="center">272</td>
<td align="center">29</td>
<td align="center">Recycled aggregate</td>
<td align="center">159</td>
</tr>
<tr>
<td align="center">14</td>
<td align="center">pervious concrete</td>
<td align="center">269</td>
<td align="center">30</td>
<td align="center">Drying shrinkage</td>
<td align="center">146</td>
</tr>
<tr>
<td align="center">15</td>
<td align="center">resistance</td>
<td align="center">267</td>
<td align="center">31</td>
<td align="center">Durability property</td>
<td align="center">140</td>
</tr>
<tr>
<td align="center">16</td>
<td align="center">Silica fume</td>
<td align="center">267</td>
<td align="center">32</td>
<td align="center">Rice husk ash</td>
<td align="center">137</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The first category of hot topics includes clusters such as &#x23;1 life cycle assessment, &#x23;12 sustainable design model, and &#x23;14 multi-scale computational model, which can be summarized as some methods, performance models, and evaluation systems based on the research of ecological concrete. &#x201c;Construction&#x201d;, &#x201c;Design&#x201d;, &#x201c;Model&#x201d;, &#x201c;Pore structure ", &#x201c;Pore structure&#x201d;, and &#x201c;Life cycle assessment&#x201d; are the keywords of this section.</p>
<p>In China, based on research on recycled concrete technology, life-cycle assessment has been used to establish a whole-life-cycle environmental and economic performance assessment system for recycled concrete, analyzing, adjusting and setting key processes (<xref ref-type="bibr" rid="B76">Tian, 2012</xref>). A sustainable design model is a design that can be used on material structures to optimize the mix of building materials and reduce CO2 emissions. <xref ref-type="bibr" rid="B19">Choi et al. (2016</xref>) eveloped a sustainable design model for SRC composite structures, which was used to comprehensively analyze changes in CO2 emissions during construction of the building. Multiscale computational models are a method for multiscale modeling of interfacial connections in concrete structures. <xref ref-type="bibr" rid="B31">Gong et al., 2018</xref> proposed a multi-scale simulation of visible mechanical damage to concrete caused by mixed microporous pressure. The combination of new models provides many new ideas for the study of ecological concrete (<xref ref-type="bibr" rid="B41">James et al., 2009</xref>; <xref ref-type="bibr" rid="B40">Jahn et al., 2012</xref>; <xref ref-type="bibr" rid="B2">Abson et al., 2017</xref>), and the integration of different models, disciplines, and fields is instructive for the development of ecological concrete in the construction field. Models can predict performance, and accurate models can reduce the number of experiments, shorten the experimental cycle, save time, cost, and materials, contribute to environmental protection, and enable new research topics and hot issues in the field to emerge and develop towards industrialization.</p>
<p>The second category of themes can be summarized as specific directions for the development of ecological concrete with the clusters &#x23;2 ultra- High-performance concrete&#x3001;&#x23;3 recycled concrete aggregate&#x3001; &#x23;4 pervious concrete&#x3001;&#x23;5 thermal properties&#x3001;&#x23;6 3&#xa0;days printing&#x3001;&#x23;7 foamed concrete&#x3001;&#x23;8 Glass cullet&#x3001;&#x23;9 sodium chloride&#x3001;&#x23;10 bfrp bar (Basalt fiber reinforced polymer (BFRP) bars)&#x3001;&#x23;11 steel corrosion&#x3001;&#x23;13 plastic waste these.</p>
<p>Due to the construction and development of railroads, highways, mines, and water conservancy projects (<xref ref-type="bibr" rid="B4">Andrew, 1990</xref>; <xref ref-type="bibr" rid="B7">Bennett, 1991</xref>; <xref ref-type="bibr" rid="B22">Cohen-Fern&#xe1;ndez and Naeth, 2013</xref>; Shao at el., 2014), a large number of exposed rock slopes and fragile banks slopes have been formed (Bengtsson at el., 2000; <xref ref-type="bibr" rid="B97">Zeng et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Walia et al., 2017</xref>; <xref ref-type="bibr" rid="B96">Zeng et al., 2019</xref>). Affected by natural climates such as rainfall, weathering, and dry-wet cycles, the slopes are prone to runoff, resulting in a large amount of soil erosion (<xref ref-type="bibr" rid="B10">Caro et al., 2014</xref>; <xref ref-type="bibr" rid="B33">Handa et al., 2019</xref>). In this case, ecological concrete can meet the primary responsibilities of concrete and ecological conservation of biodiversity. Compressive strength, porosity, PH value, and vegetation properties affect its mechanical properties because when porosity is too high, good permeability promotes the decomposition of hydrates and reduces strength, while admixtures will inevitably affect durability (<xref ref-type="bibr" rid="B86">Wu et al., 2005</xref>; <xref ref-type="bibr" rid="B81">Wang et al., 2022</xref>). With the increasing demand for environmental protection and conservation, ecological concrete has attracted more and more attention (<xref ref-type="bibr" rid="B99">Zhang and Wen, 2008</xref>; <xref ref-type="bibr" rid="B88">Xiang et al., 2020</xref>). Previously, ecological concrete was mostly used in slope protection where the alkaline environment restricted the growth of plants (<xref ref-type="bibr" rid="B72">Shi et al., 2011</xref>; <xref ref-type="bibr" rid="B81">Wang et al., 2019</xref>; <xref ref-type="bibr" rid="B103">Wasim et al., 2022</xref>), so fly ash, silica fume, and rice hull ash are applied in vegetation concrete to replace cement and Portland cement to reduce the alkalinity of the internal environment while maintaining strength.</p>
<p>An essential technological breakthrough in ecological concrete is the reuse of waste concrete (<xref ref-type="bibr" rid="B95">Yu and Yu, 2009</xref>), and recycled concrete is a joint research topic in developed countries. So far, this has been done using recycled aggregates and waste materials such as corn cobs, shells, glass fragments, fabric and plastic waste, rather than ordinary aggregates made from recycled concrete. Pervious concrete has been increasingly used to reduce water runoff and improve water quality near sidewalks and parking lots, with high performance requirements, often with external admixtures such as silica fumigants and high-efficiency water dewatering agents to improve its performance. Foam concrete has high strength-to-weight ratio and low density, among other things. Its use reduces static loads on structures and foundations, which is beneficial for energy savings and reduces labor costs during construction. <xref ref-type="bibr" rid="B3">Amran et al., 2015</xref> examines the composition, fabrication techniques and properties of foam concrete, providing a comprehensive insight into possible applications of foam concrete in today&#x2019;s construction industry.</p>
<p>Due to the rapid development of ecological concrete, it has become a trend to combine technical and common concrete. 3D printed concrete combines 3D printing and concrete, and there are still many challenges in the level of technology and processing. 3D printed concrete is a new type of digitally manufactured concrete, with the addition of technology to increase shape complexity and reduce the use of materials in concrete, which is more environmentally friendly but lacks rheological and hardening properties. Numerical simulation and machine learning, an emerging method combined with ecological concrete construction, is an inevitable trend in concrete development (<xref ref-type="bibr" rid="B45">Jiang et al., 2018</xref>; <xref ref-type="bibr" rid="B12">Chang et al., 2020</xref>; <xref ref-type="bibr" rid="B37">Huang et al., 2020</xref>).</p>
<p>To promote the mass use of ecological concrete for the sustainable development of the world (<xref ref-type="bibr" rid="B46">Kim and Park., 2016</xref>; <xref ref-type="bibr" rid="B29">Gao et al., 2020</xref>; <xref ref-type="bibr" rid="B28">Faiz et al., 2022</xref>; <xref ref-type="bibr" rid="B47">Kong et al., 2022</xref>), researchers need to continue their efforts to realize the industrial production of ecological concrete <xref ref-type="table" rid="T8">table 8</xref>.</p>
</sec>
<sec id="s4-2">
<title>4.2 Analysis of research knowledge evolution</title>
<p>Emergent words, which can provide researchers with the latest evolution and direction of the discipline, refer to a sudden increase in the citation frequency of a particular document within a certain period. A larger number of citations indicates that many related studies have appeared. Thus, the recent emergent nature represents a research Frontier. Using the mutation detection algorithm of CiteSpace V, information on emergent words is obtained, as shown in <xref ref-type="fig" rid="F7">Figure 7</xref>. After analysis, this period can be divided into three points in time. By tracing these emergent words, we can find that they are closely related to ecology and that the protection of the global environment and sustainable development have been the primary goals in the world since the last century, even now and in the future (<xref ref-type="bibr" rid="B39">Jacobs, 1999</xref>).</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Summary of Ecological concrete mutation words.</p>
</caption>
<graphic xlink:href="feart-10-1085419-g007.tif"/>
</fig>
<p>Since 2000, concrete has been required not only to meet the requirements of being a structural material, but also to minimize load and negative impact on the global environment and contribute to global sustainability. <xref ref-type="bibr" rid="B32">Gupta et al., 2021</xref> is focused on developing green self-compacting concrete using industrial by-products such as foundry waste sand, coal bed ash, waste tire rubber, copper slag and waste glass as acceptable aggregates substitutes.These industrial by-products have great potential for use in self-compacting concrete, leading to sustainable development. The reuse of waste concrete (<xref ref-type="bibr" rid="B95">Yu and Yu, 2009</xref>) is an essential technological breakthrough in the field of ecological concrete. There are many studies on the effect of waste concrete as recycled aggregate on the performance of recycled concrete (<xref ref-type="bibr" rid="B18">Chen et al., 2013</xref>; <xref ref-type="bibr" rid="B100">Zhang et al., 2018</xref>). <xref ref-type="bibr" rid="B102">Zou and Cao (2020)</xref> used waste concrete with different strengths to make regenerate aggregates and study their properties. In addition, attention has been paid to the resource utilization of industrial waste through innovative disposal methods, one of which is its use as a filling material or volcanic ash for concrete production. <xref ref-type="bibr" rid="B43">Ji et al. (2021)</xref> and <xref ref-type="bibr" rid="B56">Liu et al. (2021)</xref> prepared corn cob aggregate ecological concrete by mixing broken corn cob particles into recycled mortar. <xref ref-type="bibr" rid="B89">Xie et al. (2021)</xref> and <xref ref-type="bibr" rid="B54">Liu et al. (2020)</xref> prepared ecological concrete using volcanic stone as coarse aggregate with different porosity. <xref ref-type="bibr" rid="B60">Murugan et al. (2020)</xref> used shells as a substitute for granite aggregate. <xref ref-type="bibr" rid="B62">Olofinnade et al. (2018)</xref> used waste glass in concrete to achieve sustainable benefits of reducing solid waste and greenhouse gas emissions. <xref ref-type="bibr" rid="B42">Javali et al. (2017)</xref> proposed using aluminum slag and granular iron slag as partial replacement materials for cement and natural sand, respectively, to develop ecological concrete. The research on recycled aggregates has important implications for energy saving and emission reduction, as well as a new innovative direction for ecological concrete.</p>
<p>Since 2011, the concept of &#x201c;life cycle&#x201d; has been emerging. The basic idea of a life-cycle assessment is that all environmental burdens associated with a product or service must be assessed, from the raw material all the way through to waste disposal. When the need for raw concrete materials shifted to the study of recycled materials, it entered the &#x201c;life cycle&#x201d; category. The Life Cycle Assessment (LCA) is the only environmental assessment tool that avoids a positive rating that only includes the measurement of the transfer burden. Life-cycle assessment can provide recommendations for the optimal design of ecological concrete processes, suggesting strategies and policies for industrialization of recycled concrete that are consistent with national conditions, taking into account the issues that need to be addressed in the promotion of ecological concrete. After 2016, it can be concluded from the emergent words such as lightweight aggregate concrete, high strength, and permeable pavement that the development of ecological concrete tends to mature with the improvement of the economy and technology, and there are higher requirements for other properties other than the basic performance, such as light aggregate concrete and high strength permeable pavement. Lightweight aggregate concrete is characterized by its light weight, high strength, thermal insulation, fire resistance and good seismic performance, as well as its good deformability, low modulus elasticity and low shrinkage creep. It can be used in industrial and civil construction, among other projects, and has the advantage of reducing the weight of structures and saving material consumption. Permeable pavement makes porous concrete in cold climates to solve freeze-thaw and crack resistance problems. It can be seen that the development of ecological concrete in the construction sector is getting better, and the transition from ordinary ecological concrete to high-performance ecological concrete is just around the corner.</p>
</sec>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In this paper, we use the Web of Science core database as a data source and perform a statistical and visual analysis of the ecological concrete related literature in the field of sponge city construction from 31 December 1999 to 31 December 2021 with the help of CiteSpace and VOSviewer software. The study was conducted in a variety of aspects, such as number of publications, discipline type, core country, institution, authors, <italic>etc.</italic> The combination of clustering, keyword, and emergence analysis is used to effectively reflect the current status, hot spots, and frontiers of ecological concrete research in construction with high research reliability. However, sampling also lacks representability due to many imperfections in the literature. Thus, the literature mainly reflects information collected from dominant groups, and these issues still have to be overcome to obtain the most accurate data possible.<list list-type="simple">
<list-item>
<p>1) The research of ecological concrete is mostly concentrated in relatively developed regions, while relatively backward regions are in the state of &#x201c;relatively independent research&#x201d;, without core groups between individuals and institutions, which indicates that most research groups lack horizontal communication and cooperation, which is not conducive to the flow and sharing of knowledge in the field of ecological concrete. Strengthening cooperation among different subjects and directions is the key to interdisciplinary integration, and strengthening research cooperation is the key to the development of ecology.</p>
</list-item>
<list-item>
<p>2) Combining emerging methods such as methodological models, numerical simulations, and machine learning with ecological concrete to establish certain ecological concrete assessment systems, integrating different models, subjects, and different fields is the future trend that can increase the application of ecological concrete in construction and make it develop towards industrialization and popularization.</p>
</list-item>
<list-item>
<p>3) Different types of waste are used in place of cement or aggregates to make ecological concrete. In the future, there will be more diversity in alternative cement materials, innovation of more environmentally friendly ecological concrete technologies based on waste-resolved and recycled aggregates, and promotion of recycling of global construction waste in ecological concrete. <xref ref-type="bibr" rid="B5">Australia&#x2019;s water resources: from use to management, 2007</xref>, <xref ref-type="bibr" rid="B1">Abdallah et al., 2016</xref>, <xref ref-type="bibr" rid="B6">Bengtsson et al., 2000</xref>, <xref ref-type="bibr" rid="B20">Chourou</xref>, <xref ref-type="bibr" rid="B21">Cohen, 2011</xref>, <xref ref-type="bibr" rid="B24">De Oliveira Andrade et al., 2018</xref>, <xref ref-type="bibr" rid="B27">Environmental Change Disasters and Security, 2011</xref>, <xref ref-type="bibr" rid="B34">Harris, 2008</xref>, <xref ref-type="bibr" rid="B51">Li et al., 2022</xref>, <xref ref-type="bibr" rid="B53">Liu et al., 2000</xref>, <xref ref-type="bibr" rid="B64">Owaid et al., 2013</xref>, <xref ref-type="bibr" rid="B66">Pandey, 2015</xref>, <xref ref-type="bibr" rid="B67">Saravanan et al., 2019</xref>, <xref ref-type="bibr" rid="B68">Sayne, 2011</xref>, <xref ref-type="bibr" rid="B69">Sergey et al., 2015</xref>, <xref ref-type="bibr" rid="B70">Shao et al., 2014</xref>, <xref ref-type="bibr" rid="B74">Tanaka, 1998</xref>, <xref ref-type="bibr" rid="B78">Vieira et al., 2016</xref>.</p>
</list-item>
</list>
</p>
</sec>
</body>
<back>
<sec id="s6">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
<sec id="s7">
<title>Funding</title>
<p>This research was funded by the National Natural Science Foundation of China (41867039), Guangxi Key Laboratory of Geomechanics and Geotechnical Engineering (20-Y-XT-03), and Foundation of Technical Innovation Center of Mine Geological Environmental in Southern Area (CXZX2020002).</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<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="s9">
<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>
</sec>
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