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Review

Mapping Research Knowledge on Rice Husk Ash Application in Concrete: A Scientometric Review

by
Muhammad Nasir Amin
1,*,
Waqas Ahmad
2,
Kaffayatullah Khan
1 and
Mohamed Mahmoud Sayed
3
1
Department of Civil and Environmental Engineering, College of Engineering, King Faisal University, Al-Ahsa 31982, Saudi Arabia
2
Department of Civil Engineering, COMSATS University Islamabad, Abbottabad 22060, Pakistan
3
Architectural Department, Faculty of Engineering and Technology, Future University in Egypt, New Cairo 11845, Egypt
*
Author to whom correspondence should be addressed.
Materials 2022, 15(10), 3431; https://doi.org/10.3390/ma15103431
Submission received: 6 April 2022 / Revised: 1 May 2022 / Accepted: 4 May 2022 / Published: 10 May 2022

Abstract

:
This study aimed to carry out a scientometric review of rice husk ash (RHA) concrete to assess the various aspects of the literature. Conventional review studies have limitations in terms of their capacity to connect disparate portions of the literature in a comprehensive and accurate manner. Science mapping, co-occurrence, and co-citation are a few of the most difficult phases of advanced research. The sources with the most articles, co-occurrences of keywords, the most prolific authors in terms of publications and citations, and areas actively involved in RHA concrete research are identified during the analysis. The Scopus database was used to extract bibliometric data for 917 publications that were then analyzed using the VOSviewer (version: 1.6.17) application. This study will benefit academics in establishing joint ventures and sharing innovative ideas and strategies because of the statistical and graphical representation of contributing authors and countries.

1. Introduction

Increased greenhouse gas (GHG) discharges have caused the melting of the Antarctic and Arctic polar ice caps. This has resulted in significant environmental problems on Earth [1]. The manufacture and transportation of building materials, as well as the installation and construction of structures, require considerable energy and produce significant volumes of GHG. In the European Union’s member states, buildings use around 50% of the total energy consumption and contribute to almost 50% of the CO2 emissions in the environment over their life cycle, which includes construction, operation, and destruction [2,3]. The building sector is still experiencing an increase in demand for concrete [4,5,6,7,8,9]. Ordinary Portland cement (OPC) is a critical component of concrete that contributes considerably to GHG emissions [10,11,12,13]. OPC production causes around 5–8% of worldwide CO2 emissions [14,15,16,17]. Annual cement usage is over 4000 million tons and is predicted to reach approximately 6000 million tons by 2060 [18]. These GHG emissions have been a significant contributor to climate change [19,20,21]. In recent years, there has been a rise in the figure of thorough studies on the many triggers of climate change (natural and man-made), their effects on living conditions, and possible adaptation and mitigation techniques [22,23,24,25,26,27]. Blended cement manufacturing demands the use of a number of different cementitious components because of the higher energy and emission issues associated with OPC production [28]. Industrial waste utilization as supplementary cementitious materials (SCMs) is one of the methods that might cause a significant reduction in the usage of OPC, while also eliminating the risks connected with the disposal of waste materials from varied sectors [29,30,31,32,33]. Therefore, the most efficient technique for reducing the carbon footprint of the construction industry is to replace OPC with suitable alternative SCMs [34,35,36,37]. There are several binders that might be utilized in concrete to decrease GHG emissions from the concrete industry [38,39]. Utilizing recycled/waste materials in concrete is a viable method of mitigating the impact of environmental challenges [40]. This not only meets the increasing need for concrete, but also significantly reduces the direct danger to society [41]. Numerous researchers in the building sector have focused on the utilization of waste resources, particularly SCMs [42,43]. The production of environmentally friendly concrete has been critical to decreasing GHG emissions [44]. Agriculture wastes such as rick husk ash (RHA), sugarcane bagasse ash, olive oil ash, etc., as well as industrial wastes, are being utilized to partially replace OPC in the manufacture of sustainable concrete [45,46,47,48,49]. By polluting air and water systems, dumping these waste materials in the open ground creates a major environmental threat [50]. Globally, rice husk is produced by nearly 110 million tons and RHA by 22 million tons [51]. Rice husk is effectively and extensively used as a fuel in numerous nations for rice paddy milling operations and electricity production facilities [52]. This procedure results in the formation of a pozzolanic substance known as RHA, which contains more than 75% silica by weight (after incineration, 20% of the rice husk remains in the form of RHA) [23]. The ash formed by this operation is often dumped into water flows, contaminating the water and causing ecological damage [53]. Utilizing waste materials in concrete might enhance the durability and strength of the material owing to the pozzolanic effect [54]. This decreases industrial demand for OPC, lowering the expense of producing concrete and mitigating the negative impacts of CO2 discharges during the OPC production process [28]. Given RHA’s advantageous characteristics as an SCM, its use is not limited to cementitious concrete, but may also include geopolymer concrete, self-compacting concrete, fiber-reinforced concrete, pavement blocks, bricks, and high-performance nanocomposites [55,56,57,58,59,60,61].
The key properties of SCMs are their compatibility with aggregates (similar to OPC) and their better pozzolanic nature [62,63]. The application of RHA in concrete has sparked tremendous interest in the usage of sustainable and environmentally friendly SCM [64,65,66,67]. RHA has amorphous nature, high surface area, and compatibility with OPC-concrete, which results in outstanding pozzolanic capabilities [55,68,69,70]. Each kilogram of rice milled yields 0.28 kg of rice husk [71]. As a result, an enormous quantity of waste is generated annually. These rice husks are utilized as a fuel source in a variety of sectors to generate heat energy, including incineration and combustion units [72,73,74]. After the complete burning of rice husk, around 20–25% RHA by weight is formed [56]. A very small quantity of the RHA is subsequently employed as a field fertilizer, and sadly, most of it is thrown in open landfills [73,75]. RHA includes amorphous silica and calcium oxide and so may be utilized efficiently as an SCM in concrete [76,77,78]. Utilizing RHA in concrete results in better durability and strength, reduced material expenditures owing to OPC savings, and ecological advantages associated with waste material disposal [48]. RHA has been employed in recent studies as a partial replacement for OPC as well as fine aggregate in concrete mixes [79,80,81]. The properties of RHA concrete vary by the amount of OPC or fine aggregate replaced, the RHA grain size, the chemical characteristics of RHA independent of the water-cement ratio, and aggregate size/shape in the matrix [82]. However, for optimum strength growth, it is advised that around 10–25% of OPC be replaced [55,56]. The use of RHA in concrete has a number of benefits, as depicted in Figure 1. RHA has been researched for its possible use in cement-based composites as SCM or fine aggregate replacement. Also, natural aggregate extraction uses substantial energy and leads to increased CO2 discharges [83]. As a result, issues about the manufacturing and use of OPC may be reduced, while natural resources can be conserved. Thus, including RHA into cementitious materials reduces the demand for OPC and fine aggregate and results in an ecologically beneficial building material. Furthermore, waste management issues can be alleviated by the use of RHA in construction materials.
As research on RHA concrete develops in response to the expanding environmental concerns, scientists face information constraints that may stymie creative investigation and scholarly collaboration. As a result, it is vital to create and apply a method that enables researchers to obtain critical information from the most reliable sources feasible. A scientometric method may assist in overcoming this shortcoming via the software application. The intention of this work is to conduct a scientometric analysis of bibliographic records published on RHA concrete up to 2021. Using a proper software tool, a scientometric analysis may undertake a quantitative examination of massive bibliometric data. Conventional review studies are weak in their ability to connect diverse sections of the literature in a complete and accurate manner. Science mapping, co-occurrence, and co-citation are a few of the most demanding parts of modern-day exploration [84,85,86]. The scientometric analysis identifies sources with the most articles, keyword co-occurrence, the most prolific authors in terms of papers and citations, and areas actively engaged in RHA concrete research. The Scopus database was utilized to extract bibliometric data for 917 relevant articles, which were then evaluated using the VOSviewer program. As a consequence of the statistical and graphical depiction of authors and countries, this study will aid academics in forming joint ventures and exchanging novel ideas and methods.

2. Methods

For the quantitative evaluation of the various features of the bibliographic data, this study carried out the scientometric analysis of the bibliographic data [87,88,89]. Numerous papers have been written on the issue, and it is critical to use a search engine that is reputable. Scopus and Web of Science are two very accurate search engines that are particularly well-suited for this purpose [90,91]. The bibliographic data for this study on RHA concrete were gathered using Scopus, which comes highly recommended by academics [92,93]. As of March 2022, a Scopus search for “rice husk ash concrete” found 1234 articles. Numerous filter preferences were employed to eradicate superfluous documents. The document types “journal article”, “conference paper”, “journal review”, and “conference review” were selected. “Journal” and “conference proceeding” were chosen as the “source type”. The “publication year” restriction was set to “2021”, and the “language” constraint was set to “English”. For further examination, the “subject areas” of “engineering”, “material science”, and “environmental science” were selected. A total of 917 records were kept following the application of these requirements. Numerous researchers have likewise reported on the same technique [94,95,96].
Scientometric investigations employ scientific mapping, a technique developed by academics for the purpose of analyzing bibliometric information [97]. Scopus records were saved in the Comma Separated Values (CSV) (see Supplementary Materials) files for further evaluation using appropriate computer software. VOSviewer (version: 1.6.17) was employed to generate the scientific visualization and quantitative assessment of the literature from the retrieved records. VOSviewer is an easily available and open-source mapping tool that is broadly employed across a range of areas and is well-suggested by academics [98,99,100,101]. As a result, the current study’s goals were satisfied through the use of the VOSviewer. The obtained CSV files were loaded into the VOSviewer, and additional assessment was performed while retaining data integrity and consistency. During the bibliographic assessment, the sources of publications, the highly regularly appearing keywords, the scholars with the most publications and citations, and the country’s participation were all assessed. The many facets, their relationships, and co-occurrence were shown graphically, while their statistical figures were reported in tables. The flowchart of the scientometric strategy is depicted in Figure 2.

3. Analysis of Results

3.1. Relevant Subject Areas and Yearly Publications

The Scopus analyzer was employed to carry out this analysis to discover the most pertinent study fields. Engineering, materials science, and environmental science were found to be the leading three document-producing areas, with around 39, 27, and 10% of documents, respectively, accounting for a total 76% of contributions based on document count, as seen in Figure 3. Additionally, as seen in Figure 4, the kind of paper was evaluated in the searched term in the Scopus database. According to this research, journal articles, conference papers, journal reviews, and conference reviews accounted for almost 66, 25, 7, and 2% of total documents, respectively. The yearly trend in publications in the present research area from 1977 to 2021 is depicted in Figure 5, since the first document on the subject research field was discovered in 1977. In the research of RHA concrete, a slow increase in the amount of publications was seen, with an average of roughly three papers per year up to 2000. Following this, there was a continuous increase in publications, with an average of roughly 20 papers each year from 2001 to 2016. The quantity of publications increased significantly during the previous five years (2017–2021), averaging approximately 110 each year.

3.2. Sources of Publications

The assessment of publication sources was carried out using the VOSviewer on the collected bibliographic data. During the analysis, “bibliographic coupling” was selected as the “kind of analysis”, while “sources” were retained as the “unit of analysis”. At least ten papers per source restraint were set, and 14 of the 265 publication sources met these criteria. Table 1 shows the publishing sources that published a minimum of ten documents, providing data on RHA concrete, up to 2021, together with the amount of citations obtained during that time period. The main three sources/journals based on paper count are “Construction and building materials”, “IOP conference series: materials science and engineering”, and “Materials today: proceedings”, with 110, 48, and 45 papers, respectively. Moreover, the top three sources based on the overall citations are “Construction and building materials” with 6797, “Cement and concrete composites” with 2268, and “Journal of cleaner production” with 1579. Remarkably, this exploration would provide a basis for upcoming scientometric investigations in the research of RHA concrete. In addition, prior traditional reviews were unable to generate scientific visualization maps.
Figure 6 illustrates a map of journals that have published a minimum of ten documents. The box size is proportional to the journal’s impact on the current research area’s document quantity; a bigger box dimension implies a superior impact. As an example, “Construction and building materials” has a bigger box than the others, implying that it is a source of considerable importance in that field. Five clusters were created, each of which is represented in the artwork by a different hue (red, blue, green, yellow, and purple). Clusters are formed on the basis of the research source’s extent or the frequency with which they are co-cited in a similar article [102]. The VOSviewer created clusters of journals based on their co-citation patterns in published papers. For instance, the red cluster consists of six sources that have been co-cited several times in identical works. Additionally, nearly spaced frames (journals) in a cluster have stronger relationships than widely distributed frames. For instance, “Construction and building materials” is more strongly correlated with “Materials today: proceedings” than with “Journal of cleaner production”.

3.3. Keywords

Keywords are important in research because they define and highlight the study domain’s fundamental subject [103]. The “analysis type” was set to “co-occurrence” and the “analysis unit” to “all keywords” for the evaluation. The least repetition constraint for a keyword was maintained at 20, and 96 of the 4185 keywords were retained. The leading 20 keywords most commonly used in published articles in the topic area are listed in Table 2. Rice husk ash, compressive strength, concretes, fly ash, and cements are the five most-often appearing keywords in the subject research area. According to the keyword analysis, RHA has been studied primarily as an SCM in normal concrete, self-compacting concrete, and high-performance concrete, as well as a precursor material in geopolymers. Figure 7 depicts a visualization map of keywords in terms of co-occurrences, linkages, and the density related to their frequency of occurrence. In Figure 7a, the size of a keyword circle implies its frequency, whereas its position implies its co-occurrence in articles. Also, the graph illustrates that the leading keywords have wider circles than the others, implying that they are critical terms for RHA concrete research. Clusters of keywords have been highlighted in the graph in a way that reflects their co-occurrence across a range of publications. The color-coded clustering is based on the co-occurrence of numerous keywords in published publications. The existence of four clusters is indicated by distinct colors (blue, red, green, and yellow) (Figure 7a). As seen in Figure 7b, different colors indicate varying concentrations of keyword density. The colors red, yellow, green, and blue are organized, corresponding to their density concentrations, with red indicating the highest and blue indicating the lowest density concentration. Compressive strength, rice husk ash, and concretes all exhibit red signs implying a higher concentration of density. This discovery will assist aspiring authors in choosing keywords that will facilitate the identification of published data in a certain field.

3.4. Authors

Citations indicate a researcher’s influence within a certain study domain [104]. For the evaluation of authors, the “kind of analysis” was chosen “co-authorship”, and the “unit of analysis” was chosen “authors”. The minimal paper restrictions for a writer were kept at 5, and 50 of the 2226 authors met this condition. Table 3 summarizes the most prolific authors in terms of publications and citations in the research of RHA concrete, as determined by data obtained from the Scopus search engine. The average citations for each author were calculated by dividing the total citations by the total publications. It will be difficult to quantify a scientist’s efficacy when all factors such as the number of publications, total citations, and average citations are included. In contrast, the writer’s assessment will be determined independently of each factor, i.e., total publications, total citations, and average citations. Nuruddin M.F. is the leading author with 16, followed by Zain M.F.M. and Mahmud H.B. with 14 each, and Shafiq N. with 13 publications. Jaturapitakkul C. leads the field in terms of total citations with 973, Zain M.F.M. is second with 738, and Chindaprasirt P. is third with 668 total citations in the current study area. Furthermore, when comparing average citations, the following writers stand out: Jaturapitakkul C. has around 97, Chindaprasirt P. has approximately 84, and Bui D.D. has approximately 82 average citations. Figure 8 illustrates the relationship between authors who have published at least ten publications and the most eminent authors. It was noticed that the largest set of connected authors based on citations are 6 of the 60 authors. This study revealed that a small number of writers are connected by citations in the research of RHA concrete.

3.5. Documents

The amount of citations a document obtains reflects its influence on a certain area of research. Papers with a high citation count are recognized as pioneers in their respective fields of research. For the assessment of documents, the “kind of analysis” was set to “bibliographic coupling” and “unit of analysis” to “documents”. The least citations requirement for a document was 50, and 121 of 917 documents satisfied this requirement. The top ten papers in the area of RHA concrete by citations are included in Table 4, along with their writers and citation information. Ganesan K. [105] received 346 citations for their article “Rice husk ash blended cement: Assessment of optimal level of replacement for strength and permeability properties of concrete”. G.C. Isaia [106] and D.-Y. Yoo [107] received 329 and 228 citations, respectively, for their publications and were positioned in the leading three. However, up until 2021, only 18 publications received more than 200 citations. In addition, Figure 9 illustrates the map of linked papers based on citations, as well as the density of those documents in the current study subject. The analysis revealed that 112 of 121 papers were linked by citations. Figure 9a illustrates the citation-based mapping of connected articles. Also, the density mapping (Figure 9b) reveals the top articles’ enhanced density concentration.

3.6. Countries

Several countries have contributed more to current research than others have and are expected to contribute further. The network map was created to allow readers to view areas committed to the research of RHA concrete. “Bibliographic coupling” was selected as the “kind of analysis”, and “countries” as the “unit of analysis”. The minimum document limit for a nation was set at 10, and 27 countries met this requirement. The nations listed in Table 5 have published at least ten documents in the present study field. India, Malaysia, and Thailand presented the most papers with 293, 133, and 48 documents. Moreover, these nations received the most citations, with Malaysia receiving 3104, India receiving 3098, and Thailand receiving 2049 citations. Figure 10 illustrates the visualization of the science mapping as well as the density of nations connected via citations. The size of a box is proportional to a nation’s effect on the subject research (Figure 10a). The nations with the most engagement had a higher density, as indicated by the density visualization (Figure 10b). The statistical and graphical analysis of the contributing states will aid emerging researchers in establishing scientific alliances, forming joint ventures, and exchanging innovative techniques and ideas. Researchers from nations interested in promoting research on RHA concrete can work with experts in the field and profit from their experience.

4. Discussions and Future Perspectives

This study provided a statistical overview and mapping of various aspects of the literature on RHA concrete. Previous manual review studies have limitations in terms of their ability to comprehensively and accurately connect diverse sections of the literature. This study identified sources (journals) that published most articles, most commonly employed keywords in the published papers, articles and authors having most citations, and countries actively involved in the research of RHA concrete. The analysis of keywords identified that RHA had been examined for its possible applications as SCM in conventional concrete, self-compacting concrete, and high-performance concrete due to the presence of high silica content in its chemical composition [114,115,116,117,118]. In addition, the use of RHA is also researched for manufacturing geopolymer concrete [119,120,121]. RHA provides several advantages when used in concrete. RHA has been investigated for prospective use as a cement or fine aggregate substitute in concrete. The issues associated with manufacturing and the use of cement might be decreased [122]. Also, because natural aggregate extraction consumes a significant amount of energy and results in higher CO2 emissions [123]. As a consequence, concerns regarding natural resource depletion may be alleviated. Thus, the incorporation of RHA into concrete minimizes the need for cement and fine aggregate, resulting in a more environmentally friendly construction material [124]. By incorporating RHA into construction materials, waste management difficulties can be solved [73]. In addition, the most active and contributing countries in terms of publications were identified from the literature and their connections based on citations. The statistical and graphical representations of the contributing states will assist developing scholars in creating scientific partnerships, establishing joint ventures, and exchanging novel approaches and ideas. Researchers from countries interested in advancing RHA concrete research can collaborate with professionals in the area and benefit from their knowledge.
Most of the RHA applications stated above are still in their development, and more in-depth analyses are necessary before broadening their applicability [71]. Furthermore, in the present practice, the utilization of RHA concrete in full-scale reinforced concrete structures under service and high loading circumstances has not been examined. Additionally, there are currently no clear standards for the preparation, processing, and use of RHA on a larger scale. In the available literature, researchers have solely relied on their intuition to determine the optimal degree of cement and fine aggregate replacement using RHA [105]. Additionally, previous work has not explored the compatibility and long-term durability of RHA concrete. Steel reinforcement corrosion in RHA-blended concrete must be researched in water, chloride, sulphate, and acidic environments over an extended period of time. Also, because information on the life cycle evaluation of RHA concrete is limited and needs to be thoroughly examined. To enhance the strength of concrete, alternative and supplemental additives such as nano-silica and fibers can be added to RHA concrete. Additionally, the high concentration and coarser character of RHA allow for the formation of a porous and less dense matrix of the concrete. Nonetheless, the addition of nano-clay, short fibers, and nano-silica to concrete has demonstrated the ability to increase its density, shock resistance, and tensile stress resistance. As a result, these additives combined with RHA-blended concrete may provide another sustainable material for future construction.

5. Conclusions

The objective of this study was to conduct a scientometric analysis of the available literature on rice husk ash (RHA) concrete in order to assess various measures. The Scopus database was queried for 917 relevant papers, and the results were analyzed using the VOSviewer program. The following findings were drawn from this study:
  • An analysis of publication sources containing documents on RHA concrete research exposed that the topmost three sources are “Construction and building materials”, “IOP conference series: materials science and engineering”, and “Materials today: proceedings”, with 110, 48, and 45 papers, respectively, Also, the leading three publication sources in terms of overall citations are “Construction and building materials” with 6797, “Cement and concrete composites” with 2268, and “Journal of cleaner production” with 1579.
  • A keyword analysis of the subject study field shows that the five most-often appearing keywords are rice husk ash, compressive strength, concretes, fly ash, and cements. The keyword analysis revealed that RHA had been studied primarily as a supplemental cementitious material (SCM) in concrete.
  • Author analysis revealed that only 50 writers had published at least five publications on RHA concrete research. The top writers were classified according to their number of publications, citations, and average citations. Nuruddin M.F., with 16, Zain M.F.M., and Mahmud H.B., with 14 each, and Shafiq N., with 13 papers, are the top three authors in terms of overall publications. With 973 citations, Jaturapitakkul C. leads the field, followed by Zain M.F.M. with 738 and Chindaprasirt P. with 668 citations until 2021. In addition, when the average number of citations is compared, the following authors stand out: C. Jaturapitakkul has around 97, P. Chindaprasirt has approximately 84, and D.D. Bui has approximately 82 average citations.
  • According to an analysis of papers providing data on RHA concrete, Ganesan K. [105] received 346 citations for their article “Rice husk ash blended cement: Assessment of optimal level of replacement for strength and permeability properties of concrete”. G.C. Isaia [106] and D.-Y. Yoo [107] received 329 and 228 citations, respectively, for their publications and were positioned in the best three. Moreover, only 18 publications acquired more than 200 citations in the subject area from 2011 to 2021.
  • The leading nations were assessed based on their participation in RHA concrete research, and it was determined that only 27 countries published at least ten papers. India, Malaysia, and Thailand each delivered 293, 133, and 48 papers, respectively. In addition, these nations received the most citations, with Malaysia receiving 3104, India receiving 3098, and Thailand receiving 2049 citations.
  • RHA has been investigated for its potential uses as SCM in conventional concrete, self-compacting concrete, and high-performance concrete because of the high silica concentration in its chemical composition. Furthermore, RHA is being investigated for application in the production of geopolymer concrete.
  • The application of RHA in the construction sector will result in green construction by reducing cement demand and conserving natural sources when used as a substitute for cement and fine aggregate.
  • The majority of the RHA applications are still under investigation, and further analysis is required before widening their effectiveness.

Supplementary Materials

The following supporting information can be downloaded at: https://www.mdpi.com/article/10.3390/ma15103431/s1. Table S1: Data retrieved from the Scopus database and used for the analysis.

Author Contributions

M.N.A.: conceptualization, funding acquisition, resources, project administration, supervision, writing, reviewing, and editing; W.A.: conceptualization, data curation, software, methodology, investigation, validation, writing—original draft; K.K.: methodology, investigation, writing, reviewing, and editing; M.M.S.: resources, visualization, writing, reviewing, and editing. All authors have read and agreed to the published version of the manuscript.

Funding

This work was supported by the Deanship of Scientific Research, Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia [Project No. GRANT461]. The APC was funded by the same “Project No. GRANT461”.

Institutional Review Board Statement

Not applicable.

Informed Consent Statement

Not applicable.

Data Availability Statement

The data used in this research have been properly cited and reported in the main text.

Acknowledgments

The authors acknowledge the support from the Deanship of Scientific Research, Vice Presidency for Graduate Studies and Scientific Research, King Faisal University, Saudi Arabia [Project No. GRANT461]. The authors extend their appreciation for the financial support that has made this study possible.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Benefits of RHA concrete.
Figure 1. Benefits of RHA concrete.
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Figure 2. Sequence of the research methods.
Figure 2. Sequence of the research methods.
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Figure 3. The subject area of articles.
Figure 3. The subject area of articles.
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Figure 4. Various types of documents published in the related study field.
Figure 4. Various types of documents published in the related study field.
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Figure 5. Annual publication trend of articles.
Figure 5. Annual publication trend of articles.
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Figure 6. Scientific visualization of publication sources with at least ten publications in the related research area.
Figure 6. Scientific visualization of publication sources with at least ten publications in the related research area.
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Figure 7. Keywords analysis: (a) scientific visualization; (b) density visualization.
Figure 7. Keywords analysis: (a) scientific visualization; (b) density visualization.
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Figure 8. Scientific visualization of authors that published articles in the related research area.
Figure 8. Scientific visualization of authors that published articles in the related research area.
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Figure 9. Scientific mapping of published articles in the related research area up to 2021; (a) connected articles in terms of citations, (b) density of connected articles.
Figure 9. Scientific mapping of published articles in the related research area up to 2021; (a) connected articles in terms of citations, (b) density of connected articles.
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Figure 10. Scientific visualization countries with at least ten publications in the related research area up to 2021: (a) network visualization; (b) density visualization.
Figure 10. Scientific visualization countries with at least ten publications in the related research area up to 2021: (a) network visualization; (b) density visualization.
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Table 1. Publication sources with at least ten publications in the related research field up to 2021.
Table 1. Publication sources with at least ten publications in the related research field up to 2021.
S/NPublication SourceNumber of PublicationsTotal Number of Citations
1Construction and building materials1106797
2IOP conference series: materials science and engineering48110
3Materials today: proceedings45227
4American concrete institute, ACI special publication35261
5International journal of civil engineering and technology3254
6IOP conference series: earth and environmental science2822
7Journal of cleaner production271579
8Cement and concrete composites212268
9Journal of materials in civil engineering17424
10Cement and concrete research141539
11materials13215
12Journal of building engineering10144
13International journal of applied engineering research1096
14International journal of innovative technology and exploring engineering1010
Table 2. The leading 20 frequently employed keywords in the research of RHA concrete.
Table 2. The leading 20 frequently employed keywords in the research of RHA concrete.
S/NKeywordOccurrences
1Rice husk ash460
2Compressive strength402
3Concretes284
4Fly ash214
5Cements185
6Concrete173
7Portland cement154
8Durability146
9Silica fume126
10Mechanical properties106
11Silica103
12Tensile strength83
13Water absorption83
14Slags81
15Chlorine compounds78
16Concrete mixtures75
17Agricultural wastes72
18Supplementary cementitious material70
19Aggregates66
20High performance concrete64
Table 3. Authors with at least five publications in the research of RHA concrete up to 2021.
Table 3. Authors with at least five publications in the research of RHA concrete up to 2021.
S/NAuthorNumber of PublicationsTotal Number of CitationsAverage Citations
1Nuruddin M.F.1630919
2Zain M.F.M.1473853
3Mahmud H.B.1439728
4Shafiq N.1326020
5Jaturapitakkul C.1097397
6Makul N.1033534
7Isaia G.C.963571
8Gastaldini A.L.G.958165
9Stroeven P.935740
10Rüscher C.H.919622
11Ramadhansyah P.J.99010
12Bahurudeen A.9566
13Chindaprasirt P.866884
14Siddique R.848761
15Karim M.R.838048
16Sua-Iam G.833442
17Tchakouté H.K.818924
18Nimityongskul P.8597
19Jamil M.744163
20Alengaram U.J.722232
21Hainin M.R.7446
22Mohamad N.7314
23Bui D.D.649282
24Ludwig H.-M.643773
25Cordeiro G.C.629048
26Soudki K.A.624841
27Kamseu E.621436
28Leonelli C.621436
29Raman S.N.621336
30Alyousef R.67312
31Jaya R.P.66811
32Murthi P.6244
33Islam M.N.532765
34Le H.T.530862
35Safiuddin M.524749
36West J.S.524749
37Giaccio G.522946
38Zerbino R.522946
39Sugita S.520942
40Jumaat M.Z.516733
41Gobinath R.56413
42Wan Ibrahim M.H.56012
43Alabduljabbar H.5408
44Fediuk R.5398
45Hossain Z.5398
46Samad A.A.A.5286
47Jaini Z.M.5224
48Hadipramana J.5102
49Riza F.V.5102
50Fang G.500
Table 4. The top ten highly cited published articles up to 2021 in the research of RHA concrete.
Table 4. The top ten highly cited published articles up to 2021 in the research of RHA concrete.
S/NArticleTitleTotal Number of Citations Received
1Ganesan K. [105]Rice husk ash blended cement: Assessment of optimal level of replacement for strength and permeability properties of concrete346
2Isaia G.C. [106]Physical and pozzolanic action of mineral additions on the mechanical strength of high-performance concrete329
3Yoo D.-Y. [107]Mechanical properties of ultra-high-performance fiber-reinforced concrete: A review288
4Bui D.D. [108]Particle size effect on the strength of rice husk ash blended gap-graded Portland cement concrete283
5Sata V. [109]Influence of pozzolan from various by-product materials on mechanical properties of high-strength concrete278
6Zhang M.-H. [110]High-performance concrete incorporating rice husk ash as a supplementary cementing material271
7Rodríguez De Sensale G. [53]Strength development of concrete with rice-husk ash261
8Nehdi M. [111]Performance of rice husk ash produced using a new technology as a mineral admixture in concrete257
9Paris J.M. [112]A review of waste products utilized as supplements to Portland cement in concrete232
10Wongpa J. [113]Compressive strength, modulus of elasticity, and water permeability of inorganic polymer concrete223
Table 5. Leading countries based on published documents in the present research area until 2021.
Table 5. Leading countries based on published documents in the present research area until 2021.
S/NCountryNumber of PublicationsTotal Number of Citations
1India2933098
2Malaysia1333104
3Thailand482049
4Indonesia46271
5Iran441528
6Brazil391294
7United States391180
8China39818
9Pakistan37728
10Nigeria28360
11Germany25729
12Canada221270
13Vietnam211334
14Australia21459
15Saudi Arabia21225
16United Kingdom19394
17Bangladesh18481
18Netherlands14834
19Japan14450
20Russian Federation13186
21Iraq12225
22Spain12153
23Turkey11358
24Cameroon11295
25South Korea10736
26Egypt10240
27Colombia10223
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Amin, M.N.; Ahmad, W.; Khan, K.; Sayed, M.M. Mapping Research Knowledge on Rice Husk Ash Application in Concrete: A Scientometric Review. Materials 2022, 15, 3431. https://doi.org/10.3390/ma15103431

AMA Style

Amin MN, Ahmad W, Khan K, Sayed MM. Mapping Research Knowledge on Rice Husk Ash Application in Concrete: A Scientometric Review. Materials. 2022; 15(10):3431. https://doi.org/10.3390/ma15103431

Chicago/Turabian Style

Amin, Muhammad Nasir, Waqas Ahmad, Kaffayatullah Khan, and Mohamed Mahmoud Sayed. 2022. "Mapping Research Knowledge on Rice Husk Ash Application in Concrete: A Scientometric Review" Materials 15, no. 10: 3431. https://doi.org/10.3390/ma15103431

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