1. INTRODUCTION
⌅In
Europe, the construction industry consumes about half of all extracted
raw materials, in addition to being an important source of waste
production (11. UEPG. (2018) European aggregates association. A sustainable industry for a sustainable Europe. Annual Review 2017-2018. Union Eur des Prod Granulats Brussels-Belgium. 32.
).
According to the latest data published by Eurostat, the European Union
(EU) produced 924 million tons of construction and demolition waste
(C&DW) in 2016 (22.
Eurostat. (2018) Waste Statistics, gestión de residuos (env_wasgen)
[Internet]. Eurostat. 2018. p. Date accesed: 20-11-2018. Retrieved from https://appsso.eurostat.ec.europa.eu/nui/show.do?dataset=env_wasgen&lang=en.
);
this value represented around one third of the total waste generated.
Approximately 294 million tons of the non-hazardous mineral fraction of
the C&DW were treated. The construction sector contributes to
significant environmental problems along the different phases of the
life cycle (material extraction, product production, construction, use,
maintenance and demolition) which includes the generation of waste (33.
Comisión Europea. (2014) COM 445. Comunicación de la comisión al
parlamento europeo, el consejo, el comité económico y social europeo y
el comité de las regiones. Oportunidades para un uso más eficiente de
los recursos en el sector de la construcción. Bruselas. 1-29.
, 44.
Comisión Europea. (2015) COM 614. Comunicación de la comisión al
parlamento europeo, el consejo, el comité económico y social europeo y
el comité de las regiones. Cerrar el círculo: Un plan de acción de la UE
para la economía circular (COM 614). Bruselas. 24.
).
C&DWs
are mainly composed of concrete, ceramics, stone, asphalt and/or
excavation soil, although they may also contain a small amount of
impurities (gypsum, wood, plastics, steel or paper) (55. Ministerio de Fomento. (2008) EHE-08. Instrucción de Hormigón Estructual. BOE. 203, 35176-8.
).
Most of them are classified as inert because they are neither
chemically nor biologically reactive, will not decompose and do not have
dangerous characteristics in their original form. Therefore, C&DW
recycling through the conversion of waste into secondary raw materials
is considered to be fundamental, since it could lead to significant
environmental, economic and social benefits (6-86.
Comisión Europea. (2014) COM 397. Propuesta de directiva del parlamento
europeo y del consejo por la que se modifican las directivas 2008/98/CE
sobre los residuos, 94/62/CE relativa a los envases y residuos de
envases, 1999/31/CE relativa al vertido de residuos, 2000/53/CE relati. Bruselas. 35.
7.
Parlamento Europeo. (2015) 2017/C 265/08. Resolución del Parlamento
Europeo, de 9 de julio de 2015, sobre el uso eficiente de los recursos:
avanzar hacia una economía circular (2014/2208(INI)). DOUE. C 295, 65-75.
8.
Comisión Europea. (2017) COM 33. Informe de la comisión al parlamento
europeo, al consejo, al comité económico y social europeo y al comité de
las regiones sobre la aplicación del plan de acción para la economía
circular. Bruselas. 1-15.
). In this context,
and in accordance with a framework for sustainable development, this
type of waste has received widespread attention around the world,
resulting in a significant number of scientific documents published in
recent years. The growth in scientific publications has been quick and
it has been motivated by the important environmental impacts generated
by C&DW (99.
Chen, P.; Chen, X.; Wang, Y.; Wang, P. (2020) Preliminary study on the
upcycle of non-structural construction and demolition waste for waste
cleaning. Mater. Construcc. 70 [338], e220. https://doi.org/10.3989/mc.2020.13819.
), focussing on possible applications of recycled aggregates (RA) such as concrete (10-1310.
Behera, M.; Bhattacharyya, S.K.; Minocha, A.K.; Deoliya, R.; Maiti, S.
(2014) Recycled aggregate from C&D waste & its use in concrete -
A breakthrough towards sustainability in construction sector: A review. Constr. Build. Mater. 68, 501-516. http://doi.org/10.1016/j.conbuildmat.2014.07.003.
11. Saini, P.; Ashish, K.D. (2015) A review on recycled concrete aggregates. SSRG Int J Civ Eng - EFES. 71-75.
12.
Kazmi, S.M.S.; Munir, M.J.; Wu, Y-F.; Patnaikuni, I.; Zhou, Y.; Xing,
F. (2019) Influence of different treatment methods on the mechanical
behavior of recycled aggregate concrete: A comparative study. Cem. Concr. Compos. 104, 103398. https://doi.org/10.1016/j.cemconcomp.2019.103398.
13.
González-Fonteboa, B.; Seara-Paz, S.; de Brito, J.; González-Taboada,
I.; Martínez-Abella, F.; Vasco Silva, R. (2018) Recycled concrete with
coarse recycled aggregate. An overview and analysis. Mater. Construcc. 68 [330], e151. https://doi.org/10.3989/mc.2018.13317.
), prefabricated concrete (1414.
Rubio De Hita, P.; Pérez-Gálvez, F.; Morales-Conde, M.J.;
Pedreño-Rojas, M.A. (2019) Characterisation of recycled ceramic mortars
for use in prefabricated beam-filling pieces in structural floors. Mater. Construcc. 69 [334], e189. https://doi.org/10.3989/mc.2019.04518
), non-structural concrete (1515.
Sánchez-Roldán, Z.; Martín-Morales, M.; Valverde-Espinosa, I.;
Zamorano, M. (2020) Technical feasibility of using recycled aggregates
to produce eco-friendly urban furniture. Constr. Build. Mater. 250, 118890. https://doi.org/10.1016/j.conbuildmat.2020.118890.
), masonry mortars (16-1816.
Naganathan, S.; Silvadanan, S.; Chung, T.Y.; Nicolasselvam, M.F.;
Thiruchelvam, S. (2014) Use of wastes in developing mortar - a review.
in: green technologies and sustainable development in construction.
trans tech publications. Adv. Mat. Res. 9352014, 146-150.
17.
Cuenca-Moyano, G.M.; Martín-Morales, M.; Valverde-Palacios, I.;
Valverde-Espinosa, I.; Zamorano, M. (2014) Influence of pre-soaked
recycled fine aggregate on the properties of masonry mortar. Constr. Build. Mater. 70, 71-79. http://doi.org/10.1016/j.conbuildmat.2014.07.098.
18.
Ferreira, R.L.S.; Anjos, M.A.S.; Ledesma, E.F.; Pereira, J.E.S.;
Nóbrega, A.K.C. (2020) Evaluation of the physical-mechanical properties
of cement-lime based masonry mortars produced with mixed recycled
aggregates. Mater. Construcc. 70 [337], e210. https://doi.org/10.3989/mc.2020.02819.
) and road or pavement applications (19-2119.
Vieira, C.S.; Pereira, P.M. (2015) Use of recycled construction and
demolition materials in geotechnical applications: A review. Resour. Conserv. Recycl. 103, 192-204. https://doi.org/10.1016/j.resconrec.2015.07.023.
20.
Cardoso, R.; Silva, R.V.; Brito, J. de; Dhir, R.K. (2016) Use of
recycled aggregates from construction and demolition waste in
geotechnical applications: A literature review. Waste Manag. 49, 131-145. https://doi.org/10.1016/j.wasman.2015.12.021.
21.
Marín-Uribe, C.R.; Navarro-Gaete, R. (2021) Empirical relationships
between compressive and flexural strength of concrete containing
recycled asphalt material for pavement applications using different
specimen configurations. Mater. Construcc. 71 [342], e249. https://doi.org/10.3989/mc.2021.11520.
), among others of the most representative.
On
the other hand, studying the development of a cross-section of studies
on a specific subject is of great scientific interest in the search for
new trends or, even, to identify possible weaknesses and shortcomings.
In the sense of the wealth of scientific information available in a
certain field, the application of bibliometric science could be a good
way of analysing it. This science examines the bibliographic material
from an objective and quantitative viewpoint and is useful for
organising information in a specific field (2222.
Chen, H.; Yang, Y.; Yang, Y.; Jiang, W.; Zhou, J. (2014) A bibliometric
investigation of life cycle assessment research in the web of science
databases. Int. J. Life Cycle Assess. 19 [10], 1674-1685. https://doi.org/10.1007/s11367-014-0777-3.
, 2323.
Rodríguez-Bolívar, M.P.; Alcaide-Muñoz, L.; Cobo, M.J. (2018) Analyzing
the scientific evolution and impact of e-Participation research in JCR
journals using science mapping. Int. J. Inf. Manage. 40, 111-119. https://doi.org/10.1016/j.ijinfomgt.2017.12.011.
). In order to do this, it uses two principal resources: performance analysis and content analysis (24-2724.
Callon, M.; Courtial, J.-P.; Laville, F. (1991) Co-word analysis as a
tool for describing the network of interactions between basic and
technological research: The case of polymer chemsitry. Scientometrics. 22, 155-205. Retrieved from https://www.academia.edu/28341042/Co_word_analysis_as_a_tool_for_describing_the_network_of_interactions_between_basic_and_technological_research_The_case_of_polymer_chemsitry.
25.
Noyons, E.C.M.; Moed, H.F.; Luwel, M. (1999) Combining mapping and
citation analysis for evaluative bibliometric purposes: A bibliometric
study. J. Am. Soc. Inf. Sci. 50 [2], 115-131.
26. Morris, S.A.; Van der Veer Martens, B. (2009) Mapping research specialties. Annu Rev Inf Sci Technol. 42 [1], 213-295. http://doi.wiley.com/10.1002/aris.2008.1440420113.
27.
Cobo Martín, M.J.; Martínez, M.A.; Gutiérrez-Salcedo, M.; Fujita, H.;
Herrera-Viedma, E. (2015) 25 years at knowledge-based systems: a
bibliometric analysis. Knowledge-Based Syst. 80, 3-13. http://doi.org/10.1016/j.knosys.2014.12.035.
).
The first one is based on bibliometric indicators and it is used to
measure the quality of the publications and their impact on the
scientific community (survey of publications and citations). The second
resource is developed by scientific maps that spatially represent the
structure of the scientific research; they also try to represent the
social (relationship between authors) and conceptual connections
(network of co-words) in the investigated area, as well as their
temporal evolution.
Software tools are usually used for this purpose (2828.
Cobo Martín, M.J.; López-Herrera, E.; Herrera-Viedma, E.; Herrara, F.
(2011) Science mapping software tools: review, analysis, and cooperative
study among tools. J. Am. Soc. Inf. Sci. Technol. 62 [7], 1382-1402. https://doi.org/10.1002/asi.21525.
, 2929.
Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F.
(2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
), examples are: Bibexcel (3030. Persson, O.; Danell, R.; Schneider, J. (2009) How to use Bibexcel for various types of bibliometric analysis. Celebr. Sch. Commun. Stud. A Festschrift Olle Persson His 60th Birthd. 5, 9-24.
), CiteSpace II (3131. Chen, C. (2006) CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature. J. Am. Soc. Inf. Sci. Technol. 57 [3], 359-377. https://doi.org/10.1002/asi.20317.31.
), IN-SPIRE (3232. Wise, J.A. (1999) The Ecological Approach to Visualization. J. Am. Soc. Inf. Sci. 50, 1224-1233. Retrieved from http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.93.8319&rep=rep1&type=pdf.
), Science of Science (Sci2) Tool (3333. Sci2 Team. (2009) Sci2 A tool for science of science research & practice. Retrieved from http://sci2.cns.iu.edu.
), SciMAT (3434.
Cobo-Martín, M.J. (2011) SciMAT: Herramienta software para el análisis
de la evolución del conocimiento científico. propuesta de una
metodología de evaluación. Universidad de Granada. 2011. Retrieved from http://hdl.handle.net/10481/20201.
) and VOSviewer (3535. van Eck, N.J.; Waltman, L. (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 84 [2], 523-538. https://doi.org/10.1007/s11192-009-0146-3.
).
Despite the fact that each of them implements different analysis
techniques and algorithms to the data, they have complementary
characteristics and, therefore, it could be convenient to take advantage
of their synergies to perform a complete analysis of the scientific
field that is to be analysed (2828.
Cobo Martín, M.J.; López-Herrera, E.; Herrera-Viedma, E.; Herrara, F.
(2011) Science mapping software tools: review, analysis, and cooperative
study among tools. J. Am. Soc. Inf. Sci. Technol. 62 [7], 1382-1402. https://doi.org/10.1002/asi.21525.
).
Some
studies have been developed through the bibliometric analysis of
indexed scientific papers relating to different topics in the
construction sector, for example: concrete segmental bridges (3636.
Martí-Vargas, J.R.; García-Taengua, E.; Hale, W.M.; ElBatanouny, M.K.;
Ziehl, P.H. (2015) Bibliometric analysis of Web of Science-indexed
papers on concrete segmental bridges. PCI J. 60 [1], 118-133. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-84938089242&partnerID=40&md5=28e8d93003a2238ab212d9806a2e24ea.
); self-compacting concrete (3737.
Mymoon, M.; Mahendran, S.; Lakshmi-Poorna, R.; Suryakala, S. (2016)
Directions in self consolidating concrete research : A bibliometric
study. J Struct Eng. 43 [4], 329-340. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-85016088593&partnerID=40&md5=e631247174590589df97657ce1839ed5.
); construction safety management (3838.
Liang, H.; Zhang, S.; Su, Y. (2020) The structure and emerging trends
of construction safety management research: a bibliometric review. Int. J. Occup. Saf. Ergon. 26 [3], 1-20. https://doi.org/10.1080/10803548.2018.1444565.
); analysis of the construction life cycle (3939.
Geng, S.; Wang, Y.; Zuo, J.; Zhou, Z.; Du, H.; Mao, G. (2017) Building
life cycle assessment research: A review by bibliometric analysis. Renew. Sustain. Energy Rev. 76, 176-184. http://doi.org/10.1016/j.rser.2017.03.068.
, 4040. Nwodo, M.N.; Anumba, C.J. (2019) A review of life cycle assessment of buildings using a systematic approach. Build. Environ. 162, 106290. https://doi.org/10.1016/j.buildenv.2019.106290.
), construction and building technology (41-4341.
Rojas-Sola, J.I.; de San-Antonio-Gómez, C. (2010) Análisis
bibliométrico de las publicaciones científicas españolas en la categoría
construction & building technology de la base de datos web of
science (1997-2008). Mater. Construcc. 60 [300], 143-149. https://doi.org/10.3989/mc.2010.59810.
42.
Cañas-Guerrero, I.; Mazarrón, F.R.; Calleja-Perucho, C.; Pou-Merina, A.
(2014) Bibliometric analysis in the international context of the
“Construction & Building Technology” category from the Web of
Science database. Constr. Build. Mater. 53, 13-25. http://dx.doi.org/10.1016/j.conbuildmat.2013.10.098.
43. Sorli-Rojo, A.; Mochón-Bezares, G. (2013) ‘Materiales de Construcción’ Journal, 2003-2012: a bibliometric analysis. Mater. Construcc. 63 [312], 613-621. https://doi.org/10.3989/mc.2013.07513.
), green roof research (4444.
Blank, L.; Vasl, A.; Levy, S.; Grant, G.; Kadas, G.; Dafni, A.; et al.
(2013) Directions in green roof research: A bibliometric study. Build Environ. 66, 23-28. https://doi.org/10.1016/j.buildenv.2013.04.017.
) or even on building information modelling (4545.
Farzaneh, A.; Monfet, D.; Forgues, D. (2019) Review of using Building
Information Modeling for building energy modeling during the design
process. J. Build. Eng. 23, 127-135. https://doi.org/10.1016/j.jobe.2019.01.029.
, 4646.
Matarneh, S.T.; Danso-Amoako, M.; Al-Bizri, S.; Gaterell, M.; Matarneh,
R. (2019) Building information modeling for facilities management: A
literature review and future research directions. J. Build. Eng. 24, 100755. https://doi.org/10.1016/j.jobe.2019.100755.
). Key issues for the progress of the sector itself include the evolution of the Circular Economy (4747.
Norouzi, M.; Chàfer, M.; Cabeza, L.F.; Jiménez, L.; Boer, D. (2021)
Circular economy in the building and construction sector: A scientific
evolution analysis. J. Build. Eng. 44, 102705. https://doi.org/10.1016/j.jobe.2021.102704.
, 4848.
Mhatre, P.; Panchal, R.; Singh, A.; Bibyan, S. (2021) A systematic
literature review on the circular economy initiatives in the European
Union. Sustain. Prod. Consum. 26, 187-202. https://doi.org/10.1016/j.spc.2020.09.008.
).
Other studies combined quantitative and visual processes to measure the
performance of global research in the framework of the management of
C&DW (4949.
Jin, R.; Yuan, H.; Chen, Q. (2019) Science mapping approach to
assisting the review of construction and demolition waste management
research published between 2009 and 2018. Resour. Conserv. Recycl. 140, 175-188. https://doi.org/10.1016/j.resconrec.2018.09.029.
, 5050.
Wu, H.; Zuo, J.; Zillante, G.; Wang, J.; Yuan, H. (2019) Construction
and demolition waste research: a bibliometric analysis. Archit. Sci. Rev. 62 [4], 354-365. https://doi.org/10.1080/00038628.2018.1564646.
),
related research on the reuse and recycling of urban solid waste
(including C&DW) have also been developed during recent decades (51-5351.
Liu, Y.; Sun, T.; Yang, L. (2017) Evaluating the performance and
intellectual structure of construction and demolition waste research
during 2000-2016. Environ. Sci. Pollut. Res. 24 [23], 19259-19266. https://doi.org/10.1007/s11356-017-9598-9.
52.
Ji, L.; Liu, C.; Huang, L.; Huang, G. (2018) The evolution of resources
conservation and recycling over the past 30 years: a bibliometric
overview. Resour. Conserv. Recycl. 134, 34-43. https://doi.org/10.1016/j.resconrec.2018.03.005.
53.
Wong, S.; Mah, A.X.Y.; Nordin, A.H.; Nyakuma, B.B.; Ngadi, N.; Mat, R.;
et al. (2020) Emerging trends in municipal solid waste incineration
ashes research: a bibliometric analysis from 1994 to 2018. Environ. Sci. Pollut. Res. 27 [8], 7757-7784.
) or bibliometric review in the domain of ‘sustainable construction’ over the past 25 years (5454. Det Amornrut, U.; Hallinger, P. (2020) A bibliometric review of research on sustainable construction, 1994-2018. J. Clean. Prod. 254, 120073. https://doi.org/10.1016/j.jclepro.2020.120073.
).
Accordingly, the scientific community has considered this type of study to be of real interest, as it facilitates the management of a large amount of information and validates the knowledge of existing data in a specific field. The findings of bibliometric studies could prove useful for the scientific community in identifying the gaps and potential opportunities in the current knowledge and suggesting the pathway for future research. However, knowledge about the use of RA in construction, from a systematic perspective, is non-existent.
As a consequence, it is
necessary to carry out an analysis through the use of intelligent
bibliometric tools to evaluate the changes in existing research and
establish the direction of future research. Therefore, the objective of
this work has been to analyse, quantify (through bibliometric
indicators) and visualise the social (co-author analysis) and conceptual
(co-word analysis) aspects of the scientific field “Applications of RA in the construction sector”. In addition, the evolution of conceptual aspects has been studied over
three periods to predict their future trends. In order to do this, the
most used tool, SciMAT and VOSviewer, have already been used in
different scientific articles (55-5955.
Gutiérrez-Salcedo, M.; Martínez, M.A.; Moral-Munoz, J.A.;
Herrera-Viedma, E.; Cobo Martín, M.J. (2018) Some bibliometric
procedures for analyzing and evaluating research fields. Appl. Intell. 48 [5], 1275-1287. https://doi.org/10.1007/s10489-017-1105-y.
56.
Castillo-Vergara, M.; Alvarez-Marin, A.; Placencio-Hidalgo, D. (2018) A
bibliometric analysis of creativity in the field of business economics. J. Bus. Res. 85, 1-9. https://doi.org/10.1016/j.jbusres.2017.12.011.
57.
Hosseini, M.R.; Martek, I.; Zavadskas, E.K.; Aibinu, A.A.; Arashpour,
M.; Chileshe, N. (2018) Critical evaluation of off-site construction
research: A Scientometric analysis. Autom. Constr. 87, 235-247. https://doi.org/10.1016/j.autcon.2017.12.002.
58.
Kazmi, S.M.S.; Munir, M.J.; Wu, Y.F.; Patnaikuni, I.; Zhou, Y.; Xing,
F. (2019) Axial stress-strain behavior of macro-synthetic fiber
reinforced recycled aggregate concrete. Cem. Concr. Compos. 97, 341-356. https://doi.org/10.1016/j.cemconcomp.2019.01.005.
59.
Fernández-González, J.M.; Díaz-López, C.; Martín-Pascual, J.; Zamorano,
M. (2020) Recycling organic fraction of municipal solid waste:
Systematic literature review and bibliometric analysis of research
trends. Sustain. 12 [11], 4798. https://doi.org/10.3390/su12114798.
).
2. MATERIALS AND METHODS
⌅To achieve the established objective for this research, a systematic review of the published literature on applications of RA in construction was carried out; it was then analysed from a bibliometric perspective. Both procedures are described in the sections below.
2.1. Systematic literature review
⌅A
systematic literature review has been used as a methodological approach
for exploring the useful findings in the related literature that are
relevant to a specific investigation, according to PRISMA methodology (6060.
Liberati, A.; Altman, D.G.; Tetzlaff, J.; Mulrow, C.; Gøtzsche, P.C.;
Ioannidis, J.P.A.; et al. (2009) The PRISMA statement for reporting
systematic reviews and meta-analyses of studies that evaluate health
care interventions: explanation and elaboration. J. Clin. Epidemiol. 62 [10], e1-34. https://doi.org/10.1016/j.jclinepi.2009.06.006.
). Figure 1 shows the flow chart of the review process carried out, showing the
number of documents included as well as those excluded after applying
the selection criteria at each stage.
Web of Science (by Clarivate Analytics) and Scopus (by Elsevier) are the most widely used databases worldwide for the search of scientific documents. They were used to collect the publications focused on “applications of RA in the construction sector”, between the 1970s and 2019. Specifically, an intense search on the scientific production in the field of “construction and demolition waste” has been done. Later, this search was refined towards the application in the “construction sector” and, in turn, on “recycled aggregates”, which are the granular material obtained from inert waste from the construction and demolition of buildings and infrastructures. This search was refined based on the “Article title, Abstract, Keywords” of papers published in international journals relating to this field.
Firstly,
and after the aforementioned filters were applied, 1295 documents were
identified through an initial search from the data repository. These
documents were then exported into SciMAT, where this software finds the
duplicate documents and one of them is removed. This elimination was
done manually, specifically from Web of Science, as a comparative
analysis has found that Scopus offers more comprehensive coverage of
sources than Web of Science (5454. Det Amornrut, U.; Hallinger, P. (2020) A bibliometric review of research on sustainable construction, 1994-2018. J. Clean. Prod. 254, 120073. https://doi.org/10.1016/j.jclepro.2020.120073.
, 6161. Mongeon, P.; Paul-Hus, A. (2016) The journal coverage of Web of Science and Scopus: a comparative analysis. Scientometrics. 106 [1], 213-228. https://doi.org/10.1007/s11192-015-1765-5.
).
Aspects referring to the document type, journal tittle, country,
affiliation, keywords, and impact indicators (sum of citations and
h-index) were all analysed and standardised using SciMAT mapping tools.
Therefore,
after eliminating duplicates, repeated or unwanted information (such as
manuscripts and patents), reviews and methodological papers (given that
they may distort the impact (6262. Bordons, M.; Zulueta, M.A. (1999) Evaluación de la actividad científica a través de indicadores bibliométricos. Rev. Española Cardiol. 52 [10], 790-800. Retrieved from https://www.revespcardiol.org/es-evaluacion-actividad-cientifica-traves-indicadores-articulo-X0300893299001904.
, 6363.
Torres-salinas, D. (2007) Diseño de un sistema de información y
evaluación científica. Análisis ciencimétrico de la actividad
investigadora de la Universidad de Navarra en el área de ciencias de la
salud. 1999-2005. Tesis Doctoral. 396. Retrieved from http://eprints.rclis.org/10545/1/Tesis_Daniel_Torres.pdf.
)), as well as studies that were not related to the main theme of this work, the final number was reduced to 843 documents (Figure 1).
2.2. Bibliometric analysis
⌅Based on the information obtained from the documents selected after the systematic review, the bibliometric performance analysis has been combined with the bibliometric analysis of the content of these documents using SciMAT and VOSviewer mapping tools. In this way, the following questions related to the field of research have been addressed: (i) How many articles have been published and how have they been distributed over time?; (ii) Who are the most prolific authors?; (iii) Which magazines and conferences lead this issue?; (iv) What is the most influential work?; (v) What is the current state of this field of study?; (vi) What are the main thematic areas?; and (vii) What are the new topics for future research?
Bibliometric performance analysis has provided a response to the four questions and the last three have been answered using the cited scientific mapping software.
2.2.1. Bibliometric performance analysis
⌅In particular,
bibliometric performance studies use several bibliometric indicators to
analyse and quantify the influence of diverse aspects relating to
scientific productivity (5555.
Gutiérrez-Salcedo, M.; Martínez, M.A.; Moral-Munoz, J.A.;
Herrera-Viedma, E.; Cobo Martín, M.J. (2018) Some bibliometric
procedures for analyzing and evaluating research fields. Appl. Intell. 48 [5], 1275-1287. https://doi.org/10.1007/s10489-017-1105-y.
, 6464. Hirsch, J.E. (2005) An index to quantify an individual´s scientific research output. Proc Natl. Acad. Sci. 102 [46], 16569-16572. https://doi.org/10.1073/pnas.0507655102.
, 6565.
Martínez Sánchez, M.A.; Herrera Díaz, M.; Lima Fernández, A.I.; Herrera
Gómez, M.; Herrera-Viedma, E. (2014) Un análisis bibliométrico de la
producción académica española en la categoría de Trabajo Social del
“Journal Citation Report”. Cuader. Trab. Soc. 27 [2], 429-438. https://doi.org/10.5209/rev_CUTS.2014.v27.n2.44662.
).
It should be noted that bibliometric indicators objectively and
numerically assess the production, activity and quality or impact in the
field of science and technology, using scientific knowledge published.
These indicators are grouped into three main categories (6363.
Torres-salinas, D. (2007) Diseño de un sistema de información y
evaluación científica. Análisis ciencimétrico de la actividad
investigadora de la Universidad de Navarra en el área de ciencias de la
salud. 1999-2005. Tesis Doctoral. 396. Retrieved from http://eprints.rclis.org/10545/1/Tesis_Daniel_Torres.pdf.
):
(i) production indicators, which measure the amount of results or
publication count (number of publications or percentage of works indexed
in a repository); (ii) visibility and impact indicators, either based
on the number of citations received by documents (h-index (6464. Hirsch, J.E. (2005) An index to quantify an individual´s scientific research output. Proc Natl. Acad. Sci. 102 [46], 16569-16572. https://doi.org/10.1073/pnas.0507655102.
), g-index (6666. Eggue, L. (2006) Theory and practise of the g-index. Scientometrics. 69, [1] 131-152. Retireved from https://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.395.9064&rep=rep1&type=pdf.
), hg-index (6767.
Alonso, S.; Cabrerizo, F.J.; Herrera-Viedma, E.; Herrera, F. (2010)
hg-index: A new index to characterize the scientific output of
researchers based on the h- and g-indices. Scientometrics. 82 [2], 391-400. https://doi.org/10.1007/s11192-009-0047-5.
), q2-index (6868.
Cabrerizo, F.J.; Alonso, S.; Herrera-Viedma, E.; Herrera, F. (2010)
q2-Index: Quantitative and qualitative evaluation based on the number
and impact of papers in the Hirsch core. J. Informetr. 4 [1], 23-28. Retrieved from http://hdl.handle.net/10481/5679.
), etc.) or by journal in which they were published (Impact Factor of Journal Citation Reports - JCR); and (iii) collaboration indicators that measure the
collaboration of the authors or institutions in scientific production
(co-authorship index, similarity measures, etc.).
The bibliometric analysis carried out in this research evaluated the performance of the field “Applications of recycled aggregate in the construction sector” from an objective and quantitative perspective, taking into account the scientific output produced by authors and journals; in addition, the highly cited papers in this research field have been studied.
2.2.2. Bibliometric content analysis
⌅Other types of
bibliometric indicators are known as relational indicators, which
generate graphic scientific representations through the use of
relational information (3434.
Cobo-Martín, M.J. (2011) SciMAT: Herramienta software para el análisis
de la evolución del conocimiento científico. propuesta de una
metodología de evaluación. Universidad de Granada. 2011. Retrieved from http://hdl.handle.net/10481/20201.
).
In this case, scientific mapping has been developed using VOSviewer and
SciMAT, which are considered two of the most widely used tools in
scientific articles (55-5755.
Gutiérrez-Salcedo, M.; Martínez, M.A.; Moral-Munoz, J.A.;
Herrera-Viedma, E.; Cobo Martín, M.J. (2018) Some bibliometric
procedures for analyzing and evaluating research fields. Appl. Intell. 48 [5], 1275-1287. https://doi.org/10.1007/s10489-017-1105-y.
56.
Castillo-Vergara, M.; Alvarez-Marin, A.; Placencio-Hidalgo, D. (2018) A
bibliometric analysis of creativity in the field of business economics. J. Bus. Res. 85, 1-9. https://doi.org/10.1016/j.jbusres.2017.12.011.
57.
Hosseini, M.R.; Martek, I.; Zavadskas, E.K.; Aibinu, A.A.; Arashpour,
M.; Chileshe, N. (2018) Critical evaluation of off-site construction
research: A Scientometric analysis. Autom. Constr. 87, 235-247. https://doi.org/10.1016/j.autcon.2017.12.002.
). The most important facets of the analysis of scientific mapping have been described below.
2.2.2.1. VOSviewer
⌅VOSviewer
software (version 1.6.15) is a free-to-use tool developed by the Center
for Science and Technology Studies of Leiden University (Netherlands) in
2010. It has been designed for constructing and visualising
bibliometric networks through the use of the VOS mapping technique,
where VOS stands for visualisation of similarities (3535. van Eck, N.J.; Waltman, L. (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 84 [2], 523-538. https://doi.org/10.1007/s11192-009-0146-3.
).
The main advantage of this program over most other available
bibliometric mapping software is that it focuses on the graphic
representation of large maps, due to its powerful graphic interface,
which allows examination of the created maps in an intuitive way.
The
analysis developed in this study has been aimed at understanding the
collaboration among researchers who have worked on RA in construction.
To do this, the most cited authors have been considered, i.e. authors
with more than three published documents. Based on this information, a
two-dimensional map of authors was created based on a co-occurrence data
matrix and using the author entity as the analysis unit. According to the indicated methodology (3535. van Eck, N.J.; Waltman, L. (2010) Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics. 84 [2], 523-538. https://doi.org/10.1007/s11192-009-0146-3.
),
the frequency of occurrence of a particular term is represented by a
circle and it is defined by its size on the map, so that the more
important the element, the greater the associated circle. Due to an
intelligent algorithm at each zoom level, only the most important (or
most frequent) elements are displayed, thus avoiding overlap. In
addition, VOSviewer selects a different and random colour for each group
of elements (according to the strength of association) and the circles
in the same group should be displayed in the same colour. Likewise, the
distance between two elements is related to their degree of relationship
or similarity; in consequence, the shorter distance, the stronger the
author’s relationship is.
2.2.2.2. SciMAT
⌅Science
Mapping Analysis software Tool - SciMAT (version 1.1.04) is an open
source software tool (GPLv3) developed by a group of researchers from
the University of Granada (3434.
Cobo-Martín, M.J. (2011) SciMAT: Herramienta software para el análisis
de la evolución del conocimiento científico. propuesta de una
metodología de evaluación. Universidad de Granada. 2011. Retrieved from http://hdl.handle.net/10481/20201.
).
SciMAT integrates everything necessary to analyse the scientific maps
generated under a longitudinal framework and study the evolution of the
conceptual aspects of a research field over consecutive time periods. In
addition, this tool improves the maps with the integration of
visibility and impact bibliometric measures (citations), such as
h-index, g-index, hg-index, q2-index, etc. As result, the conceptual
subdomains (particular topics or general thematic areas) of a specific
field can be detected and visualised (2929.
Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F.
(2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
).
On the basis of the methodology developed by Cobo and his collaborators (2929.
Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F.
(2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
, 3434.
Cobo-Martín, M.J. (2011) SciMAT: Herramienta software para el análisis
de la evolución del conocimiento científico. propuesta de una
metodología de evaluación. Universidad de Granada. 2011. Retrieved from http://hdl.handle.net/10481/20201.
), the applied analysis has been developed according to the following steps:
-
In order to improve the quality of the data, once the knowledge base (Web of Science and SCOPUS data) was constructed and the data collected were imported, this base was edited to remove possible mistakes in titles, authors or references etc. The words that represented a similar concept were also unified into a single group.
-
To detect the most important, productive and impactful topics, the analysis of scientific maps was configured using an assistant designed for this purpose (2929. Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F. (2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
, 3434. Cobo-Martín, M.J. (2011) SciMAT: Herramienta software para el análisis de la evolución del conocimiento científico. propuesta de una metodología de evaluación. Universidad de Granada. 2011. Retrieved from http://hdl.handle.net/10481/20201.
, 6969. Cobo Martín, M.J.; Herrera, F. (2013) SciMAT User guide. 1-17. Retrieved from http://sci2s.ugr.es/scimat.
). In particular, the entity used in the analysis was words and the co-occurrence of keywords was used for the construction of the bibliometric network (relation co-occurrence is when two elements appear together in the same document). -
The results obtained were displayed graphically using four different instruments (2929. Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F. (2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
): (i) Strategic diagram (Figure 2a); (ii) Thematic network or cluster (Figure 2b); (iii) Temporal evolution map (Figure 2c); y (iv) Overlap map (Figure 2d).-
Strategic diagram (Figure 2a). This represents the main themes of a scientific field in a two-dimensional space, which includes four categories, one in each quadrant. The measure of centrality (X axis) represents the scale of relevance of the topics for the research area; the density scale (Y axis) represents the frequency of appearance (2424. Callon, M.; Courtial, J.-P.; Laville, F. (1991) Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemsitry. Scientometrics. 22, 155-205. Retrieved from https://www.academia.edu/28341042/Co_word_analysis_as_a_tool_for_describing_the_network_of_interactions_between_basic_and_technological_research_The_case_of_polymer_chemsitry.
, 7070. Thomé, A.M.T.; Ceryno, P.S.; Scavarda, A.; Remmen, A. (2016) Sustainable infrastructure: A review and a research agenda. J. Environ. Manage. 184 [Pt 2], 143-156. https://doi.org/10.1016/j.jenvman.2016.09.080.
). Finally, each topic is represented with a sphere or node; the number of associated documents is included in the node, whose size is proportional to this number. -
Thematic network or cluster (Figure 2b). In the case of each topic included in the strategic diagram, the keywords concerning the topic and their interrelationships allow the construction of a thematic network. This is labelled with the name of the most significant node or keyword and includes a series of keywords related to each other through links between their nodes; the value included in the node is the number of documents associated with the keyword of the topic and it is proportional to the size of the sphere. Finally, the nodes are connected to each other when two keywords co-appear in a set of documents; in this case the thickness of the union lines depend on the equivalence index of the keyword pair (2424. Callon, M.; Courtial, J.-P.; Laville, F. (1991) Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemsitry. Scientometrics. 22, 155-205. Retrieved from https://www.academia.edu/28341042/Co_word_analysis_as_a_tool_for_describing_the_network_of_interactions_between_basic_and_technological_research_The_case_of_polymer_chemsitry.
). -
Temporal evolution map (Figure 2c). This is used to represent the analysed documents grouped into consecutive periods of years, thus displaying the evolution of the scientific field studied. The methodology used was based on the Jaccard index; this measures the degree of similarity between two sets or clusters that represent the keywords associated with the topic (7171. Rip, A.; Courtial, J.P. (1984) Co-word maps of biotechnology: An example of cognitive scientometrics. Scientometrics. 6 [6], 381-400. https://doi.org/10.1007/BF02025827.
). The joining lines between each cluster can be continuous or discontinuous. A continuous line means that the linked cluster shares the main item (usually the most significant one); in the case of dashed lines, the themes share elements that are not the main item. In addition, the thickness of the links is proportional to the similarity between the two topics and the volume of the spheres is in relation to the number of documents associated with the topic (2828. Cobo Martín, M.J.; López-Herrera, E.; Herrera-Viedma, E.; Herrara, F. (2011) Science mapping software tools: review, analysis, and cooperative study among tools. J. Am. Soc. Inf. Sci. Technol. 62 [7], 1382-1402. https://doi.org/10.1002/asi.21525.
). -
Overlap map (Figure 2d). The stability between two consecutive periods can be represented with a graph of overlapping elements where the circles are used to represent the periods studied and the inside number (Nº words) shows the total keywords of each one. The union between periods is carried out with a horizontal arrow including the number of keywords shared between both periods and the degree of overlap or corresponding stability index (Ei). The incoming arrows to each circle represent the number of new words in each period, while an outgoing one is used to show the new ones.
-
, 2929. Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F. (2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
).
Finally,
the performance measures obtained for the most important themes
detected in each period are shown. Among all the quality measures that
can be selected in SciMAT, the most commonly used ones were chosen,
according to Cobo´s methodology (2828.
Cobo Martín, M.J.; López-Herrera, E.; Herrera-Viedma, E.; Herrara, F.
(2011) Science mapping software tools: review, analysis, and cooperative
study among tools. J. Am. Soc. Inf. Sci. Technol. 62 [7], 1382-1402. https://doi.org/10.1002/asi.21525.
, 2929.
Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F.
(2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
):
sum of citations and h-index. Accordingly, the quantitative values
obtained from the analysis were the total number of core documents
analysed, the sum of citations received, the corresponding h-index, and
values of centrality and density. These bibliometric measures give
information about the interest in and impact on the specialised research
community of each detected cluster or evolution area (2929.
Cobo Martín, M.J.; Lõpez-Herrera, A.G.; Herrera-Viedma, E.; Herrera, F.
(2012) SciMAT: A new science mapping analysis software tool. J. Am. Soc. Inf. Sci. Technol. 63 [8], 1609-1630. https://doi.org/10.1002/asi.22688.
).
3. RESULTS AND DISCUSSION
⌅This section summarised the analysis of the performance of the scientific activity taking into account the bibliometric data extracted from the SciMAT software and the co-word analysis. In the first case, the results have been organised in five subsections that include the quantification of the articles per year and period studied (Figure 3); the authors’ contributions (Table 1); the distribution of documents analysed by journals (Table 2); and lastly, the analysis of the most cited documents (Table 3).
Finally, the results of the co-word analysis have made it possible to obtain scientific maps constructed with SciMAT (Figure 5 - Figure 7Figures 5, 6, 7) and the performance measures associated with the most important themes for each established period (Table 4), as well as the structure of the scientific evolution of the studied field (Figure 8 and Figure 10).
Rank | Authors | No. of documents | Sum citations1 | Average citations | Mean year | Author links (VOSviewer data) | Institution (Country) |
---|---|---|---|---|---|---|---|
1 | de Brito, Jorge | 110 | 5745 | 52 | 2015 | 23 | Technical University of Lisbon (Portugal) |
2 | Poon, Chi-Sun | 57 | 5086 | 89 | 2011 | 12 | The Hong Kong Polytechnic University (China) |
3 | Evangelista, Luis | 35 | 2439 | 70 | 2015 | 12 | Lisbon’s Polytechnic Institute (Portugal) |
4 | Kou, Shi-Cong | 30 | 2872 | 96 | 2011 | 3 | The Hong Kong Polytechnic University (China) |
5 | Agrela, Francisco | 20 | 625 | 31 | 2015 | 12 | University of Córdoba (Spain) |
6 | Jiménez, José Ramón | 18 | 700 | 39 | 2014 | 11 | University of Córdoba (Spain) |
7 | Ayuso, Jesús | 17 | 622 | 37 | 2015 | 10 | University of Córdoba (Spain) |
8 | Etxeberria, Miren | 16 | 1443 | 90 | 2013 | 5 | Polytechnic University of Catalonia (Spain) |
9 | Silva, Rui Vasco | 15 | 1004 | 67 | 2016 | 3 | ICIST, Instituto Superior Técnico (Portugal) |
10 | Dhir, Ravindra K. | 11 | 1286 | 117 | 2013 | 3 | University of Birmingham (UK) |
(1) Citations have been update in June 2020
Rank | Title | No. of papers | Papers by period1 | Sum citations2 | Average citations | Categories (Quartile /Rank in 2019). JCR Impact Factor (http://jcr.fecyt.es) |
---|---|---|---|---|---|---|
1 | Construction and Building Materials | 221 | 2/21/197 | 12432 | 56 | |
2 | Cement and Concrete Composites | 49 | 0/10/39 | 4806 | 98 | |
3 | Journal of Cleaner Production | 41 | 0/0/41 | 2000 | 49 | |
4 | Materials and Structures/Materiaux et Constructions | 29 | 0/9/20 | 1956 | 67 | |
5 | Journal of Materials in Civil Engineering | 26 | 0/5/24 | 1033 | 40 | |
6 | Materials | 20 | 0/0/20 | 152 | 8 |
|
7 | Cement and Concrete Research | 20 | 0/13/6 | 4302 | 215 | |
8 | Waste Management | 18 | 1/6/11 | 1415 | 79 | |
9 | Resources Conservation and Recycling | 18 | 1/6/11 | 1590 | 88 | |
10 | Materiales de Construccion | 17 | 0/5/12 | 319 | 18 |
(1) Publications by period: first /second/ third period
(2) Citations have been update in June 2020
Ref. | Period | Title | Authors | Journal title (abbreviated) | No. of cited1 | Publication year |
---|---|---|---|---|---|---|
Hansen, 1986 (125125.
Hansen, T.C. (1986) Recycled aggregates and recycled aggregate concrete
second state-of-the-art report developments 1945-198. Mater. Struct. 19 [111], 201-46. ) |
1973-1999 | Recycled aggregates and recycled aggregate concrete second state-of-the-art report developments 1945-1985 | Hansen, T.C. | MATER STRUCT | 283 | 1986 |
Etxeberria et al. 2007 (123123.
Etxeberria, M.; Vázquez-Ramonich, E.; Marí, A.R.; Barra de Oliveira, M.
(2007) Influence of amount of recycled coarse aggregates and production
process on properties of recycled aggregate concrete. Cem. Concr. Res. 37 [5], 735-742. https://doi.org/10.1016/j.cemconres.2007.02.002. ) |
2000-2009 | Influence of amount of recycled coarse aggregates and production process on properties of recycled aggregate concrete | Etxeberria, M., Vázquez, E., Marí, A., Barra, M. | CEMENT CONCRETE RES | 730 | 2007 |
Silva et al. 2014 (112112.
Silva, R.V.; de Brito, J.; Dhir, R.K. (2014) Properties and composition
of recycled aggregates from construction and demolition waste suitable
for concrete production. Constr. Build. Mater. 65, 201-217.http://doi.org/10.1016/j.conbuildmat.2014.04.117. ) |
2010-2019 | Properties and composition of recycled aggregates from construction and demolition waste suitable for concrete production | Silva, R.V., de Brito, J., Dhir, R.K. | CONSTR BUILD MATER | 356 | 2014 |
(1) Citations have been update in June 2020
No. Cluster | Research topics | No. papers1 | Sum citations | h-index | Centrality /Density range | No. Cluster | Research topics | No. papers1 | Sum citations | h-index | Centrality /Density range |
---|---|---|---|---|---|---|---|---|---|---|---|
Period before 2000 | |||||||||||
1 | PHYSICAL PROPERTIES | 8 | 910 | 8 | 1/1 | 2 | RECYCLED AGGREGATE | 7 | 829 | 7 | 0.5/0.5 |
Period 2000-2009 | |||||||||||
1 | RECYCLING | 107 | 14872 | 66 | 1/1 | 4 | PHYSICAL-MECHANICAL PROPERTIES | 31 | 5800 | 27 | 0.4/0.4 |
2 | CONSTRUCTION MATERIALS | 37 | 3991 | 29 | 0.8/0.8 | 5 | NON-STRUCTURAL CONCRETES PRECAST | 18 | 793 | 11 | 0.2/0.2 |
3 | MASONRY MORTARS | 49 | 6088 | 38 | 0.6/0.6 | ||||||
Period 2010-2019 | |||||||||||
1 | RECYCLING | 674 | 19526 | 76 | 1/1 | 5 | FINE AGGREGATES | 92 | 3747 | 35 | 0.62/0.5 |
2 | SUSTAINABLE DEVELOPMENT | 254 | 7948 | 52 | 0.88/0.88 | 6 | MICROSTRUCTURAL ANALYSIS | 51 | 1052 | 16 | 0.5/0.12 |
3 | DURABILITY PROPERTIES | 258 | 10105 | 61 | 0.75/0.62 | 7 | ENVIRONMENTAL IMPACT | 53 | 1298 | 17 | 0.38/0.25 |
4 | ROAD PAVEMENT | 75 | 2393 | 29 | 0.25/0.75 | 8 | LABORATORY TESTS | 5 | 69 | 4 | 0.12/0.38 |
(1) Referred to core documents
3.1. Scientific activity performance
⌅3.1.1. Article quantification by year and period
⌅Although the first indexed paper in Web of Science and Scopus that published the results of research on applications of RA (“Recycled concrete” by Buck (7272. Buck, A.D. (1973) Recycle concrete. Highw Res Rec. [430], 1-8. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-0015560896&partnerID=40&md5=1dad6016cb43cf976ff6a5af3574da05.
))
dates back to 1973, the number of scientific documents published on
this subject has grown substantially since 2000, particularly in the
last ten years (2009-2019). For this reason, the study has been
conducted in 3 periods: before 2000, 2000-2009 and 2010-2019. Figure 3 shows the number of documents published per year (Figure 3a) and for each period, including the sum citations received for documents published by period (Figure 3b).
An exponential growth of the number of publications, both per year and
per period, has been observed; however, in the case of the number of
citations, a lineal growth has been noticed. It can be seen that over
75% of total citations are concentrated in less than 16% of total
analysed papers and located in the second period; this is because the
assessment of the impact of works through the citations they receive is
not an immediate measure, but can only be applied years after the
publication of the documents. In 2019, 192 documents were identified
with a total of 616 citations; this number of papers represents almost
doubling of all documents published in the previous period (112 articles
published between 2000 - 2009 have been cited 15174 times).
Specifically, 85% of the associated literature with the analysed field
was published in the study’s last time period; this leads to the
conclusion that this is a literature that is continuing to grow, and
whose recognition by the scientific community will increase over time
(as the number of citations received increases). This is due to the fact
that more attention is paid to this topic in social, economic, and
scientific contexts, in an attempt to reduce the use of natural
resources, enhance economic benefits, and encourage conscientious
respect for the environment (73-7573. Comisión Europea. (2016) Protocolo de gestión de residuos de construcción y demolición en la UE. Com Eur y ECORYS Ref Ares (2016) 6914779 - 12/12/2016. [septiembre] 61.
74.
Oliveira Neto, R.; Gastineau, P.; Cazacliu, B.G.; Le Guen, L.;
Paranhos, R.S.; Petter, C.O. (2017) An economic analysis of the
processing technologies in CDW recycling platforms. Waste Manag. 60, 277-289. http://doi.org/10.1016/j.wasman.2016.08.011.
75.
Parlamento Europeo; Consejo de la Unión Europea. (2018) Directiva (UE)
2018/851 del Parlamento europeo y del Consejo de 30 de mayo de 2018 por
la que se modifica la Directiva 2008/98/CE sobre los residuos. DOUE. L 150, [14 de junio] 109-140.
).
All of this is associated with the approach of the construction sector
to the paradigm of sustainable development which has been integral to
the European Strategy 2020 (since 2010) to promote a Circular Economy.
3.1.2. Contribution of authors and collaborations
⌅The top 10 authors (from a list of 1828) with the highest contribution to the field studied have been summarised in Table 1. This table also includes the number of documents published, the total and average value of citations received, the average publications per year, the university and the country where they came from, and the author links according to the VOSviewer data. In this ranking, the Portuguese researcher Jorge de Brito leads the list with 110 documents and a total of 5745 citations received; he is followed at an important distance by the Hong Kong-born Chi-Sun Poon and his compatriot Luis Evangelista, with 57 and 35 publications and with 5086 and 2439 citations, respectively. It is important to point out that Ravindra K. Dhir held 10th position on the list, with only 11 articles published in the field under investigation, but received a large number of citations (1286), with an average of 117 citations per document. This author’s impact is associated with collaboration with highly productive scientists, which helps to increase his scientific output, such as by his collaboration with the Portuguese Jorge de Brito. As a consequence, it can be asserted that the measure of the impact of the number of citations is not always related to the quantity of production itself. Likewise, the average period of distribution of the most productive authors’ research time has been estimated between 2011 and 2016, showing a greater concentration of published documents in the third period studied (2010-2019) (Figure 3b).
On
the other hand, the “intellectual structure” of the studied field
knowledge base has been represented with the help of VOSviewer software. Figure 4 shows the connections between the 45 authors with the most significant
associations in this network (with more than seven published articles),
distributed into ten clusters with 113 links; and it reveals two
predominant different but interrelated schools of thought in the used of
RA. The largest group of collaborators is led by the Portuguese
researcher Jorge de Brito (blue) who, in turn, shows the relationship with other smaller groups, amoung a total of 23 author links, such as José Ramón Jiménez, Jesús Ayuso and Francisco Agrela (red), Iris Gónzalez-Taboada and Belén González-Fonteboa (purple) or María I. Sánchez de Rojas and Moises Frias, among others (green). The subject investigated by Jorge De Brito and his colleagues focused on the use of RA in a wide variety of applications, including structural concrete (76-7876. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
77.
Gomes, M.; de Brito, J. (2009) Structural concrete with incorporation
of coarse recycled concrete and ceramic aggregates: Durability
performance. Mater. Struct. 42 [5], 663-675. https://doi.org/10.1617/s11527-008-9411-9.
78. Evangelista, L.; de Brito, J. (2010) Durability performance of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 32 [1], 9-14. http://doi.org/10.1016/j.cemconcomp.2009.09.005.
), non-structural use (7979.
de Brito, J.; Pereira, A.S.; Correia, J.R. (2005) Mechanical behaviour
of non-structural concrete made with recycled ceramic aggregates. Cem. Concr. Compos. 27 [4], 429-433. https://doi.org/10.1016/j.cemconcomp.2004.07.005.
, 8080.
López-Uceda, A.; Ayuso, J.; Jiménez, J.R.; Agrela, F.; Barbudo, A.; De
Brito, J. (2016) Upscaling the use of mixed recycled aggregates in
non-structural low cement concrete. Materials. 9 [2], 91. https://doi.org/10.3390/ma9020091.
), self-compacting (81-8381.
Carro-López, D.; González-Fonteboa, B.; Martínez-Abella, F.;
González-Taboada, I.; de Brito, J.; Varela-Puga, F. (2017)
Proportioning, microstructure and fresh properties of self-compacting
concrete with recycled sand. Procedia Eng. 171, 645-657. https://doi.org/10.1016/j.proeng.2017.01.401.
82.
Esquinas, A.R.; Álvarez, J.I.; Jiménez, J.R.; Fernández, J.M.; de
Brito, J. (2018) Durability of self-compacting concrete made with
recovery filler from hot-mix asphalt plants. Constr. Build. Mater. 161, 407-419. https://doi.org/10.1016/j.conbuildmat.2017.11.142.
83.
Barroqueiro, T.; da Silva, P.R.; de Brito, J. (2019) Fresh-state and
mechanical properties of high-performance self-compacting concrete with
recycled aggregates from the precast industry. Materials. 12 [21], 3565. https://doi.org/10.3390/ma12213565.
) and high strength concrete (8484.
Pedro, D.; de Brito, J.; Evangelista, L. (2018) Durability performance
of high-performance concrete made with recycled aggregates, fly ash and
densified silica fume. Cem. Concr. Compos. 93, 63-74. https://doi.org/10.1016/j.cemconcomp.2018.07.002.
), mortars (85-8785. Silva, J.; de Brito, J.; Veiga, R. (2009) Incorporation of fine ceramics in mortars. Constr. Build. Mater. 23 [1], 556-564. https://doi.org/10.1016/j.conbuildmat.2007.10.014.
86.
Jiménez, J.R.; Ayuso, J.; López, M.; Fernández, J.M.; de Brito, J.
(2013) Use of fine recycled aggregates from ceramic waste in masonry
mortar manufacturing. Constr. Build. Mater. 40, 679-690. https://doi.org/10.1016/j.conbuildmat.2012.11.036.
87.
Silva, J.; de Brito, J.; Veiga, R. (2010) Recycled red-clay ceramic
construction and demolition waste for mortars production. J. Mater. Civ. Eng. 22 [3], 236-244. https://doi.org/10.1061/(ASCE)0899-1561(2010)22:3(236).
) and geotechnical applications (2020.
Cardoso, R.; Silva, R.V.; Brito, J. de; Dhir, R.K. (2016) Use of
recycled aggregates from construction and demolition waste in
geotechnical applications: A literature review. Waste Manag. 49, 131-145. https://doi.org/10.1016/j.wasman.2015.12.021.
). The benefits of incorporating different types of chemical (88-9088.
Pereira, P.M.; Evangelista, L.; de Brito, J. (2012) The effect of
superplasticisers on the workability and compressive strength of
concrete made with fine recycled concrete aggregates. Constr. Build. Mater. 28 [1], 722-729. http://doi.org/10.1016/j.conbuildmat.2011.10.050.
89.
Barbudo, M.A.; de Brito, J.; Evangelista, L.; Bravo, M.; Agrela, F.
(2013) Influence of water-reducing admixtures on the mechanical
performance of recycled concrete. J. Clean. Prod. 59, 93-98. http://doi.org/10.1016/j.jclepro.2013.06.022.
90.
Cartuxo, F.; de Brito, J.; Evangelista, L.; Jiménez, J.R.; Ledesma,
E.F. (2015) Rheological behaviour of concrete made with fine recycled
concrete aggregates - Influence of the superplasticizer. Constr. Build. Mater. 89, 36-47. http://doi.org/10.1016/j.conbuildmat.2015.03.119.
) or mineral additives (8484.
Pedro, D.; de Brito, J.; Evangelista, L. (2018) Durability performance
of high-performance concrete made with recycled aggregates, fly ash and
densified silica fume. Cem. Concr. Compos. 93, 63-74. https://doi.org/10.1016/j.cemconcomp.2018.07.002.
, 91-9391.
Kurda, R.; de Brito, J.; Silvestre, J.D. (2017) Influence of recycled
aggregates and high contents of fly ash on concrete fresh properties. Cem. Concr. Compos. 84, 198-213. https://doi.org/10.1016/j.cemconcomp.2017.09.009.
92.
Kurda, R.; de Brito, J.; Silvestre, J.D. (2018) Indirect evaluation of
the compressive strength of recycled aggregate concrete with high fly
ash ratios. Mag. Concr. Res. 70 [4], 204-16. https://doi.org/10.1680/jmacr.17.00216.
93.
Kurda, R.; de Brito, J.; Silvestre, J.D. (2019) Water absorption and
electrical resistivity of concrete with recycled concrete aggregates and
fly ash. Cem. Concr. Compos. 95, 169-182. https://doi.org/10.1016/j.cemconcomp.2018.10.004.
)
were analysed in many of these studies, with the objective of improving
the properties of recycled aggregate concrete (RAC). The replacement of
natural sand by recycled material has also been a recurring theme for
this author and collaborators, both in concrete (7676. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
, 8888.
Pereira, P.M.; Evangelista, L.; de Brito, J. (2012) The effect of
superplasticisers on the workability and compressive strength of
concrete made with fine recycled concrete aggregates. Constr. Build. Mater. 28 [1], 722-729. http://doi.org/10.1016/j.conbuildmat.2011.10.050.
, 9494. Evangelista, L.; de Brito, J. (2004) Criteria for the use of fine recycled concrete aggregates in concrete production. Int. RILEM Conf. Use Recycl. Mater. Build. Struct. [November] 503-510.
, 9595.
Evangelista, L.; Guedes, M.; de Brito, J.; Ferro, A.C.; Pereira, M.F.
(2015) Physical, chemical and mineralogical properties of fine recycled
aggregates made from concrete waste. Constr. Build. Mater. 86, 178-188. http://doi.org/10.1016/j.conbuildmat.2015.03.112.
) and in masonry mortars (8585. Silva, J.; de Brito, J.; Veiga, R. (2009) Incorporation of fine ceramics in mortars. Constr. Build. Mater. 23 [1], 556-564. https://doi.org/10.1016/j.conbuildmat.2007.10.014.
, 8686.
Jiménez, J.R.; Ayuso, J.; López, M.; Fernández, J.M.; de Brito, J.
(2013) Use of fine recycled aggregates from ceramic waste in masonry
mortar manufacturing. Constr. Build. Mater. 40, 679-690. https://doi.org/10.1016/j.conbuildmat.2012.11.036.
, 9696. Neno, C.; de Brito, J.; Veiga, R. (2014) Using fine recycled concrete aggregate for mortar production. Mater. Res. 17 [1], 168-77. https://doi.org/10.1590/S1516-14392013005000164.
).
Likewise, the research developed by Chi-Sun Poon’s group (related by means of 12 author links) have also been focused on
different applications of RA, such as structural concrete types (9797.
Li, W.; Xiao, J.; Shi, C.; Poon, C.S. (2015) Structural behaviour of
composite members with recycled aggregate concrete - An overview. Adv. Struct. Eng. 18 [6], 919-938. https://doi.org/10.1260/1369-4332.18.6.919.
, 9898.
Zhang, J.; Shi, C.; Li, Y.; Pan, X.; Poon, C-S.; Xie, Z. (2015)
Influence of carbonated recycled concrete aggregate on properties of
cement mortar. Constr. Build. Mater. 98 [Supplement C], 1-7. https://doi.org/10.1016/j.conbuildmat.2015.08.087.
), self-compacting concrete (9999.
Kou, S-C.; Poon, C-S. (2009) Properties of self-compacting concrete
prepared with coarse and fine recycled concrete aggregates. Cem. Concr. Compos. 31 [9], 622-627. http://doi.org/10.1016/j.cemconcomp.2009.06.005.
) and high strength concrete (100100.
González-Corominas, A.; Etxeberria, M.; Poon, C-S. (2017) Influence of
the quality of recycled aggregates on the mechanical and durability
properties of high performance concrete. Waste Biomass Valor. 8 [5], 1421-1432.
) or previous concrete using waste glass and RA (101101.
Lu, J.X.; Yan, X.; He, P.; Poon, C.S. (2019) Sustainable design of
pervious concrete using waste glass and recycled concrete aggregate. J. Clean. Prod. 234, 1102-12. https://doi.org/10.1016/j.jclepro.2019.06.260.
).
However, the production of precast concrete using different types of RA
has been the most important contribution of this author’s research (102-106102. Poon, C.S.; Kou, S.C.; Lam, L. (2002) Use of recycled aggregates in molded concrete bricks and blocks. Constr. Build. Mater. 16 [5], 281-9. https://doi.org/10.1016/S0950-0618(02)00019-3.
103. Poon, C.S.; Chan, D. (2006) Paving blocks made with recycled concrete aggregate and crushed clay brick. Constr. Build. Mater. 20 [8], 569-577. https://doi.org/10.1016/j.conbuildmat.2005.01.044.
104.
Poon, C-S.; Chan, D. (2007) Effects of contaminants on the properties
of concrete paving blocks prepared with recycled concrete aggregates. Constr. Build. Mater. 21 [1], 164-75. https://doi.org/10.1016/j.conbuildmat.2005.06.031.
105.
Poon, C-S.; Lam, C.S. (2008) The effect of aggregate-to-cement ratio
and types of aggregates on the properties of pre-cast concrete blocks. Cem. Concr. Compos. 30 [4], 283-289. https://doi.org/10.1016/j.cemconcomp.2007.10.005.
106.
Poon, C-S.; Kou, S-C.; Wan, H. wen; Etxeberria, M. (2009) Properties of
concrete blocks prepared with low grade recycled aggregates. Waste Manag. 29 [8], 2369-77. http://doi.org/10.1016/j.wasman.2009.02.018.
). The manufacture of concrete using RA with different humidity (107107. Kou, S-C.; Poon, C-S.; Chan, D. (2004) Properties of steam cured recycled aggregate fly ash concrete. Int. RILEM Conf. use Recycl. Mater. Build. Struct. Barcelona. [1], 590-9.
, 108108.
Poon, C.S.; Shui, Z.; Lam, L.; Fok, H.; Kou, S.C. (2004) Influence of
moisture states of natural and recycled aggregates on the slump and
compressive strength of concrete. Cem. Concr. Res. 34 [1], 31-6. https://doi.org/10.1016/S0008-8846(03)00186-8.
), even, using carbonated RAs to understand their effects on the durability of RAC (109109.
Zhan, B.J.; Xuan, D.X.; Zeng, W.; Poon, C.S. (2019) Carbonation
treatment of recycled concrete aggregate: Effect on transport properties
and steel corrosion of recycled aggregate concrete. Cem. Concr. Compos. 104, 103360. https://doi.org/10.1016/j.cemconcomp.2019.103360.
) or the study of the environmental consequences of the production of RA through the analysis of the life cycle (110110.
Hossain, U.; Poon, C-S.; Lo, I.M.C.; Cheng, J.C.P. (2016) Comparative
environmental evaluation of aggregate production from recycled waste
materials and virgin sources by LCA. Resour. Conserv. Recycl. 109, 67-77. http://doi.org/10.1016/j.resconrec.2016.02.009.
) are other topics addressed by these authors.
At the collaboration level, Jorge De Brito has mainly collaborated with Portuguese authors, such as Luis Evangelista (7676. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
, 7878. Evangelista, L.; de Brito, J. (2010) Durability performance of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 32 [1], 9-14. http://doi.org/10.1016/j.cemconcomp.2009.09.005.
, 111111.
Fonseca, N.; de Brito, J.; Evangelista, L. (2011) The influence of
curing conditions on the mechanical performance of concrete made with
recycled concrete waste. Cem. Concr. Compos. 33 [6], 637-643. https://doi.org/10.1016/j.cemconcomp.2011.04.002.
) or Rui V. Silva (8585. Silva, J.; de Brito, J.; Veiga, R. (2009) Incorporation of fine ceramics in mortars. Constr. Build. Mater. 23 [1], 556-564. https://doi.org/10.1016/j.conbuildmat.2007.10.014.
, 112-114112.
Silva, R.V.; de Brito, J.; Dhir, R.K. (2014) Properties and composition
of recycled aggregates from construction and demolition waste suitable
for concrete production. Constr. Build. Mater. 65, 201-217.http://doi.org/10.1016/j.conbuildmat.2014.04.117.
113.
Silva, R.V.; de Brito, J.; Dhir, R.K. (2016) Establishing a
relationship between modulus of elasticity and compressive strength of
recycled aggregate concrete. J. Clean. Prod. 112 [4], 2171-2186. http://doi.org/10.1016/j.jclepro.2015.10.064.
114.
Barroqueiro, T.; da Silva, P.R.; de Brito, J. (2019) Fresh-state and
mechanical properties of high-performance self-compacting concrete with
recycled aggregates from the precast industry. Materials. 12 [21], 3565. http://doi.org/10.3390/ma12213565.
), and he is also linked to Spanish research, such as that of José Ramón Jiménez, Francisco Agrela and Jesús Ayuso group (8080.
López-Uceda, A.; Ayuso, J.; Jiménez, J.R.; Agrela, F.; Barbudo, A.; De
Brito, J. (2016) Upscaling the use of mixed recycled aggregates in
non-structural low cement concrete. Materials. 9 [2], 91. https://doi.org/10.3390/ma9020091.
, 8686.
Jiménez, J.R.; Ayuso, J.; López, M.; Fernández, J.M.; de Brito, J.
(2013) Use of fine recycled aggregates from ceramic waste in masonry
mortar manufacturing. Constr. Build. Mater. 40, 679-690. https://doi.org/10.1016/j.conbuildmat.2012.11.036.
, 115115.
Fernández-Ledesma, E.; Jiménez, J.R.; Ayuso, J.; Fernández, J.M.; de
Brito, J. (2015) Maximum feasible use of recycled sand from construction
and demolition waste for eco-mortar production - Part-I: ceramic
masonry waste. J. Clean. Prod. 87, 692-706. https://doi.org/10.1016/j.jclepro.2014.10.084.
) or with Belén González Fonteboa group (1313.
González-Fonteboa, B.; Seara-Paz, S.; de Brito, J.; González-Taboada,
I.; Martínez-Abella, F.; Vasco Silva, R. (2018) Recycled concrete with
coarse recycled aggregate. An overview and analysis. Mater. Construcc. 68 [330], e151. https://doi.org/10.3989/mc.2018.13317.
, 8181.
Carro-López, D.; González-Fonteboa, B.; Martínez-Abella, F.;
González-Taboada, I.; de Brito, J.; Varela-Puga, F. (2017)
Proportioning, microstructure and fresh properties of self-compacting
concrete with recycled sand. Procedia Eng. 171, 645-657. https://doi.org/10.1016/j.proeng.2017.01.401.
). In the case of Chi-Sun Poon, he has collaborated with Asian authors, such as Shi-Cong Kou (9999.
Kou, S-C.; Poon, C-S. (2009) Properties of self-compacting concrete
prepared with coarse and fine recycled concrete aggregates. Cem. Concr. Compos. 31 [9], 622-627. http://doi.org/10.1016/j.cemconcomp.2009.06.005.
, 102102. Poon, C.S.; Kou, S.C.; Lam, L. (2002) Use of recycled aggregates in molded concrete bricks and blocks. Constr. Build. Mater. 16 [5], 281-9. https://doi.org/10.1016/S0950-0618(02)00019-3.
, 116116. Poon, C-S.; Kou, S-C.; Lam, L. (2007) Influence of recycled aggregate on slump and bleeding of fresh concrete. Mater. Struc. 40 [9], 981-988.
) and Jian-Zhuang Xiao (9797.
Li, W.; Xiao, J.; Shi, C.; Poon, C.S. (2015) Structural behaviour of
composite members with recycled aggregate concrete - An overview. Adv. Struct. Eng. 18 [6], 919-938. https://doi.org/10.1260/1369-4332.18.6.919.
, 117117
117. Xiao, Z.; Ling, T-C.; Kou, S-C.; Wang, Q.Y.; Poon, C-S. (2011) Use
of wastes derived from earthquakes for the production of concrete
masonry partition wall blocks. Waste Manag. 31 [8], 1859-1866. https://doi.org/10.1016/j.wasman.2011.04.010.
), as well as with the Spaniards Miren Etxeberria (106106.
Poon, C-S.; Kou, S-C.; Wan, H. wen; Etxeberria, M. (2009) Properties of
concrete blocks prepared with low grade recycled aggregates. Waste Manag. 29 [8], 2369-77. http://doi.org/10.1016/j.wasman.2009.02.018.
, 118118.
Kou, S-C.; Poon, C-S.; Etxeberria, M. (2014) Residue strength, water
absorption and pore size distributions of recycled aggregate concrete
after exposure to elevated temperatures. Cem. Concr. Compos. 53, 73-82. http://doi.org/10.1016/j.cemconcomp.2014.06.001.
) and Francisco Agrela (119119.
Barbudo, M.A.; Agrela, F.; Ayuso, J.; Jiménez, J.R.; Poon, C-S. (2012)
Statistical analysis of recycled aggregates derived from different
sources for sub-base applications. Constr. Build. Mater. 28 [1], 129-38. http://doi.org/10.1016/j.conbuildmat.2011.07.035.
).
3.1.3. Distribution of journals
⌅In this study, a total of 843 documents were analysed in the field under investigation; due to its interdisciplinary nature these documents had been published in 219 international journals, conferences and handbooks. The 10 top sources of information (Table 2), in respect of the number of documents published, include approximately 55% of all the articles collected in the database. The Construction and Building Materials journal stands out from the rest with 221 documents published in the research field, 26% of the total of the documents. The Cement and Concrete Composites and Journal of Cleaner Production ranked second and third, respectively with 49 (6%) and 41 (5%) documents from each one. Likewise, most of the journals have been included in the first quartile (Q1) of the following four JCR categories: Multidisciplinary, Construction and Building Technology, Civil Engineering and Materials Science; some of them are also included in the Engineering, Environmental and Environmental Science categories.
In relation to the cites received as an indicator of the impact or visibility, Construction and Building Materials is also the journal with a higher number of citations; a total of 12432 citations and an average value of citations per document of 56 was quantified. In contrast, journals such as Cement and Concrete Research (position 7) and Cement and Concrete Composites (position 2) with a lower number of documents published in the studied field (20 and 49, respectively), have received the next highest numbers of citations (4302 and 4806 citations, respectively - 215 and 98 average citations per document - Table 2). It can be seen that the number of publications and the total number of citations have not been related, it follows that the most prolific sources do not always have the greatest impact in the field of research.
On the other hand, it is very interesting to note that the number of articles published in Construction and Building Materials has increased dramatically in the last period (Table 2).
In particular, the most cited documents in this journal were mainly
focused on the influence of the mortar-adherence properties of coarse RA
(depending on its applications (120120.
Sánchez de Juan, M.; Gutiérrez Alaejos, P. (2009) Study on the
influence of attached mortar content on the properties of recycled
concrete aggregate. Constr. Build. Mater. 23, [2] 872-7. http://doi.org/10.1016/j.conbuildmat.2008.04.012.
)),
and the influence of different types of RAs on the microstructure of
the interfacial transition zone, besides the implications of the
microstructure on the strength development of the RAC (121121.
Poon, C-S.; Shui, Z.; Lam, L. (2004) Effect of microstructure of ITZ on
compressive strength of concrete prepared with recycled aggregates. Constr. Build. Mater. 18, [6] 461-468. https://doi.org/10.1016/j.conbuildmat.2004.03.005.
). Instead, papers published in Cement and Concrete Composites were fundamentally focused on the effect of the partial or total
replacement of natural sand by fine RA on the structural concrete
behaviour, in mechanical terms (7676. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
), or durability, in the long term (7878. Evangelista, L.; de Brito, J. (2010) Durability performance of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 32 [1], 9-14. http://doi.org/10.1016/j.cemconcomp.2009.09.005.
). Finally, Cement and Concrete Research published high impact scientific papers focusing on the study of the
influence of the amount of RA on the mechanical properties of RAC for
structural use (122122. Xiao, J.; Li, J.; Zhang, C. (2005) Mechanical properties of recycled aggregate concrete under uniaxial loading. Cem. Concr. Res. 35 [6], 1187-1194. https://doi.org/10.1016/j.cemconres.2004.09.020.
, 123123.
Etxeberria, M.; Vázquez-Ramonich, E.; Marí, A.R.; Barra de Oliveira, M.
(2007) Influence of amount of recycled coarse aggregates and production
process on properties of recycled aggregate concrete. Cem. Concr. Res. 37 [5], 735-742. https://doi.org/10.1016/j.cemconres.2007.02.002.
).
The effect of partially hydrated residual concrete on the properties of
the RAs and those of the concrete manufactured with these aggregates (124124. Katz, A. (2003) Properties of concrete made with recycled aggregate from partially hydrated old concrete. Cem. Concr. Res. 33 [5], 703-711. https://doi.org/10.1016/S0008-8846(02)01033-5.
) was also analysed.
3.1.4. Highly cited papers analysis
⌅The analysis of citations could be used to ascertain the influence of a certain document in a field of research, as well as the importance that the authors have acquired through it. For each period studied, Table 3 includes the most cited publication among the 843 documents analysed by SciMAT.
For the period between 1973 and 1999, research about the use of RA in concrete was led by Torben C. Hansen; in fact his papers are still a scientific reference for researchers. In the first of the most cited articles (125125.
Hansen, T.C. (1986) Recycled aggregates and recycled aggregate concrete
second state-of-the-art report developments 1945-198. Mater. Struct. 19 [111], 201-46.
)
was published a comprehensive and extensive work about the production
of RA from mixed debris, its quality and the behavior of the RAC
produced, both in the fresh and hardened state; the regulations
applicable in different countries were also analysed and the article
concluded with a total of 34 recommendations.
In the period 2000-2009, the first of the most cited papers (123123.
Etxeberria, M.; Vázquez-Ramonich, E.; Marí, A.R.; Barra de Oliveira, M.
(2007) Influence of amount of recycled coarse aggregates and production
process on properties of recycled aggregate concrete. Cem. Concr. Res. 37 [5], 735-742. https://doi.org/10.1016/j.cemconres.2007.02.002.
) had 730 citations and were published in Cement and Concrete Research by Miren Etxeberria and his collaborators in 2007. The article evaluated the influence of
the amount of coarse concrete, the order of materials used in concrete
production and the mechanical properties of the RAC, in order to check
the numerical models proposed by several researchers.
Finally, during the third period studied (from 2010 to 2019), the document published by Rui Vasco Silva and his colleagues was highlighted (112112.
Silva, R.V.; de Brito, J.; Dhir, R.K. (2014) Properties and composition
of recycled aggregates from construction and demolition waste suitable
for concrete production. Constr. Build. Mater. 65, 201-217.http://doi.org/10.1016/j.conbuildmat.2014.04.117.
).
These authors focused on examining the factors affecting the physical,
chemical, mechanical, permeation and compositional properties of RAs
sourced from C&DW, intended for concrete production. The results
obtained allowed producing a practical means of measuring the quality of
RAs, which can be used to produce concrete with predictable
performance.
The published researches mainly focused on the use of recycled granular materials in concrete applications and how this approach has evolved, in terms of material testing or the quantity and type of fraction replaced. However, knowledge gaps in other areas of the field, such as in applications where there are no restrictions on RA use, such as mortars, non-structural prefabricated concrete or green roofs.
3.2. Co-words analysis
⌅The keywords included in the 843 selected papers were compiled with the SciMAT software, applying the co-occurrence analysis. As a result, 84 thematic groups of keywords were obtained and used to proceed with the bibliometric study. In this process, more than 3000 words were not included because they did not contribute to the study (they were used by the authors in less than 10 documents). Table 4 shows the main thematic groups detected after analysis of the co-occurrence of words for each period studied. For each subject investigated it lists the total number of core documents analysed, the sum citations received, the corresponding h-index, and values of centrality and density. These issues have been positioned in the strategic diagrams generated by SciMAT according to their centrality and density measures, which allows them to be categorised according to their importance in the analysed field, these are presented in Figure 5a, Figure 6a and Figure 7a. The thematic network of the topics whose evolution has been more representative for the scientific field “Applications of recycled concrete in the construction sector” is presented between Figure 5b, Figure 6b and Figure 7b. Finally, the evolution of the main themes is shown in Figure 8 and Figure 9, according to documents count and to h-index, respectively. In addition, the stability or continuity of keywords between the periods studied is shown in Figure 10.
3.2.1. Content analysis. Strategic diagrams
⌅The most significant results obtained after the word analysis for each period studied are then developed and discussed.
3.2.1.1. Period before 2000
⌅The first analysed period (from 1973 to 1999), the strategic diagram shows only two main themes, focusing on two areas: Physical Properties and Recycled Aggregate (Figure 5a).
The first one is the motor theme and it refers to the physical
properties of the aggregates as well as those of the concrete
manufactured with them; its strong centrality and high density (1/1)
indicates that it was a highly studied subject and co-appears quite
frequently. The most cited articles related to this topic are focused on
the investigation of RA properties and the concrete manufactured with
this granular material; in consequence they serve as a guide for the
production and evaluation of the RA, as well as for the design,
manufacture and use of RAC (125-127125.
Hansen, T.C. (1986) Recycled aggregates and recycled aggregate concrete
second state-of-the-art report developments 1945-198. Mater. Struct. 19 [111], 201-46.
126. Buck, A.D. (1977) Recycled concrete as a source of aggregate. J. Am. Concr. Inst. 74, [5] 212-219.
127.
Barra de Oliveira, M.; Vázquez-Ramonich, E. (1996) The influence of
retained moisture in aggregates from recycling on the properties of new
hardened concrete. Waste Manag. 16 [1-3], 113-117. https://doi.org/10.1016/S0956-053X(96)00033-5.
).
On the other hand, Recycled Aggregate is an issue that is becoming a motor theme and represents the beginning
of the use of RA in construction sector applications, which slowly but
certainly increasing in popularity. That is why the most cited studies
pay special attention to RA research (125125.
Hansen, T.C. (1986) Recycled aggregates and recycled aggregate concrete
second state-of-the-art report developments 1945-198. Mater. Struct. 19 [111], 201-46.
, 126126. Buck, A.D. (1977) Recycled concrete as a source of aggregate. J. Am. Concr. Inst. 74, [5] 212-219.
, 128128. Hansen, T.C.; Narud, H. (1983) Strength of recycled concrete made from crushed concrete coarse aggregate. Concr. Int. 5 [01], 79-83. Retrieved form https://www.concrete.org/publications/internationalconcreteabstractsportal.aspx?m=details&ID=9140.
),
focusing on the importance of RA quality (both physical and
mechanical), especially in the strength of the original concrete, in
order to obtain RAC of characteristic resistance suitable for a given
use.
3.2.1.2. Period 2000-2009
⌅During the
second period, it can be seen how the scientific activity of the studied
field has evolved, due to its growth compared to previous years in
thematic diversity, as well as in the increase in its h-index and in the
number of citations received for each new theme (Table 4). The strategic diagram in Figure 6a shows the detected issues, for example Recycling, Construction Materials and Masonry Mortars are well placed and have the largest number of associated documents (107107. Kou, S-C.; Poon, C-S.; Chan, D. (2004) Properties of steam cured recycled aggregate fly ash concrete. Int. RILEM Conf. use Recycl. Mater. Build. Struct. Barcelona. [1], 590-9.
, 3737.
Mymoon, M.; Mahendran, S.; Lakshmi-Poorna, R.; Suryakala, S. (2016)
Directions in self consolidating concrete research : A bibliometric
study. J Struct Eng. 43 [4], 329-340. Retrieved from https://www.scopus.com/inward/record.uri?eid=2-s2.0-85016088593&partnerID=40&md5=e631247174590589df97657ce1839ed5.
and 4949.
Jin, R.; Yuan, H.; Chen, Q. (2019) Science mapping approach to
assisting the review of construction and demolition waste management
research published between 2009 and 2018. Resour. Conserv. Recycl. 140, 175-188. https://doi.org/10.1016/j.resconrec.2018.09.029.
, respectively). For this reason, they have been categorised as motor issues. In addition, Aggregate Properties is an emerging topic that began to gain importance in the field studied; while Non-Structural Concretes Precast is a topic that in this period has not yet been developed.
Recycling has been the best developed and highest impact issue, with 107 associated items, a strong centrality and high density (1/1) (Table 4).
It also has the highest biometric indexes (h-index of 66 and 14872
citations). This means that 107, of the 112 documents published in this
period and related to the field of study (Figure 3b),
were focused on recycling. In related researches, great interest was
given to the environmental benefits of C&DW recycling, thus creating
an viable alternative to NA (7676. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
, 122122. Xiao, J.; Li, J.; Zhang, C. (2005) Mechanical properties of recycled aggregate concrete under uniaxial loading. Cem. Concr. Res. 35 [6], 1187-1194. https://doi.org/10.1016/j.cemconres.2004.09.020.
, 123123.
Etxeberria, M.; Vázquez-Ramonich, E.; Marí, A.R.; Barra de Oliveira, M.
(2007) Influence of amount of recycled coarse aggregates and production
process on properties of recycled aggregate concrete. Cem. Concr. Res. 37 [5], 735-742. https://doi.org/10.1016/j.cemconres.2007.02.002.
).
3.2.1.3. Period 2010-2019
⌅ Figure 7a shows the final time interval studied (2010 to 2019 inclusive), which includes a total of eight themes (Table 4). Three themes have been clearly identified as motor ones: Recycling, Sustainable Development and Durability Properties. In addition, the issue of Fine Aggregates has been considered as a basic theme that is becoming a well-developed
one. In turn, several basic, peripheral and emerging or undeveloped
themes have been identified in this period: these are Microstructural Analysis, Environmental Impact and Laboratory Tests, respectively. Finally, Road Pavement is a peripheral topic that, although relevant, has a poor relationship
with the analysed field to date. The increase in the number of articles
published in this period (Figure 3)
is directly related to the development of a large number of legal and
technical regulations that include the use of RA at a European level,
with the publication of the Waste Framework Directive (129129.
Parlamento Europeo; Consejo de la Unión Europea. (2008) Directiva
2008/98/CE del Parlamento Europeo y del Consejo de 19 de noviembre de
2008 sobre los residuos y por la que se derogan determinadas Directivas. DOUE. L 312 [22 de noviembre], 28.
), the national Royal Decree 105/2008 (130130.
Ministerio de la Presidencia. (2008) Real Decreto 105/2008, de 1 de
febrero, por el que se regula la producción y gestión de los residuos de
construcción y demolición. BOE. 38, [13 de febrero] 11. Retrieved form http://www.boe.es/boe/dias/2008/02/13/pdfs/A07724-07730.pdf.
) and Code on Structural Concrete EHE-08 (55. Ministerio de Fomento. (2008) EHE-08. Instrucción de Hormigón Estructual. BOE. 203, 35176-8.
),
which did not exist until the end of the second period studied. Most of
these regulations, together with the publication of Law 22/2011 on
Waste (131131. Jefatura del Estado. (2011) Ley 22/2011, de 28 de julio, de residuos y suelos contaminados. BOE. 181 [29 de julio], 56. Retrieved form http://www.minetur.gob.es/.
), expect the minimisation and control of the generation of C&DW in the UE (132132.
Solís-Guzmán, J.; Marrero, M.; Montes-Delgado, M.V.;
Ramírez-de-Arellano, A. (2009) A Spanish model for quantification and
management of construction waste. Waste Manag. 29 [9], 2542-2548. https://doi.org/10.1016/j.wasman.2009.05.009.
, 133133.
Corinaldesi, V.; Moriconi, G. (2009) Influence of mineral additions on
the performance of 100% recycled aggregate concrete. Constr. Build. Mater. 23 [8], 2869-2876. http://doi.org/10.1016/j.conbuildmat.2009.02.004.
)
to fulfil the objectives for 2020 to become an intelligent, sustainable
and inclusive economy, through a series of policies and actions aimed
at moving towards a low carbon economy with an efficient use of
resources (33.
Comisión Europea. (2014) COM 445. Comunicación de la comisión al
parlamento europeo, el consejo, el comité económico y social europeo y
el comité de las regiones. Oportunidades para un uso más eficiente de
los recursos en el sector de la construcción. Bruselas. 1-29.
, 134134. Comisión Europea. (2013) Decisión No 1386/2013/UE del parlamento europeo y del consejo de 20 de noviembre de
2013 relativa al Programa general de acción de la Unión en materia de
medio ambiente hasta 2020 “Vivir bien, respetando los límites de nuestro
planeta” (VII PMA). DOUE. [28 diciembre], 30.
, 135135.
Comisión Europea. (2012) COM 433. Comunicación de la comisión al
parlamento europeo y al consejo. Estrategia para una competitividad
sostenible del sector de la construcción y de sus empresas. Bruselas. [31 de julio], 1-16.
). A greater importance has been given to the use of these types of granular materials in different applications (1010.
Behera, M.; Bhattacharyya, S.K.; Minocha, A.K.; Deoliya, R.; Maiti, S.
(2014) Recycled aggregate from C&D waste & its use in concrete -
A breakthrough towards sustainability in construction sector: A review. Constr. Build. Mater. 68, 501-516. http://doi.org/10.1016/j.conbuildmat.2014.07.003.
, 136136.
Martín-Morales, M.; Zamorano, M.; Valverde-Palacios, I.; Cuenca-Moyano,
G.M.; Sánchez-Roldán, Z. (2013) Quality control of recycled aggregates
(RAs) from construction and demolition waste (CDW). In: Handbook of
Recycled Concrete and Demolition Waste Woodhead Publishing Limited.
2013. 270-303.
, 137137. Tam, V.W.Y.; Soomro, M.; Evangelista, A.C.J. (2018) A review of recycled aggregate in concrete applications (2000-2017) Constr. Build. Mater. 172, 272-292. https://doi.org/10.1016/j.conbuildmat.2018.03.240.
) since the publication of this law.
Recycling
has also been identified as the most important motor theme in this
period; it has shown the highest number of publications (674), as well
as a high density and strong centrality (1/1), meaning that it was a
theme of great interest and impact, as reflected in Table 4,
even more so than in the previous period. This fact indicates that
recycling is not only a field of research but it is a practical reality (7878. Evangelista, L.; de Brito, J. (2010) Durability performance of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 32 [1], 9-14. http://doi.org/10.1016/j.cemconcomp.2009.09.005.
, 112112.
Silva, R.V.; de Brito, J.; Dhir, R.K. (2014) Properties and composition
of recycled aggregates from construction and demolition waste suitable
for concrete production. Constr. Build. Mater. 65, 201-217.http://doi.org/10.1016/j.conbuildmat.2014.04.117.
, 138138.
Marinković, S.B.; Radonjanin, V.; Malešev, M.; Ignjatović, I.S. (2010)
Comparative environmental assessment of natural and recycled aggregate
concrete. Waste Manag. 30 [11], 2255-2264. https://doi.org/10.1016/j.wasman.2010.04.012.
),
and where the quality of the recycling process has a considerable
influence on the quality of the recycled material obtained (139139.
Pedro, D.; de Brito, J.; Evangelista, L. (2015) Performance of concrete
made with aggregates recycled from precasting industry waste: influence
of the crushing process. Mater Struct. 48, 3965-3978. http://doi.org/10.1617/s11527-014-0456-7.
).
3.2.2. Analysis of most significative thematic networks
⌅Recycling is a theme what is worth mentioning as it is one of the most characteristic topics for the field studied, even more so if it is analysed from the point of view of its thematic network. From the beginning, and until its consolidation in the third period, this topic maintains a common thread with Recycled Aggregate; this fact reflects its scientific evolution.
Figure 5b shows the network built with the keywords associated with the Recycled Aggregate theme during the first period; it reflects the connection between the
most significant nodes (thicker relationship lines). It can be further
observed that the strongest internal relationships are not related to
the central theme of the cluster but are established between the
recycled materials and the tests that must be performed for them (127127.
Barra de Oliveira, M.; Vázquez-Ramonich, E. (1996) The influence of
retained moisture in aggregates from recycling on the properties of new
hardened concrete. Waste Manag. 16 [1-3], 113-117. https://doi.org/10.1016/S0956-053X(96)00033-5.
, 140140. Topcu, I.B.; Güncan, N.F. (1995) Using waste concrete as aggregate. Cem. Concr. Res. 25 [7], 1385-1390.
),
or between the sustainable development of the construction sector and
how this has been influenced by the replacement percentage of natural
material by recycling (141141. Bairagi, N.K.; Vidyadhara, H.S.; Ravande, K. (1990) Mix design procedure for recycled aggregate concrete. Constr. Build. Mater. 4 [4], 188-193. https://doi.org/10.1016/0950-0618(90)90039-4.
, 142142.
Bairagi, N.K.; Ravande, K.; Pareek, V.K. (1993) Behaviour of concrete
with different proportions of natural and recycled aggregates. Resour. Conserv. Recycl. 9 [1-2], 109-126.
).
After analysing the network of the Recycling cluster during the second period (Figure 6b),
a significant relationship was observed between almost all nodes; this
means that the keywords co-appear in most documents, thus providing
great similarity between the elements. Despite this, the strong internal
connection between the RA from concrete and its recycling reflects the
fact that the recycling of concrete waste is beneficial and necessary
from the point of view of environmental preservation and the efficient
use of resources available (7676. Evangelista, L.; De Brito, J. (2007) Mechanical behaviour of concrete made with fine recycled concrete aggregates. Cem. Concr. Compos. 29 [5], 397-401.
, 122122. Xiao, J.; Li, J.; Zhang, C. (2005) Mechanical properties of recycled aggregate concrete under uniaxial loading. Cem. Concr. Res. 35 [6], 1187-1194. https://doi.org/10.1016/j.cemconres.2004.09.020.
, 123123.
Etxeberria, M.; Vázquez-Ramonich, E.; Marí, A.R.; Barra de Oliveira, M.
(2007) Influence of amount of recycled coarse aggregates and production
process on properties of recycled aggregate concrete. Cem. Concr. Res. 37 [5], 735-742. https://doi.org/10.1016/j.cemconres.2007.02.002.
).
3.2.3. Scientific evolution analysis
⌅Evolution of the main themes in the scientific field are shown in Figure 8 and it is possible to observe that Recycling is the most dominant issue (in the period 2010-2019) as it has a larger sphere, according to documents count. In a conceptual way, the evolution of this thematic area can be understood to the extent that, until the year 2000, the few related documents (Table 4) focused on the recycling of concrete to be used as RA which, when evolving to the Recycling group in 2000-2009 and merging with Physical Properties, it became the most important topic in the entire field investigated in 2010-2019.
Between the first and second period it is observed that the conceptual nexus (greater thickness of continuous lines) is identified between Physical Properties - Recycling and between Recycled Aggregates - Recycling. While between 2000-2009 and 2010-2019 the strongest link is observed between the following topic: Construction Materials - Sustainable Development, in addition, Recycling remained the most predominant thematic area, maintaining the same designation in both periods, although with a greater number of documents published when passing from one period to another.
Among the groups in the second period, Construction Materials merged with Sustainable Development, based on a non-conceptual link with Recycled Aggregate, in addition to incorporating part of its content to Fine Aggregates. In other words, they share some keywords with others clusters but are not the main item (see Figure 8). In turn, Masonry Mortars, integrated with the Physical Properties theme (from the first period), merged with Physical-Mechanical Properties and Non-Structural Concretes Precast to evolve as a new motor theme, called Durability Properties, in the last period studied. On the other hand, Construction Materials, together with Masonry Mortars, created a new theme in the 2010-2019 period called Fine Aggregates, in addition to the influence of keywords provided by the Physical Properties and Recycled Aggregates groups. As for the Non-Structural Concretes Precast group, it gains little importance, since it incorporates terms of Recycled Aggregates but then it has evolved only a little. Nevertheless, this theme incorporated new elements from various groups in the last period, such as Durability Properties, Road Pavement and Environmental Impact, helping these themes to reach a better position (Figure 7).
In the last period, different groups emerged that share part of their elements with other themes from the previous period, such as Road Pavement and Microstructural Analysis. Finally, Environmental Impact appeared as a thematic group, with a weak contribution of several themes (Construction Materials, Masonry Mortars, Non-Structural Concretes Precast and Physical-Mechanical Properties), by means of a non-conceptual nexus (discontinuous lines); even, a new cluster is created, Laboratory Test, without visible participation from other nodes.
Figure 9 shows the evolution of the main themes according to their h-index, where the size of the spheres or higher h-index of the themes Recycling, Durability Properties and Sustainable Development should be highlighted. Recycling is considered the thematic area with the greatest impact, as we have already seen, being central to the development of the field studied. The evolution of its h-index shows an upward trend, whose development stands out above the rest of the topics, with an h-index of 66 in the second period and 76 in the last period (Table 4). Although it started with low impact (Recycled Aggregate), it progressively became the origin of other research areas that are closely linked to Recycling, mainly in the last period (2010-2019), such as Sustainable development (h-index= 52) or Environmental impact (h-index=17).
Finally, Figure 10 shows the continuity of keywords shared between consecutive periods using a longitudinal map; that the keywords have increased considerably over the years, in parallel with an increase in the number of documents published (Figure 3). In fact, the field evolved from 31 word groups in the first period (1973 to 1999) to 96 in the second and 127 in the third. The increase in the number of keywords testifies to the growing thematic diversity discussed under the use of RA in different applications. Likewise, it is noticeable that the first and second periods share all of their words with the following period (31 and 96, respectively). 65 of the 96 words of the period 2000-2009 belong to the previous period; furthermore this one adds 31 new words to the next one (2010-2019). In addition, the index of stability between periods, whose value is 1, indicates that keywords do not disappear over time; this is a quite remarkable fact, which indicates that the field under investigation evolved in a solid way and is well consolidated.
4. CONCLUSIONS
⌅This document combines bibliometric performance analysis with content analysis of the selected studies, after a prior systematic review and through the use of the SciMAT and VOSviewer tools. An exhaustive analysis of the field of “Applications of recycled aggregates in the sector of construction” in international research from 1973 to 2019 was developed. The methodology used has allowed us to obtain the conclusions summarised below:
-
The analysis shows a remarkable growth of the field of study, in terms of the volume of documents and conceptual coherence, also, a lineal growth in matters of impact. Jorge de Brito and Chi-Sun Poon are the authors with the highest impacts, and have created a broad collaboration network with other researchers. Construction and Building Materials is the journal with the best metrics, given its multidisciplinary nature.
-
During the first two periods (until 2009), and as a consequence of the great importance of aggregate in the construction sector, the published studies focused mainly on RA recycling as an emerging theme, in view of the clear concern related to the environmental impacts associated with C&DW, among other issues. The research carried out in the last decade (2010-2019) highlights the interest in recycling as a result of the development of a large number of legal and technical regulations, but also because of more specific issues related to the treatment and management of C&DW. In relation to the conceptual evolution of the identified issues, the theme of Recycled Aggregate presented the greatest evolution over time, becoming part of the main group of the entire field under investigation: Recycling. In turn, the stability between periods is considered solid, because the keywords that describe the area under investigation reappear in their entirety in subsequent periods, indicating that the field is well consolidated and continues to evolve.
Therefore, it is possible to conclude that the most important thematic area is the recycling of C&DW to produce quality RA, giving priority not only to their type and origin, but also to the crushing and recycling process applied. Furthermore, although this issue is almost half a century old, it has not yet collapsed, showing an exponential growth trend. In addition, even if recycled material from the valorisation of C&DW is mainly used in the production of concrete, more and more applications have been found for it. Finally, it is anticipated that future research will be aimed at analysing the use of aggregates of a different nature than concrete (ceramic and mixed), as well as fine fraction in applications subject to less demanding regulations, such as, for example, masonry mortars, prefabricated non-structural, and green roofs.