Abstract
The effective treatment of waste to be used as a resource in future has a major role in achieving environmental sustainability and moving towards circular economy. The current research is aimed to provide in-depth detail regarding prominent trends and research themes, evolution, future research orientation, main characteristics, and mapping of research publications on waste management, technological innovation in circular economy domain from the year 2000 to 2021. Different analyses including text mining and bibliometric and content analyses were applied to answer the research question and provide the details on aforementioned variables. From the bibliometric analyses, a total of 1118 articles were drawn out from the Scopus database to conceptualize the core body of research. As a result, the following themes were identified: electronic waste, circular economy transition, plastic waste, bio-based waste management, lifecycle assessment, and ecological impacts, and construction and demolition waste management. The highlighted features, future research orientation, and prominent research perspective can provide guideline for future research to enrich the literature through conducting studies on provided research directions and help lead waste management and technological innovation policymakers, professionals, and practitioners in moving towards circular transition.
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Introduction
With rapid industrialization and economic development, the production of waste from various industries and sectors such as pharmaceutical, agriculture, logistics, and textile are enhancing throughout the world. According to Kawai and Tasaki (2016), the solid waste production will reach up to 2.2 billion tons by 2025. In such circumstances, countries across globe have been following measures to reduce waste by adopting green/circular practices, which is focused on closing the loop of supply chain. In simple words, it is the move towards circular economy (CRE) from linear method of production which creates more waste (Zhang et al. 2022; Tian et al. 2022). The circular practices are also focused on reducing waste at each level of production, i.e., from top to bottom, and intend to improve sustainable performance (Ranjbari et al. 2021). Although the adoption of green/circular practices can make better resource and waste management (WTM), the technological innovation (TI) has also revolutionized the way the industries operate and helped in effective implementation of green/circular practices. Through leveraging TI such as blockchain technology (BCT), Internet of Things (IoT), sensors, artificial intelligence (AI), and cloud computing (CLT) firms have redefined their business models such as redesigning personalized offerings to customers (Nambisan et al. 2017; Sheng et al. 2022; Umar et al. 2021a).
In recent years, studies have been conducted on WTM and TI corresponding to the CRE goals such as application of TI in WTM (Mastos et al. 2021) developing CRE indicators for WTM (Luttenberger 2020), drivers of CRE (Hina et al. 2022), drivers of WTM towards CRE through TI (Chauhan et al. 2021; Márquez and Rutkowski 2020; Khan et al., 2021a), and application of TI in CRE/green practices (Yu et al. 2022; Khan et al. 2021c; Umar et al. 2021a) managing e-waste in CRE (Gautam et al. 2022). Bibliometric analysis has helped scholars in gaining insight about publication in the area of WTM and TI towards CRE. Researchers have empirically analyzed the role of TI in WTM towards a CRE and developed various lines of WTM on broader outlook such as domestic waste (Yang et al. 2021), waste incineration (Matos and Sousa-Coutinho 2022), municipal solid waste (MSTW) (Molina-Peñate et al. 2022), and demolition waste (Yu et al. 2022). Nevertheless, the research on how TI can enable WTM in CRE context has not been elaborated in depth in the prior study (Chauhan et al. 2021) which is an impediment for TI, WTM and CRE professionals, and policy makers. Therefore, detailed map of trends and themes of WTM aligned with TI and CRE perspective is needed.
Thus, the current research work aims to provide in-depth detail about WTM with TI and its main characteristics, salient research trends and themes, evolution, and future research direction by scrutinizing the literature of WTM with TI in the context of CRE for the last two decades (2000–2021). To achieve the objectives of the current study, subsequent research questions were formulated:
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RQ1. How much the research on WTM with TI evolved in the area of CRE?
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RQ2. What are the prominent trends and themes of WTM and TI in CRE?
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RQ3. What can be the future research orientation on WTM and TI towards the CRE transition?
According to best the knowledge of the researchers, very few studies have comprehensively considered bibliometric analysis (BMA), text mining analysis (TMA), and content analyses (CTA) simultaneously on WTM and TI within the CRE context.
Therefore, the current study contributes by providing the background, main trends and themes, prominent patterns, and future research direction of WTM and TI in the context of CRE over last two decades as a mechanism to support professionals and policy makers in transition towards CRE and provide in-depth detail regarding aforementioned variables that need further explanation.
The current study is organized as follows: the “An overview on WTM and TI in CRE context” section indicates the overview on TI and WTM in the context of CRE while the “Research methodology” section illustrates the research methodology adopted followed by the results of BMA, text mining, and content analysis on the WTM and TI in the context of CRE in the “Results and discussion” section. Moreover, the “Implications and future research directions section elaborates the implications and avenues for future research while the “Conclusions” section demonstrates the conclusion and research limitations.
An overview on WTM and TI in CRE context
WTM is referred as a process of managing the discarded material from origin to disposal through gathering, transportation, and treatment (Tomić and Schneider 2020; Salmenperä et al. 2021). The implementation of sound WTM system can help minimize waste and harmful pollutants which caused the leftover of the waste (Nelles et al. 2016) to lead towards sustainable environment (Aghbashlo et al. 2019). In effective WTM system, wastes were recycled which help in lessening the excavating of primeval material (Ahirwar and Tripathi 2021; Zhang et al. 2021g; Satayavibul and Ratanatamskul 2021). Scholars have demonstrated WTM systems as an important element in CRE and mentioned some key strategies, namely Refuse/Rethink, Resell/reuse, Reduce, Repair, Remanufacture, Refurbish, Repurpose, Recover, Recycle, and Re-mine (Zhang et al. 2021d; Reike et al. 2018); all these strategies help mitigate pollution and prevent waste production. Although the implementation of WTM system can help attain sustainable environment, for its effective implementation scholars have given focus on the adoption of TI as innovation through technologies have the potential to improve and modernized the implementation of WTM systems (Umar et al. 2021b; Yu et al. 2021).
The literature on TI in the period surveyed shows that typical technologies include AI, autonomous robots, BCT, IoT, additive manufacturing, unmanned aerial vehicle or drones, radio frequency identification (RFID), cloud computing, augmented reality (AR) big data, and analytics electric vehicles (Zhang et al. 2021e; Strandhagen et al. 2017). The concept of waste is the central idea in various definitions of circular economy, according to Kirchherr et al. (2017) waste is the 6th most cited term among the definitions of CRE. Researchers have illustrated that the current momentum for CRE is to take actions for better management of waste globally, in this regard, Fletcher et al. (2021) and Di Foggia and Beccarello (2021) have indicated that WTM system can become sustainable through adoption of innovative technologies which help in achieving zero waste. Similarly, Kurniawan et al. (2022) have also elaborated that effective implementation of TI is a driving force in moving towards zero carbon strategies in CRE framework. The scholars were also of the view that the deployment of TI has promoted recycling, prevention, reuse, and reduction in waste before dumping of waste in lands and conserve the resources. The research studies on waste management has indicated that although the practitioners and policy makers had embraced the concept of zero waste but still there is need of more advancement in the zero waste domain (Ranjbari et al. 2021; Chen et al. 2021; Zhang et al. 2021a) and more research studies are needed to that provide guidelines to industries regarding circularity of resources (Saidani et al. 2019) and more standardized indicators of waste management should be developed.
Research methodology
The current study used quantitative and qualitative approaches in examining the prior literature on TI and WTM in CRE; the detail of which is presented in the sections elaborated below. The design of current research is presented in Fig. 1.
Data collection, scrubbing, and sampling
To effectively gather published articles in the current study, Scopus database is one prominent source of published materials used for the collection of data. The current study used following the strings (waste AND management AND green AND technology) to search for relevant publications in the field. The initial research was held during the first month of 2022 and was restricted to English language and peer-reviewed journal articles and the time period selected was from 2000 to 2021. According, to the criteria 1118 articles were got selected and used for analyses purpose. From the outcome, 1118 articles fulfill the criteria of selection, and were utilized for analysis. The selected data set was cleaned as it is a fundamental step in keyword-based analyses.
Data analysis
To determine the structure and evolution of the current research field, various analyses were employed the detail of which are provided in the sub-sections given below.
(i) Bibliometric analysis
In recent years, Bibliometric analysis BMA is being used in multiple areas for instance, in CRE (Sganzerla et al. 2021), open innovation (Gao et al. 2020), and sustainable supply chain, which is a powerful statistical analytical tool and a quantitative technique used to manage considerable quantity of scientific literature mapping and publications. It also helps in providing association between citations, articles, citation networks, and journals and provides in-depth detail about future research directions (Baker et al. 2020). In the current study, VOS viewer software was utilized to perform this analysis. Moreover, various bibliometric parameters were indicated to provide the bibliometric info of published articles in TI and WTM in the context of CRE.
(ii) Text mining analysis
It is a tool used for analyzing research trends and themes and helps in extraction of information from large number of documents in text form (Jung and Lee 2020), used by researchers in the field of CRE. This analysis captures the phrase pattern and semantic structures that best describe extensive amount of text data.
(iii) Content analysis
Content analysis (CTA) is a measurement method which is used to summarize and identify trends and can be used for both inductive and deductive research. In line with the research study held by Jia and Jiang (2018) and Schöggl et al. (2020), this analysis was applied in the current study to explain the findings. Moreover, the sample articles obtained in the current study were arranged in clusters with the help of data clustering technique, and through using qualitative CTA more than ten persuasive articles from each cluster were identified to examine the theoretical orientation of TI and WTM towards the CRE.
Results and discussion
To answer the research questions formulated in the current study, the results are illustrated in the section given below.
Delineation of prior research work
To address the first research question, indicators of BMA are elucidated below:
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Q1: How much the research on WTM with TI evolved in the area of CRE?
(i) Descriptive analysis: evolution of publications
Figure 2 demonstrates the published articles trend about WTM research with TI evolved within the CRE domain from 2000 to 2021. Out of the 1118 published articles, majority of the articles were published after 2009, indicating 90% of the current study sample. Thus, according to results, it can be stated that the WTM research with TI evolved within the CRE domain gained dominance from 2009. According to Goyal et al. (2021) and Singh et al. (2021), the significant increase in number of publications indicate that research on CRE has attained growing attention with in various domains such as TI and WTM .
(ii) Citation analysis: main authors and articles
Figure 3 indicates the citation analysis in term of years, in which it can be seen that the highest number of citations received by WTM research with TI towards CRE is after 2010. On the other hand, Table 1 illustrates productive authors in the period of study in which Tsang with 11 articles, Ok with 7, and Poon with 6 articles were the most productive authors.
The highest number of citation received by any article in a research domain is known as influential publication (Reid and Chen 2007). The vastly cited research articles in this study data set are illustrated in Table 2. From the mentioned articles, the article published in Renewable and Sustainable Energy Reviews journal was the highly cited article. It can also be seen that the highly cited articles in the current research are review articles which focused on WTM and TI towards CRE. One reason for this is that the WTM and TI have become the subject area of interest for researchers from last few years because of their fruitful outcomes in terms of improved economic and environmental performance. Another reason behind this is that the implementation of WTM and TI are formidable for policy developing bodies and still needs perfect guidance for professional entail in operations.
(iii) Collaboration analysis: institutions and countries
Figure 4 depicts the number of publications by each institution, in which it can be seen that Ministry of Education China is the dominant institution in WTM research with TI in the context of CRE with having 29 articles, while Hong Kong Polytechnic University, Chinese Academy of Sciences, Tsinghua University, and Universiti Teknologi Malaysia are the pioneers in WTM research with TI in the context of CRE with having 16, 16, 15, and 13 articles respectively. On the contrary, The University of Hong Kong and National University of Singapore with 9 and 8 articles respectively have slightest mature network out of the highest contributing institutions.
Out of 95 countries which are contributing to our sample, the top 15 which are contributing most to our sample are mentioned in Table 3 and Fig. 5. According to the results, China, India, USA, Malaysia, and Italy are those countries that have more focus on WTM and TI towards CRE and are pioneers in this research with 203, 178, 143, 74, and 69 articles respectively.
(iv) Coupling analysis for the clustering of data
Clustering is used to group the articles on the basis of similar properties to know and identify the research direction. VOSviewer software is used in the current study to employ bibliographic coupling analysis for data clustering. This analysis indicates the link between publications and cited references.
The following are the clusters of the articles CRE overview on TI and waste hierarchy: first cluster: conceptualization and implementation of CRE; second cluster: TI and WTM with in closed-loop SC; third cluster: CRE approach in plastic waste management. In each cluster, more than 12 top articles are listed (see Table 4). The detail on influencing articles and bibliographic coupling clusters are explained in the “Qualitative content analysis” section to uncover the research directions and main themes.
(v) Co-word analysis: identifying hotspots
The keywords used by the researchers in their research paper illustrate the main idea of the research. The co-word analysis can help in identifying research hotspots in research field on the basis of occurrence of words (Gao et al. 2020). The keywords list was cleaned properly, prior to co-occurrence analysis, only 2461 keywords were used in the analysis.
Core research trends and themes
The following research question is answered in the section explained below:
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Q2: What are the prominent trends and themes of WTM and TI in CRE?
The results of text mining illustrate that studies on WTM and TI in the domain of CRE have focused on following research themes: e-Waste, CRE transition, plastic waste, construction and demolition waste management, lifecycle assessment, and ecological impacts, bio-based waste management, MSTW. Table 5 demonstrates the research themes and trends.
The demand for electronic and electrical products are increasing across the globe in such a situation the management of e-waste has become a priority in almost all the countries including developing and developed (Wu et al. 2021; Sharma et al. 2020). The management of e-waste is of great importance as in-effective management of e-waste can adversely affect the social life and environment. Most of the studies on e-waste management are on pathways towards CRE in e-waste management (Xavier et al. 2021), e-waste minimization (Dzombak et al. 2019), valorization of e-waste (Ottoni et al. 2020), household e-waste awareness (Attia et al. 2021), and E-waste reverse logistics for CRE (Islam and Huda 2018).
The 2nd theme explains how the linear model transitioned to circular model with specifically focus on TI and WTM. Incapable mechanism for sorting, collecting, and distribution of waste and in-sufficient technological infrastructure make transition towards CRE complex and long (Shpak et al. 2020). For instance, creating industrial symbiosis and synergies on the bases of substitution of raw material, recycled material, or by product among industrial sectors (Alvarez and Ruiz-Puente 2017), mismanagement in end-of-life product management (Okafor et al. 2020), recovering of energy from waste (Priyadarshini and Abhilash 2020) and TI (Khan et al. 2021b), informal outlining of TI policies (Umar et al. 2021b), and CRE policies (Johansson and Henriksson 2020; Khan et al. 2022a) are some key challenges demonstrated in the literature towards implementation of CRE.
The increasing applications of plastic in businesses and social life have made WTM face many problems of ecological concerns such as limited recycling and pollution. The focused area in the context of plastic waste are explaining life cycle assessment of chemical recycling of plastic waste (Davidson et al. 2021), blockchain for plastic WTM (Steenmans et al. 2021), identifying key barriers in plastic recycling (Yin et al. 2021; Milios et al. 2018), responsibility of producer regarding plastic pollution in aquatic system (Chowdhury et al. 2021), recycling of polymers, plastic WTM strategies (Fletcher et al. 2021), evaluation of household recovery system and closing the loop of post-consumer plastic waste (Zhang et al. 2021f; Hahladakis and Iacovidou 2019), and quality of recycled plastic waste and contamination in plastic recycling (Khan et al. 2021d; Eriksen et al. 2018).
Construction and demolition waste which is generated during the construction process has been increasing across the globe (Kabirifar et al. 2020) and counted among the biggest waste stream (Gálvez-Martos et al. 2018). For green/sustainable operations, the waste generated through this stream must be recycled through green treatments (Jin et al. 2019). Researchers have conducted studies and developing strategies for managing this waste through circular principles (Esa et al. 2017; Khan et al. 2021d; Khan et al. 2022b), evaluation of barriers for effective deployment of CRE principles in Construction and Demolition WTM (Khan et al. 2; Mahpour 2018), application of TI in Construction and Demolition WTM (Li et al. 2020), attitude and behavior towards recycling of Construction and Demolition waste (Aslam et al. 2020).
The adoption of efficient WTM system in CRE is concentrated towards reducing of detrimental effects of waste generation on ecosystem and enhancing resource efficiency. Assessing the ecological effect of waste has always been an arduous challenge for providing policy framework and support to decision makers (Tsai et al. 2020). The major impediments and challenges of environmental evaluation within WTM are indicated through TMA results in lifecycle assessment and environmental impacts theme. For instance, textile recycling and reuse effect on environment (Sandin and Peters 2018). Land filling effect of MSTW on environment (Sauve and Van Acker 2020). How climate is effected through plastic waste (Kouloumpis et al. 2020), potential benefits of recycling (Gigli et al. 2019), ecological behavior of firms across globe towards WTM (Parajuly et al. 2020), municipal solid WTM (Torkayesh et al. 2021), lifecycle assessment model of end-of-life scenarios for WTM (Hou et al. 2018), and multi-waste management concept for CRE (Hidalgo et al. 2019).
From past few years, the generation of waste from household use and industrial activities are increasing across the globe (Namlis and Komilis 2019). According to Mallum et al. (2022), in 2016, 2.01 billion waste was generated across the globe which will increase in the years to come, becoming a global issue. The research on municipal WTM are more focused on recycling, reusing, and reducing practices in order to reduce waste and enhance the positive behavior of inhabitants (Sinthumule and Mkumbuzi 2019), providing funds for public to engage in municipal WTM (Shang et al. 2021; Petryk et al. 2019), measuring synergy among thermal treatments and recycling (Abis et al. 2020), generation of energy through municipal solid WTM (Valenzuela-Levi 2019), ecological influence of MSTW (Istrate et al. 2020), use of technology in municipal solid WTM and land filling (Nanda and Berruti 2021), and life cycle assessment of municipal solid WTM (Khandelwal et al. 2019).
From the results of text mining analysis, bio-based WTM was also found to be a main theme of WTM in CRE domain. The WTM of food posed a complex challenge in transition towards circular approach (Imbert 2017). Research work on this theme is chiefly focused on converting food waste into valuable resources (Tsai et al. 2020), bio-based CRE in organic WTM (Kaszycki et al. 2021), smart and advanced approaches for final disposal of food waste (Cecchi and Cavinato 2019), and bio-based active food packaging material (Asgher et al. 2020).
The results attained from TMA regarding research theme of TI and WTM in CRE enable mapping of TI and WTM areas about the articles published over years.
Qualitative content analysis
The bibliographic coupling analysis illustrates the clustering regarding TI and WTM in CRE domain (see Table 4). The significant and persuasive research papers in clusters are anatomized for content analysis in the current section.
First cluster: CRE overview on TI and waste hierarchy
The first cluster includes the influential research papers of the last 20 years; the details are the following: 2 articles were published during the year 2015, 1 in 2016, while 4 were in 2017, 2 in 2018, 1 in 2019, 2 in 2020, and 3 in 2021. Out of the articles that made this cluster 9 articles were from Journal of Cleaner Production, two articles from Bio resource Technology and Resources, Conservation & Recycling, one article each from Annals of Operations Research, Environmental Research, and Journal of Industrial Ecology. Iacovidou was the leading author, as appeared more than two times in the cluster.
The first group of articles in the cluster was the generic articles, whose findings can be applied to businesses and sectors. For instance, Van Ewijk and Stegemann (2016) provided the solution for barriers faced by waste hierarchy, and Iacovidou et al. (2017a) develop the instruments for measuring and monitoring with the aim to reduce waste from materials for waste management. In recent years, researchers moved towards integrating TI for more sustainable management of waste operations (Khan et al., 2021a; Shuhui et al. 2021).
The second group in the current cluster is highlighting the various vital industries. Out of the group articles, the most important WTM practices highlighted were the use of technologies in recovering municipal waste water (Liu et al. 2020); sewage waste treatment (Rajasulochana and Preethy 2016); recycling of glass (Sankar and Timo 2020), end-of-life e-waste management (Mayers et al. 2005), and recycling and reuse of textile (Sandin and Peters 2018). The illustrated articles in this cluster indicate that the waste must be changed to resource through using circular principles and deploying technologies. For instance, the sludge of sewerage can be used in production of energy and concrete (Rulkens 2008). Researchers also demonstrated that for improvement in zero waste system more technologies and waste-to-energy plants are needed to develop (Malinauskaite et al. 2017).
Second cluster: conceptualization and implementation of Circular economy
Most of the articles in cluster 2 are review papers and are on various outlooks such as geographical and historical which are the attempts to clarify and conceptualize CRE (Reike et al. 2018). According to researchers, WTM is emerged as the most related concept of CRE (Merli et al. (2018). In this line, impediments and drivers to TI for WTM in CRE domain are analyzed (De Jesus and Mendonça 2018; Pham et al. 2019). The remaining articles in the current cluster indicate the principles of CRE in various sectors such as construction (Adams et al. 2017), generation of energy from waste for CRE (Malinauskaite et al. 2017), and manufacturing industry (Lieder and Rashid 2016). The challenges regarding management of plastic waste are discussed in 4th cluster.
Third cluster: WTM in closed-loop supply chains
The mismanagement of waste caused severe environmental problems such as contamination of water, air, and land (Singh and Singh 2017) by effective execution of circular principles and valorizing WTM can be improved (Ferronato et al. 2019). In order to effectively manage and reduce solid waste and raw material for transition towards CRE, various impediments including budget, communication, employee, information technology and management with in supply chain must be managed (Shahbazi et al. 2016). The closed-loop supply chain facilitates WTM systems through forward and reserve logistics and effectively manages end of product life cycle in sustainable way (Shaharudin et al. 2017).
The design of product has a crucial role in term of recyclability and reparability in closed-loop supply chain (Krikke et al. 2003). The reuse and recycling of products are the best choices in reducing waste. The efficient management of product design regarding WTM and proper return management of products guarantees long-term sustainability. The use of TI in WTM process for providing online system to make appointments for collection of waste and monitoring performance within supply chain network was also effective (Gu et al. 2019). The adoption of TI also enabled design of closed-loop supply chains more transparent through providing interconnection and visibility in network. In recent years, e-waste management is critical challenge in WTM systems due to having adverse effects on social life and environment. Policy makers need to provide proper policy for e-waste management in unified way in context of closing the loop of supply chain (Shi et al. 2019).
Fourth cluster: CRE a pathway to manage plastic waste management
The alarming increase in plastic waste has pushed policy makers to provide effective strategies regarding management of plastic waste (Gill et al. 2021). European countries have set strict rules regarding plastic value chain, production, and consumption patterns in order to improve sustainability and adopted circular approach to reduce plastic waste (Foschi and Bonoli 2019). The plastic waste in form of packaging or products generated from household usage to be recycled was the top priority in transition to CRE (Khan et al. 2021a; Eriksen et al. 2018) for reducing its adverse effect on environment, sea, and wildlife. The adoption of circular principles also help in reducing carbon foot print and resource depletion generated from plastic waste (Jambeck et al. 2018).
Studies on plastic WTM elaborated recycling of superior quality plastic material produces better quality as compared to low quality material, the researchers also stated a direct link between plastic waste and recycling (Faraca and Astrup 2019). From 2017, China had banned on import of low material plastic raw material in order to improve the WTM system and resource efficiency (Iacovidou et al. 2019). The scholars have also illustrated that in order to enhance the circularity of plastic waste and resource efficiency firms need to improve quality of output products as well as set targets for recycling process (Van Eygen et al. 2018). The transition towards CRE and closing the loop of plastic is challenging and could be paved through technological advancement and improving product design (Eriksen et al. 2019). Prieto (2016) indicated that governmental policy makers and regulators need to standardize the rule regarding plastic waste and bio-degrade plastic waste in order to facilitate CRE. Moreover, researchers have stated that the adoption of CRE practices is the best strategy to reduce plastic waste and is the necessity in order to maintain a sustainable environment.
Implications and future research directions
The implications of the current study are illustrated in the current section to answer the RQ3 and provide insight gained from text mining, qualitative content, and bibliometric analyses.
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Q3: What are the future research orientation on WTM and TI towards the CRE transition?
After carefully analyzing the research studies on TI and WTM in CRE perspective, the following were the research gaps and the future research directions of the current study:
The implementation of TI in developed countries enabled them to improve their global WTM system towards a sustainable environment. For instance, the development of smart reverse system needs online system for monitoring and interaction among users for effect collection of waste, for this purpose IoT devices, were deployed for transparency and monitoring human activities and alert WTM centers to take decision timely, are the example of using TI in WTM system. However, research on the role of TI in WTM towards CRE is still less explored area and needs further clarification and justification especially in developing and under-developing countries. Therefore, moving towards effective adoption of TI in smart WTM system enhance sustainability and enable effective WTM process such as collection and separation. Minimizing the waste for improving environmental sustainability is timely and promising step and TI needed to be implemented to improve the WTM system towards CRE transition. Along with that, studies should be conducted on how humans and machines could interact to create value and long-term service to humanity within planetary boundaries in the context of industry 5.0.
As the two main streams of research regarding TI and WTM have gained momentous attention, firstly, the research on biosphere in CRE domain with the keywords (bio fuel, biochar, circular bio-economy, food waste, bio fuel) represents noteworthy research challenge which is needed to be studied to attain no or lesser waste in agricultural food sector. Secondly, plastic waste in recent years has gained increasing focus during COVID-19, where trade-offs between health safety of product and waste and environmental sustainability occur; these trade-offs still needed to be solved, optimized, and addressed by scholars. The resilience/flexibility of reverse supply chain can have a major role in responding the shortages or disruptions faced due to any future pandemic. More studies are encouraged to be held to provide a mechanism for managing the waste in times of disruption caused by any future pandemic.
Healthcare waste is also of great concern, as this type of waste contains infectious and hazardous material, which needs to be disposed sustainably. Deploying CRE models in healthcare especially dealing with clinical, pharmaceuticals, and medical waste is a great challenge which also needs greater engagements and efforts from various sectors. The core reason behind this is that the reusing or recovering and recycling of material in healthcare are more involved in hazardous, contaminated, and infectious sources that can render health risks to community. Based on results, research on WTM and TI in the context of CRE is still needed reliable and comprehensive research and policy framework regarding healthcare waste management. The research on healthcare sector is only limited to safely disposal of healthcare waste. Future studies are recommended to deploy TI for more advanced recycling and recovery of waste in healthcare sector. It is highly recommended that studies needed be held on how closed-looped supply chain can be managed in healthcare sector. Moreover, national plans for mitigating the waste generated and strategies for reusing non-hazardous waste to be drafted and provided with comprehensive discussion by the researchers.
The One Health approach is an integrated effort among interrelated sectors for environment and human health and linking food-producing organisms in order to attain health for environment, animals, and humans. However, research studies had conducted by the scholars on the effect of WTM on environment such as on textile recycling and reuse, MSTW management, and recovering resources from food waste, but less attention has been paid on human and animals health and wellbeing, specifically minimal research has conducted on WTM practices. Thus, it is recommended that future studies can be held on WTM by including One Health framework in policymaking and planning of waste for health promotion and disease prevention.
Conclusions
The current study is aimed to provide the map on TI and WTM research in the context of CRE for over two decades, explained the crucial research trends and themes, provide in-depth explanation about future research for better positioning, develop TI and WTM research in CRE, and map the evolution placed in the field over time. To achieve this, BMA, CTA, and TMA and mixed method approach were used to extract the information from the 1118 peer-reviewed journal articles published on Scopus from 2000 to 2021.
The results gained from the analyses indicate four clusters of TI and WTM in the context of CRE, including CRE perspectives on TI and waste hierarchy, conceptualization, and implementation of CRE, WTM in closed-loop supply chain, and CRE approach to plastic waste management. Along with that, the following main research themes of TI and WTM in the context of CRE were also identified including CRE transition, food waste, e-waste, municipal waste management, lifecycle assessment, and environmental effects, plastic waste, bio-based waste management, and construction and Demolition WTM which gained momentous in recent years as compared to liquid waste, carbon emission, and industrial ecology.
The present study findings elaborate the agenda of WTM and TI research and contribute considerably in positioning TI and WTM practices and activities align with CRE principles in the future. The landscape, map, and the prominent features of the WTM and TI research provided by the current study findings serve as a baseline for policy makers and practitioners and provide lead to future researchers to move towards CRE and support circular transition. Lastly, future directions on WTM and TI research to facilitate circular economy, human wellbeing, and sustainable environment were proposed. The future research direction provided in the current research help in (i) development of smart and sustainable WTM system through deploying TI and moving towards industry 5.0, (ii) establishing a framework that could help manage waste system without any disruption of future pandemic, and (iii) Consolidating the efforts of multidiscipline sectors in attaining ideal health of environment, animals and human through one health approach.
Following are the limitation of this study: Firstly, in the current study, data were clustered on the basis of bibliometric coupling, and it is recommended that future studies can use other data clustering techniques such as co-citation analysis. Secondly, this research has only considered Scopus database; future researchers can use both Scopus and Web of Science databases which will provide more in-depth detail in BMA. Lastly, this study has targeted only English language articles, and future studies can conduct non-English articles together with English articles to harmonize the findings of research.
Data availability
The datasets used and/or analyzed during the current study are available on reasonable request.
References
Abdallah T, Diabat A, Simchi-Levi D (2012) Sustainable supply chain design: a closed-loop formulation and sensitivity analysis. Prod Plan Control 23(2-3):120–133
Abis M, Bruno M, Kuchta K, Simon FG, Grönholm R, Hoppe M, Fiore S (2020) Assessment of the synergy between recycling and thermal treatments in municipal solid waste management in europe. Energies 13(23):6412
Aboelmaged M (2021) E-waste recycling behaviour: an integration of recycling habits into the theory of planned behaviour. J Clean Prod 278:124182
Adams KT, Osmani M, Thorpe T, Thornback J (2017) Circular economy in construction: current awareness, challenges and enablers. In: In Proceedings of the Institution of Civil Engineers-Waste and Resource Management, 170, 1 edn. Thomas Telford Ltd., London, pp 15–24
Aghbashlo M, Tabatabaei M, Soltanian S, Ghanavati H (2019) Biopower and biofertilizer production from organic municipal solid waste: an exergoenvironmental analysis. Renew Energy 143:64–76
Ahirwar R, Tripathi AK (2021) E-waste management: a review of recycling process, environmental and occupational health hazards, and potential solutions. Environ Nanotechnol Monit Manag 15:100409
Alhawari O, Awan U, Bhutta MKS, Ülkü MA (2021) Insights from circular economy literature: a review of extant definitions and unravelling paths to future research. Sustainability 13(2):859
Alvarez R, Ruiz-Puente C (2017) Development of the tool symbiosys to support the transition towards a circular economy based on industrial symbiosis strategies. Waste Biomass Valoriz 8(5):1521–1530
Arushanyan Y, Björklund A, Eriksson O, Finnveden G, Ljunggren Söderman M, Sundqvist JO, Stenmarck Å (2017) Environmental assessment of possible future waste management scenarios. Energies 10(2):247
Asgher M, Qamar SA, Bilal M, Iqbal HM (2020) Bio-based active food packaging materials: sustainable alternative to conventional petrochemical-based packaging materials. Food Res Int 137:109625
Aslam MS, Huang B, Cui L (2020) Review of construction and demolition waste management in China and USA. J Environ Manag 264:110445
Asselin A, Rabaud S, Catalan C, Leveque B, L’Haridon J, Martz P, Neveux G (2020) Product biodiversity footprint–a novel approach to compare the impact of products on biodiversity combining Life Cycle Assessment and Ecology. J Clean Prod 248:119262
Attia Y, Soori PK, Ghaith F (2021) Analysis of households’ e-waste awareness, disposal behavior, and estimation of potential waste mobile phones towards an effective e-waste management system in Dubai. Toxics 9(10):236
Bachmann J (2007) Will the circle be unbroken: a history of the US National Ambient Air Quality Standards. J Air Waste Manage Assoc 57(6):652–697
Baker HK, Pandey N, Kumar S, Haldar A (2020) A bibliometric analysis of board diversity: current status, development, and future research directions. J Bus Res 108:232–246
Bassi SA, Boldrin A, Faraca G, Astrup TF (2020) Extended producer responsibility: how to unlock the environmental and economic potential of plastic packaging waste? Resour Conserv Recycl 162:105030
Bjørnbet MM, Skaar C, Fet AM, Schulte KØ (2021) Circular economy in manufacturing companies: a review of case study literature. J Clean Prod 294:126268
Blank LM, Narancic T, Mampel J, Tiso T, O’Connor K (2020) Biotechnological upcycling of plastic waste and other non-conventional feedstocks in a circular economy. Curr Opin Biotechnol 62:212–219
Boldoczki S, Thorenz A, Tuma A (2020) The environmental impacts of preparation for reuse: a case study of WEEE reuse in Germany. J Clean Prod 252:119736
Brooks AL, Wang S, Jambeck JR (2018) The Chinese import ban and its impact on global plastic waste trade. Sci Adv 4(6):eaat0131
Cecchi F, Cavinato C (2019) Smart approaches to food waste final disposal. Int J Environ Res Public Health 16(16):2860
Chauhan A, Jakhar SK, Chauhan C (2021) The interplay of circular economy with industry 4.0 enabled smart city drivers of healthcare waste disposal. J Clean Prod 279:123854
Chen Y, Kusuma kumara E, Sivakumar V (2021) Investigation of finance industry on risk awareness model and digital economic growth. Annals of Operations Research (AOR). https://doi.org/10.1007/s10479-021-04287-7
Chowdhury GW, Koldewey HJ, Duncan E, Napper IE, Niloy MNH, Nelms SE, ... & Nishat B (2021). Plastic pollution in aquatic systems in Bangladesh: a review of current knowledge. Sci Total Environ, 761:143285.
Cole C, Gnanapragasam A, Cooper T, Singh J (2019) An assessment of achievements of the WEEE Directive in promoting movement up the waste hierarchy: experiences in the UK. Waste Manag 87:417–427
Dantas TE, De-Souza ED, Destro IR, Hammes G, Rodriguez CMT, Soares SR (2021) How the combination of Circular Economy and Industry 4.0 can contribute towards achieving the Sustainable Development Goals. Sustain Prod Consump 26:213–227
Davidson MG, Furlong RA, McManus MC (2021) Developments in the life cycle assessment of chemical recycling of plastic waste–a review. J Clean Prod 293:126163
De Jesus A, Mendonça S (2018) Lost in transition? Drivers and barriers in the eco-innovation road to the circular economy. Ecol Econ 145:75–89
Dhir A, Malodia S, Awan U, Sakashita M, Kaur P (2021) Extended valence theory perspective on consumers’e-waste recycling intentions in Japan. J Clean Prod 312:127443
Di Foggia G, Beccarello M (2021) Designing waste management systems to meet circular economy goals: The Italian case. Sustain Prod Consump 26:1074–1083
Dong L, Zhang H, Fujita T, Ohnishi S, Li H, Fujii M, Dong H (2013) Environmental and economic gains of industrial symbiosis for Chinese iron/steel industry: Kawasaki’s experience and practice in Liuzhou and Jinan. J Clean Prod 59:226–238
Dyczkowska J, Bulhakova Y, Łukaszczyk Z, Maryniak A (2020) Waste management as an element of the creation of a closed loop of supply chains on the example of mining and extractive industry. Manag Syst Prod Eng 28(1):60–69. https://doi.org/10.2478/mspe-2020-0010
Dzombak R, Antonopoulos C, Dillon HE (2019) Balancing technological innovation with waste burden minimization: an examination of the global lighting industry. Waste Manag 92:68–74
Egle L, Rechberger H, Zessner M (2015) Overview and description of technologies for recovering phosphorus from municipal wastewater. Resour Conserv Recycl 105:325–346
Elkhalifa S, Al-Ansari T, Mackey HR, McKay G (2019) Food waste to biochars through pyrolysis: a review. Resour Conserv Recycl 144:310–320
Eriksen MK, Pivnenko K, Olsson ME, Astrup TF (2018) Contamination in plastic recycling: influence of metals on the quality of reprocessed plastic. Waste Manag 79:595–606
Eriksen MK, Damgaard A, Boldrin A, Astrup TF (2019) Quality assessment and circularity potential of recovery systems for household plastic waste. J Ind Ecol 23(1):156–168
Esa MR, Halog A, Rigamonti L (2017) Developing strategies for managing construction and demolition wastes in Malaysia based on the concept of circular economy. J Mater Cycl Waste Manag 19(3):1144–1154
Faraca G, Astrup T (2019) Plastic waste from recycling centres: characterisation and evaluation of plastic recyclability. Waste Manag 95:388–398
Ferronato N, Rada EC, Portillo MAG, Cioca LI, Ragazzi M, Torretta V (2019) Introduction of the circular economy within developing regions: a comparative analysis of advantages and opportunities for waste valorization. J Environ Manag 230:366–378
Fletcher CA, Clair RS, Sharmina M (2021) A framework for assessing the circularity and technological maturity of plastic waste management strategies in hospitals. J Clean Prod 306:127169
Foschi E, Bonoli A (2019) The commitment of packaging industry in the framework of the European strategy for plastics in a circular economy. Adm Sci 9(1):18
Gallego-Schmid A, Mendoza JMF, Azapagic A (2018) Environmental assessment of microwaves and the effect of European energy efficiency and waste management legislation. Sci Total Environ 618:487–499
Gálvez-Martos JL, Styles D, Schoenberger H, Zeschmar-Lahl B (2018) Construction and demolition waste best management practice in Europe. Resour Conserv Recycl 136:166–178
Gao H, Ding XH, Wu S (2020) Exploring the domain of open innovation: bibliometric and content analyses. J Clean Prod 275:122580
Gautam A, Shankar R, Vrat P (2022) Managing end-of-life solar photovoltaic e-waste in India: A circular economy approach. J Bus Res 142:287–300
Gill YQ, Khurshid M, Abid U, Ijaz MW (2021) Review of hospital plastic waste management strategies for Pakistan. Environ Sci Pollut Res:1–14
Ghisellini P, Cialani C, Ulgiati S (2016) A review on circular economy: the expected transition to a balanced interplay of environmental and economic systems. J Clean Prod 114:11–32
Gigli S, Landi D, Germani M (2019) Cost-benefit analysis of a circular economy project: a study on a recycling system for end-of-life tyres. J Clean Prod 229:680–694
Govindan K, Soleimani H (2017) A review of reverse logistics and closed-loop supply chains: a Journal of Cleaner Production focus. J Clean Prod 142:371–384
Goyal S, Chauhan S, Mishra P (2021) Circular economy research: a bibliometric analysis (2000–2019) and future research insights. J Clean Prod 287:125011
Gu F, Zhang W, Guo J, Hall P (2019) Exploring “Internet+ Recycling”: Mass balance and life cycle assessment of a waste management system associated with a mobile application. Sci Total Environ 649:172–185
Guzzo D, Rodrigues VP, Mascarenhas J (2021) A systems representation of the Circular Economy: transition scenarios in the electrical and electronic equipment (EEE) industry. Technol Forecast Soc Chang 163:120414
Hadzic A, Voca N, Golubic S (2018) Life-cycle assessment of solid-waste management in city of Zagreb Croatia. J Mater Cycles Waste Manag 20(2):1286–1298. https://doi.org/10.1007/s10163-017-0693-2
Hahladakis JN, Iacovidou E (2019) An overview of the challenges and trade-offs in closing the loop of post-consumer plastic waste (PCPW): Focus on recycling. J Hazard Mater 380:120887
Haupt M, Vadenbo C, Hellweg S (2017) Do we have the right performance indicators for the circular economy?: insight into the Swiss waste management system. J Ind Ecol 21(3):615–627
Hidalgo D, Martín-Marroquín JM, Corona F (2019) A multi-waste management concept as a basis towards a circular economy model. Renew Sust Energ Rev 111:481–489
Hina M, Chauhan C, Kaur P, Kraus S, Dhir A (2022) Drivers and barriers of circular economy business models: where we are now, and where we are heading. J Clean Prod 333:130049
Horodytska O, Valdés FJ, Fullana A (2018) Plastic flexible films waste management–a state of art review. Waste Manag 77:413–425
Hou P, Xu Y, Taiebat M, Lastoskie C, Miller SA, Xu M (2018) Life cycle assessment of end-of-life treatments for plastic film waste. J Clean Prod 201:1052–1060
Huang B, Wang X, Kua H, Geng Y, Bleischwitz R, Ren J (2018) Construction and demolition waste management in China through the 3R principle. Resour Conserv Recycl 129:36–44
Hussain M, Malik M (2020) Organizational enablers for circular economy in the context of sustainable supply chain management. J Clean Prod 256:120375
Iacovidou E, Millward-Hopkins J, Busch J, Purnell P, Velis CA, Hahladakis JN, ... & Brown A (2017a). A pathway to circular economy: developing a conceptual framework for complex value assessment of resources recovered from waste. J Clean Prod 168, 1279-1288.
Iacovidou E, Velis CA, Purnell P, Zwirner O, Brown A, Hahladakis J, ... & Williams PT (2017b). Metrics for optimising the multi-dimensional value of resources recovered from waste in a circular economy: a critical review. J Clean Prod, 166, 910-938.
Iacovidou E, Velenturf AP, Purnell P (2019) Quality of resources: a typology for supporting transitions towards resource efficiency using the single-use plastic bottle as an example. Sci Total Environ 647:441–448
Imbert E (2017) Food waste valorization options: opportunities from the bioeconomy. Open Agric 2(1):195–204
Islam MT, Huda N (2018) Reverse logistics and closed-loop supply chain of Waste Electrical and Electronic Equipment (WEEE)/E-waste: a comprehensive literature review. Resour Conserv Recycl 137:48–75
Istrate IR, Iribarren D, Gálvez-Martos JL, Dufour J (2020) Review of life-cycle environmental consequences of waste-to-energy solutions on the municipal solid waste management system. Resour Conserv Recycl 157:104778
Jambeck J, Hardesty BD, Brooks AL, Friend T, Teleki K, Fabres J, ... & Wilcox C (2018). Challenges and emerging solutions to the land-based plastic waste issue in Africa. Mar Policy, 96, 256-263.
Jia F, Jiang Y (2018) Sustainable global sourcing: a systematic literature review and bibliometric analysis. Sustainability 10(3):595
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
Johansson N, Henriksson M (2020) Circular economy running in circles? A discourse analysis of shifts in ideas of circularity in Swedish environmental policy. Sustain Prod Consump 23:148–156
Jung H, Lee BG (2020) Research trends in text mining: Semantic network and main path analysis of selected journals. Expert Syst Appl 162:113851
Kabirifar K, Mojtahedi M, Wang C, Tam VW (2020) Construction and demolition waste management contributing factors coupled with reduce, reuse, and recycle strategies for effective waste management: a review. J Clean Prod 263:121265
Kacprzak M, Neczaj E, Fijałkowski K, Grobelak A, Grosser A, Worwag M, ... & Singh BR (2017). Sewage sludge disposal strategies for sustainable development. Environ Res, 156, 39-46.
Kaszycki P, Głodniok M, Petryszak P (2021) Towards a bio-based circular economy in organic waste management and wastewater treatment–the Polish perspective. New Biotechnol 61:80–89
Kawai K, Tasaki T (2016) Revisiting estimates of municipal solid waste generation per capita and their reliability. J Mater Cycl Waste Manag 18(1):1–13
Khan SA, Mathew M, Dominic PD, Umar M (2021a). Evaluation and selection strategy for green supply chain using interval-valued q-rung orthopair fuzzy combinative distance-based assessment. Environ Dev Sustain 1-33
Khan SAR, Godil DI, Umer M, Zhang Q, Muhammad Y, Akhtar H, Liang Z (2021b) Investigating the nexus between energy economic growth and environmental quality: A road map for the sustainable development. Sustainable Development 29(5):835–846. https://doi.org/10.1002/sd.2178
Khan SAR, Ponce P, Yu Z (2021c) Technological innovation and environmental taxes toward a carbonfree economy: An empirical study in the context of COP-21. J Environ Manage 298:113418– S0301479721014808. https://doi.org/10.1016/j.jenvman.2021.113418
Khan SAR, Yu Z, Sharif A (2021d) No silver bullet for de-carbonization: preparing for tomorrow today. Resour Policy 71:101942–S0301420720309727. https://doi.org/10.1016/j.resourpol.2020.101942
Khan SAR, Ponce P, Tanveer M, Aguirre-Padilla N, Mahmood H, Adeel S, Shah A (2021e) Technological innovation and circular economy practices: business strategies to mitigate the effects of COVID-19. Sustainability 13(15):8479. https://doi.org/10.3390/su13158479
Khan SAR, Umar M, Asadov A, Tanveer M, Yu Z (2022a) Technological revolution and circular economy practices: a mechanism of green economy. Sustainability 14(8):4524
Khan SAR, Yu Z, Umar M, Muhammad T (2022b) Green capabilities and green purchasing practices: A strategy striving towards sustainable operations. Bus Strategy Environ 31(4):1719–1729. https://doi.org/10.1002/bse.2979
Khan SAR, Yu Z, Farooq K (2022c) Green capabilities green purchasing and triple bottom line performance: Leading toward environmental sustainability. Bus Strategy Environ BSE. 3234. https://doi.org/10.1002/bse.3234
Khandelwal H, Dhar H, Thalla AK, Kumar S (2019) Application of life cycle assessment in municipal solid waste management: a worldwide critical review. J Clean Prod 209:630–654
Kirchherr J, Reike D, Hekkert M (2017) Conceptualizing the circular economy: an analysis of 114 definitions. Resour Conserv Recycl 127:221–232
Klemeš JJ, Van Fan Y, Tan RR, Jiang P (2020) Minimising the present and future plastic waste, energy and environmental footprints related to COVID-19. Renew Sust Energ Rev 127:109883
Koop SH, van Leeuwen CJ (2017) The challenges of water, waste and climate change in cities. Environ Dev Sustain 19:385–418
Kouloumpis V, Pell RS, Correa-Cano ME, Yan X (2020) Potential trade-offs between eliminating plastics and mitigating climate change: an LCA perspective on polyethylene terephthalate (PET) bottles in Cornwall. Sci Total Environ 727:138681
Krikke H, Bloemhof-Ruwaard J, Van Wassenhove LN (2003) Concurrent product and closed-loop supply chain design with an application to refrigerators. Int J Prod Res 41(16):3689–3719
Kumar A, Samadder SR (2017) A review on technological options of waste to energy for effective management of municipal solid waste. Waste Manag 69:407–422
Kurniawan TA, Liang X, O’Callaghan E, Goh H, Othman MHD, Avtar R, Kusworo TD (2022) Transformation of solid waste management in China: moving towards sustainability through digitalization-based circular economy. Sustainability 14(4):2374
Kushairi A, Soh Kheang L, Azman I, Elina H, Meilina O, Zanal B, Razman G, Shamala S, Ghulam K (2018) Oil palm economic performance IN Malaysia and R&D progress IN 2017. J Oil Palm Res 30:163–195
Lederer J, Gassner A, Kleemann F, Fellner J (2020) Potentials for a circular economy of mineral construction materials and demolition waste in urban areas: a case study from Vienna. Resour Conserv Recycl 161:104942
Lee CK, Chan TM (2009) Development of RFID-based reverse logistics system. Expert Syst Appl 36(5):9299–9307
Leissner S, Ryan-Fogarty Y (2019) Challenges and opportunities for reduction of single use plastics in healthcare: a case study of single use infant formula bottles in two Irish maternity hospitals. Resour Conserv Recycl 151:104462
Li CZ, Zhao Y, Xiao B, Yu B, Tam VW, Chen Z, Ya Y (2020) Research trend of the application of information technologies in construction and demolition waste management. J Clean Prod 263:121458
Lieder M, Rashid A (2016) Towards circular economy implementation: a comprehensive review in context of manufacturing industry. J Clean Prod 115:36–51
Liguori R, Faraco V (2016) Biological processes for advancing lignocellulosic waste biorefinery by advocating circular economy. Bioresour Technol 215:13–20
Liu Z, Mayer BK, Venkiteshwaran K, Seyedi S, Raju AS, Zitomer D, McNamara PJ (2020) The state of technologies and research for energy recovery from municipal wastewater sludge and biosolids. Curr Opin Environ Sci Health 14:31–36
Lopez de Sousa Jabbour AB, Jose C, Jabbour C, Filho MG, Roubaud D (2018) Industry 4.0 and the circular economy: a proposed research agenda and original roadmap for sustainable operations. Ann Oper Res 270(1-2):273–286. https://doi.org/10.1007/s10479-018-2772-8
Lu C, Zhang L, Zhong Y, Ren W, Tobias M, Mu Z, ... & Xue B (2015). An overview of e-waste management in China. J Mater Cycl Waste Manag 17(1), 1-12.
Luttenberger LR (2020) Waste management challenges in transition to circular economy–case of Croatia. J Clean Prod 256:120495
Ma M, Tam VW, Le KN, Li W (2020) Challenges in current construction and demolition waste recycling: a china study. Waste Manag 118:610–625
Mahpour A (2018) Prioritizing barriers to adopt circular economy in construction and demolition waste management. Resour Conserv Recycl 134:216–227
Mak TM, Iris KM, Wang L, Hsu SC, Tsang DC, Li CN, ... & Poon CS (2019). Extended theory of planned behaviour for promoting construction waste recycling in Hong Kong. Waste Manag 83:161-170.
Malinauskaite J, Jouhara H, Czajczyńska D, Stanchev P, Katsou E, Rostkowski P, ... & Spencer N (2017). Municipal solid waste management and waste-to-energy in the context of a circular economy and energy recycling in Europe. Energy, 141, 2013-2044.
Mallum I, Lim NHAS, Omolayo N (2022) Sustainable utilization of waste glass in concrete: a review. Silicon 14:3199–3214. https://doi.org/10.1007/s12633-021-01152-x
Manjunatha M, Preethi S, Mounika HG, Niveditha KN (2021) Life cycle assessment (LCA) of concrete prepared with sustainable cement-based materials. Mater Today: Proc 47:3637–3644
Marke A, Chan C, Taskin G, Hacking T (2020) Reducing e-waste in China’s mobile electronics industry: the application of the innovative circular business models. Asian Educ Dev Stud 9(4):591–610. https://doi.org/10.1108/AEDS-03-2019-0052
Márquez AJC, Rutkowski EW (2020) Waste management drivers towards a circular economy in the global south–The Colombian case. Waste Manag 110:53–65
Martín AJ, Mondelli C, Jaydev SD, Pérez-Ramírez J (2021) Catalytic processing of plastic waste on the rise. Chem 7(6):1487–1533
Mastos TD, Nizamis A, Terzi S, Gkortzis D, Papadopoulos A, Tsagkalidis N, Ioannidis D, Votis K, Tzovaras D (2021) Introducing an application of an industry 4.0 solution for circular supply chain management. J Clean Prod 300:126886. https://doi.org/10.1016/j.jclepro.2021.126886. S0959652621011057
Matos AM, Sousa-Coutinho J (2022) Municipal solid waste incineration bottom ash recycling in concrete: preliminary approach with Oporto wastes. Constr Build Mater 323:126548. https://doi.org/10.1016/j.conbuildmat.2022.126548. S0950061822002409
Mayers CK, France CM, Cowell SJ (2005) Extended producer responsibility for waste electronics: an example of printer recycling in the United Kingdom. J Ind Ecol 9(3):169–189
McDowall W, Geng Y, Huang B, Barteková E, Bleischwitz R, Türkeli S, ... &Doménech T (2017). Circular economy policies in China and Europe. J Ind Ecol, 21(3), 651-661.
Merli R, Preziosi M, Acampora A (2018) How do scholars approach the circular economy? A systematic literature review. J Clean Prod 178:703–722
Mian MM, Zeng X, Nasry AANB, Al-Hamadani SM (2017) Municipal solid waste management in China: a comparative analysis. J Mater Cycl Waste Manag 19(3):1127–1135
Miksa O, Chen X, Baležentienė L, Streimikiene D, Balezentis T (2020) Ecological challenges in life cycle assessment and carbon budget of organic and conventional agroecosystems: A case from Lithuania. Sci Total Environ 714:136850
Milios L, Christensen LH, McKinnon D, Christensen C, Rasch MK, Eriksen MH (2018) Plastic recycling in the Nordics: a value chain market analysis. Waste Manag 76:180–189
Mohtashami Z, Aghsami A, Jolai F (2020) A green closed loop supply chain design using queuing system for reducing environmental impact and energy consumption. J Clean Prod 242:118452
Molina-Peñate E, Sánchez A, Artola A (2022) Enzymatic hydrolysis of the organic fraction of municipal solid waste: optimization and valorization of the solid fraction for Bacillus thuringiensis biopesticide production through solid-state fermentation. Waste Manag 137:304–311
Nambisan S, Lyytinen K, Majchrzak A, Song M (2017) Digital innovation management: reinventing innovation management research in a digital world. MIS Q 41(1):223–238
Namlis KG, Komilis D (2019) Influence of four socioeconomic indices and the impact of economic crisis on solid waste generation in Europe. Waste Manag 89:190–200
Nanda S, Berruti F (2021) Municipal solid waste management and landfilling technologies: a review. Environ Chem Lett 19(2):1433–1456
Nelles M, Gruenes J, Morscheck G (2016) Waste management in Germany–development to a sustainable circular economy? Procedia Environ Sci 35:6–14
Ng HS, Kee PE, Yim HS, Chen PT, Wei YH, Lan JCW (2020) Recent advances on the sustainable approaches for conversion and reutilization of food wastes to valuable bioproducts. Bioresour Technol 302:122889
Nižetić S, Djilali N, Papadopoulos A, Rodrigues JJ (2019) Smart technologies for promotion of energy efficiency, utilization of sustainable resources and waste management. J Clean Prod 231:565–591
Okafor C, Ajaero C, Madu C, Agomuo K, Abu E (2020) Implementation of circular economy principles in management of end-of-life tyres in a developing country (Nigeria). AIMS Environ Sci 7:406–433
Ottoni M, Dias P, Xavier LH (2020) A circular approach to the e-waste valorization through urban mining in Rio de Janeiro, Brazil. J Clean Prod 261:120990
Pan SY, Du MA, Huang IT, Liu IH, Chang EE, Chiang PC (2015) Strategies on implementation of waste-to-energy (WTE) supply chain for circular economy system: a review. J Clean Prod 108:409–421
Parajuly K, Fitzpatrick C, Muldoon O, Kuehr R (2020) Behavioral change for the circular economy: A review with focus on electronic waste management in the EU. Resources Conserv Recycl: X 6:100035
Payne J, McKeown P, Jones MD (2019) A circular economy approach to plastic waste. Polym Degrad Stab 165:170–181
Pedram A, Yusoff NB, Udoncy OE, Mahat AB, Pedram P, Babalola A (2017) Integrated forward and reverse supply chain: a tire case study. Waste Manag 60:460–470
Penteado CSG, de Castro MAS (2021) Covid-19 effects on municipal solid waste management: what can effectively be done in the Brazilian scenario? Resour Conserv Recycl 164:105152
Petryk A, Malinowski M, Dziewulska M, Guzdek S (2019) The impact of the amount of fees for the collection and management of municipal waste on the percentage of selectively collected waste. J Ecol Eng 20(10):46–53
Pham TT, Kuo TC, Tseng ML, Tan RR, Tan K, Ika DS, Lin CJ (2019) Industry 4.0 to accelerate the circular economy: a case study of electric scooter sharing. Sustainability 11(23):6661
Prieto A (2016) To be, or not to be biodegradable that is the question for the bio-based plastics. Microb Biotechnol 9(5):652–657
Priyadarshini P, Abhilash PC (2020) Circular economy practices within energy and waste management sectors of India: a meta-analysis. Bioresour Technol 304:123018
Rajasulochana P, Preethy V (2016) Comparison on efficiency of various techniques in treatment of waste and sewage water–a comprehensive review. Resource-Effic Technol 2(4):175–184
Ramesh Kumar S, Shaiju P, O’Connor KE (2020) Bio-based and biodegradable polymers-state-of-the-art, challenges and emerging trends. Curr Opin Green Sustain Chem 21:75–81
Ranjbari M, Saidani M, Esfandabadi ZS, Wanxi P, Lam SS, Aghbashlo M, Quatraro F, Tabatabaei M (2021) Two decades of research on waste management in the circular economy: Insights from bibliometric text mining and content analyses. J Clean Prod 314:128009. https://doi.org/10.1016/j.jclepro.2021.128009. S0959652621022277
Raymond AJ, Tipton JR, Kendall A, DeJong JT (2020) Review of impact categories and environmental indicators for life cycle assessment of geotechnical systems. J Ind Ecol 24(3):485–499
Reid EF, Chen H (2007) Mapping the contemporary terrorism research domain. Int J Human-Comput Stud 65(1):42–56
Reike D, Vermeulen WJ, Witjes S (2018) The circular economy: new or refurbished as CE 3.0?—exploring controversies in the conceptualization of the circular economy through a focus on history and resource value retention options. Resour Conserv Recycl 135:246–264
Rekleitis G, Haralambous K-J, Loizidou M, Aravossis K (2020) Utilization of agricultural and livestock waste in anaerobic digestion (A.D): applying the biorefinery concept in a circular economy. Energies 13(17):4428. https://doi.org/10.3390/en13174428
Rulkens W (2008) Sewage sludge as a biomass resource for the production of energy: overview and assessment of the various options. Energy Fuel 22(1):9–15
Saidani M, Yannou B, Leroy Y, Cluzel F, Kendall A (2019) A taxonomy of circular economy indicators. J Clean Prod 207:542-559. https://doi.org/10.1016/j.jclepro.2018.10.014. S0959652618330221
Sakai SI, Yoshida H, Hirai Y, Asari M, Takigami H, Takahashi S, ... & Chi NK (2011). International comparative study of 3R and waste management policy developments. J Mater Cycl Waste Manag, 13(2), 86-102.
Salmenperä H, Pitkänen K, Kautto P, Saikku L (2021) Critical factors for enhancing the circular economy in waste management. J Clean Prod 280:124339
Sandin G, Peters GM (2018) Environmental impact of textile reuse and recycling–a review. J Clean Prod 184:353–365
Sankar KG, Timo K (2020) A review on the recycling of waste carbon fibre/glass fibre-reinforced composites: fibre recovery properties and life-cycle analysis. SN Applied Sciences 2(3):433. https://doi.org/10.1007/s42452-020-2195-4
Santagata R, Ripa M, Genovese A, Ulgiati S (2021) Food waste recovery pathways: challenges and opportunities for an emerging bio-based circular economy. A systematic review and an assessment. J Clean Prod 286:125490
Satayavibul A, Ratanatamskul C (2021) A novel integrated single-stage anaerobic co-digestion and oxidation ditch-membrane bioreactor system for food waste management and building wastewater recycling. J Environ Manag 279:111624
Sauve G, Van Acker K (2020) The environmental impacts of municipal solid waste landfills in Europe: a life cycle assessment of proper reference cases to support decision making. J Environ Manag 261:110216
Sazvar Z, Zokaee M, Tavakkoli-Moghaddam R, Salari SAS, Nayeri S (2021) Designing a sustainable closed-loop pharmaceutical supply chain in a competitive market considering demand uncertainty, manufacturer’s brand and waste management. Ann Oper Res:1–32
Schöggl JP, Stumpf L, Baumgartner RJ (2020) The narrative of sustainability and circular economy-a longitudinal review of two decades of research. Resour Conserv Recycl 163:105073
Sganzerla WG, Ampese LC, Mussatto SI, Forster-Carneiro T (2021) A bibliometric analysis on potential uses of brewer’s spent grains in a biorefinery for the circular economy transition of the beer industry. Biofuels Bioprod Biorefin 15(6):1965–1988
Shaharudin MR, Govindan K, Zailani S, Tan KC, Iranmanesh M (2017) Product return management: Linking product returns closed-loop supply chain activities and the effectiveness of the reverse supply chains. J Clean Prod 149:1144–1156. https://doi.org/10.1016/j.jclepro.2017.02.133. S0959652617303591
Shahbazi S, Wiktorsson M, Kurdve M, Jönsson C, Bjelkemyr M (2016) Material efficiency in manufacturing: Swedish evidence on potential, barriers and strategies. J Clean Prod 127:438–450
Shang K, Chen Z, Liu Z, Song L, Zheng W, Yang B, Liu S, Yin L (2021) Haze prediction model using deep recurrent neural network. Atmosphere 12(12):1625. https://doi.org/10.3390/atmos12121625
Sharma M, Joshi S, Kumar A (2020) Assessing enablers of e-waste management in circular economy using DEMATEL method: An Indian perspective. Environ Sci Pollut Res 27(12):13325–13338
Shayganmehr M, Kumar A, Garza-Reyes JA, Moktadir MA (2021) Industry 4.0 enablers for a cleaner production and circular economy within the context of business ethics: A study in a developing country. J Clean Prod 281:125280
Sheng H, Zhang Y, Wang W, Shan Z, Fang Y, Lyu W, Xiong Z (2022) High confident evaluation for smart city services. Front Environ Sci 10950055. https://doi.org/10.3389/fenvs.2022.950055
Sherwood J (2020a) Closed-loop recycling of polymers using solvents. Johnson Matthey Technol Rev:4–15
Sherwood J (2020b) The significance of biomass in a circular economy. Bioresour Technol 300:122755
Shi J, Zhou J, Zhu Q (2019) Barriers of a closed-loop cartridge remanufacturing supply chain for urban waste recovery governance in China. J Clean Prod 212:1544–1553
Shpak N, Kuzmin O, Melnyk O, Ruda M, Sroka W (2020) Implementation of a circular economy in Ukraine: the context of European integration. Resources 9(8):96
Shuhui Y, Zhang Y, Umar M, Shah A (2021) Empirical Investigation to assess the impact of ICT deployment in Supply Chain Management. J Adv Manuf Syst 1–17. https://doi.org/10.1142/S0219686722500160
Singh A (2019) Managing the uncertainty problems of municipal solid waste disposal. J Environ Manag 240:259–265
Singh J, Ordoñez I (2016) Resource recovery from post-consumer waste: important lessons for the upcoming circular economy. J Clean Prod 134:342–353
Singh RL, Singh PK (2017) Global environmental problems. In: Principles and applications of environmental biotechnology for a sustainable future. Springer, Singapore, pp 13–41
Singh S, Trivedi B, Dasgupta MS, Routroy S (2021) A bibliometric analysis of circular economy concept in E-waste research during the period 2008–2020. Mater Today: Proc 46:8519–8524
Sinthumule NI, Mkumbuzi SH (2019) Participation in community-based solid waste management in Nkulumane suburb, Bulawayo, Zimbabwe. Resources 8(1):30
Steenmans K, Taylor P, Steenmans I (2021) Blockchain technology for governance of plastic waste management: where are we? Soc Sci 10(11):434
Strandhagen JW, Alfnes E, Strandhagen JO, Vallandingham LR (2017) The fit of Industry 4.0 applications in manufacturing logistics: a multiple case study. Adv Manuf 5(4):344–358
Su B, Heshmati A, Geng Y, Yu X (2013) A review of the circular economy in China: moving from rhetoric to implementation. J Clean Prod 42:215–227
Thomsen M, Romeo D, Caro D, Seghetta M, Cong RG (2018) Environmental-economic analysis of integrated organic waste and wastewater management systems: a case study from Aarhus City (Denmark). Sustainability 10(10):3742
Tian Y, Yang Z, Yu X, Jia Z, Rosso M, Dedman S, Zhu J, Xia Y, Zhang G, Yang J, Wang J (2022) Can we quantify the aquatic environmental plastic load from aquaculture? Water Research 219:118551. https://doi.org/10.1016/j.watres.2022.118551. S0043135422005048
Tomić T, Schneider DR (2020) Circular economy in waste management–Socio-economic effect of changes in waste management system structure. J Environ Manag 267:110564. https://doi.org/10.1016/j.jenvman.2020.110564
Torkayesh AE, Malmir B, Asadabadi MR (2021) Sustainable waste disposal technology selection: the stratified best-worst multi-criteria decision-making method. Waste Manag 122:100–112
Tsai FM, Bui TD, Tseng ML, Wu KJ, Chiu AS (2020) A performance assessment approach for integrated solid waste management using a sustainable balanced scorecard approach. J Clean Prod 251:119740
Umar M, Khan SA, Yusliza MY, Ali S, Yu Z (2021a) Industry 4.0 and green supply chain practices: an empirical study. Int J Prod Perform Manag 71(3):814–832. https://doi.org/10.1108/IJPPM-12-2020-0633
Umar M, Khan SA, Muhammad Zia-ul-haq H, Yusliza MY, Farooq K. (2021b). The role of emerging technologies in implementing green practices to achieve sustainable operations. TQM J
Umar M, Ji X, Mirza N, Naqvi B (2021c) Carbon neutrality bank lending and credit risk: evidence from the Eurozone. J Environ Manage 296:113156. https://doi.org/10.1016/j.jenvman.2021.113156. S0301479721012184
Upadhyay A, Kumar A, Akter S (2021) An analysis of UK retailers’ initiatives towards circular economy transition and policy-driven directions. Clean Technol Environ Policy 24:1209–1217. https://doi.org/10.1007/s10098-020-02004-9
Vahdani B, Tavakkoli-Moghaddam R, Jolai F, Baboli A (2013) Reliable design of a closed loop supply chain network under uncertainty: an interval fuzzy possibilistic chance-constrained model. Eng Optim 45(6):745–765
Valenzuela-Levi N (2019) Factors influencing municipal recycling in the Global South: The case of Chile. Resour Conserv Recycl 150:104441
Van Ewijk S, Stegemann JA (2016) Limitations of the waste hierarchy for achieving absolute reductions in material throughput. J Clean Prod 132:122–128
Van Eygen E, Laner D, Fellner J (2018) Circular economy of plastic packaging: current practice and perspectives in Austria. Waste Manag 72:55–64
Winans K, Kendall A, Deng H (2017) The history and current applications of the circular economy concept. Renew Sust Energ Rev 68:825–833
Wojnowska-Baryła I, Kulikowska D, Bernat K (2020) Effect of bio-based products on waste management. Sustainability 12(5):2088
Wu X, Liu Z, Yin L, Zheng W, Song L, Tian J, Yang B, Liu S (2021) A haze prediction model in Chengdu based on LSTM. Atmosphere 12(11):1479. https://doi.org/10.3390/atmos12111479
Xavier LH, Ottoni M, Lepawsky J (2021) Circular economy and e-waste management in the Americas: Brazilian and Canadian frameworks. J Clean Prod 297:126570
Yadav G, Luthra S, Jakhar SK, Mangla SK, Rai DP (2020) A framework to overcome sustainable supply chain challenges through solution measures of industry 4.0 and circular economy: an automotive case. J Clean Prod 254:120112
Yang T, Xu J, Zhao Y, Gong T, Zhao R, Sun M, Xi B (2021) Classification technology of domestic waste from 2000 to 2019: a bibliometrics-based review. Environ Sci Pollut Res 28(21):26313–26324
Yu Z, Khan SAR, Umar M (2021) Circular economy practices and industry 4.0 technologies: a strategic move of automobile industry. Bus Strategy Environ 31(3):796–809. https://doi.org/10.1002/bse.2918
Yazdani M, Kabirifar K, Frimpong BE, Shariati M, Mirmozaffari M, Boskabadi A (2021) Improving construction and demolition waste collection service in an urban area using a simheuristic approach: a case study in Sydney, Australia. J Clean Prod 280:124138
Yin L, Wang L, Huang W, Liu S, Yang B, Zheng W (2021) Spatiotemporal analysis of haze in Beijing based on the multi-convolution model. Atmosphere 12(11):1408. https://doi.org/10.3390/atmos12111408
Yu S, Awasthi AK, Ma W, Wen M, Di Sarno L, Wen C, Hao JL (2022) In support of circular economy to evaluate the effects of policies of construction and demolition waste management in three key cities in Yangtze River Delta. Sustain Chem Pharm 26:100625
Zaborowska M, Bernat K, Pszczółkowski B, Wojnowska-Baryła I, Kulikowska D (2021) Anaerobic degradability of commercially available bio-based and oxo-degradable packaging materials in the context of their end of life in the waste management strategy. Sustainability 13(12):6818
Zamri MFMA, Hasmady S, Akhiar A, Ideris F, Shamsuddin AH, Mofijur M, ... & Mahlia TMI (2021). A comprehensive review on anaerobic digestion of organic fraction of municipal solid waste. Renew Sust Energ Rev, 137, 110637.
Zhang A, Venkatesh VG, Wang JX, Mani V, Wan M, Qu T (2021a) Drivers of industry 4.0-enabled smart waste management in supply chain operations: a circular economy perspective in china. Prod Plann Control 1–17. https://doi.org/10.1080/09537287.2021.1980909
Zhang F, Zhao Y, Wang D, Yan M, Zhang J, Zhang P, Ding T, Chen T, Chen C (2021b) Current technologies for plastic waste treatment: a review. J Clean Prod 282:124523
Zhang J, Zhang A, Huang C, Yu H, Zhou C (2021c) Characterising the resilient behaviour of pavement subgrade with construction and demolition waste under freeze–thaw cycles. J Clean Prod 300:126702
Zhang L, Huang M, Li M, Lu S, Yuan X, Li J (2021d) Experimental study on evolution of fracture network and permeability characteristics of bituminous coal under repeated mining effect. Nat Resour Res 31(1):463-486. https://doi.org/10.1007/s11053-021-09971-w
Zhang L, Li J, Xue J, Zhang C, Fang X (2021e) Experimental studies on the changing characteristics of the gas flow capacity on bituminous coal in CO2-ECBM and N2-ECBM. Fuel 291120115-S0016236120331124. https://doi.org/10.1016/j.fuel.2020.120115
Zhang Z, Tian J, Huang W, Yin L, Zheng W, Liu S (2021f) A haze prediction method based on Oone-dimensional convolutional neural network. Atmosphere 12(10):1327. https://doi.org/10.3390/atmos12101327
Zhang L, Huang M, Xue J, Li M, Li J (2021g) Repetitive mining stress and pore pressure effects on permeability and pore pressure sensitivity of bituminous coal. Nat Resour Res 30(6):4457-4476. https://doi.org/10.1007/s11053-021-09902-9
Zhang T, Wu X, Shaheen SM, Abdelrahman H, Ali EF, Bolan NS, Ok YS, Li G, Tsang DCW, Rinklebe J (2022) Improving the humification and phosphorus flow during swine manure composting: A trial for enhancing the beneficial applications of hazardous biowastes. J Hazard Mater 425:127906–S0304389421028752. https://doi.org/10.1016/j.jhazmat.2021.127906
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This research is supported by the Beijing Key Laboratory of Urban Spatial Information Engineering (NO. 20210218).
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MT, SARK, and MU: conceptualization, methodology software. MU, IUH: writing-original draft preparation. SARK, ZY, MJS, and IUH.: data collection, visualization, investigation. MT, SARK, MU, MJS, and ZY.: software, validation. Z.Y., and IUH: writing-reviewing and editing.
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Tanveer, M., Khan, S.A.R., Umar, M. et al. Waste management and green technology: future trends in circular economy leading towards environmental sustainability. Environ Sci Pollut Res 29, 80161–80178 (2022). https://doi.org/10.1007/s11356-022-23238-8
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DOI: https://doi.org/10.1007/s11356-022-23238-8