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Sirimewan D, Kunananthaseelan N, Raman S, Garcia R, Arashpour M. Optimizing waste handling with interactive AI: Prompt-guided segmentation of construction and demolition waste using computer vision. WASTE MANAGEMENT (NEW YORK, N.Y.) 2024; 190:149-160. [PMID: 39321600 DOI: 10.1016/j.wasman.2024.09.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2024] [Revised: 09/13/2024] [Accepted: 09/20/2024] [Indexed: 09/27/2024]
Abstract
Optimized and automated methods for handling construction and demolition waste (CDW) are crucial for improving the resource recovery process in waste management. Automated waste recognition is a critical step in this process, and it relies on robust image segmentation techniques. Prompt-guided segmentation methods provide promising results for specific user needs in image recognition. However, the current state-of-the-art segmentation methods trained for generic images perform unsatisfactorily on CDW recognition tasks, indicating a domain gap. To address this gap, a user-guided segmentation pipeline is developed in this study that leverages prompts such as bounding boxes, points, and text to segment CDW in cluttered environments. The adopted approach achieves a class-wise performance of around 70 % in several waste categories, surpassing the state-of-the-art algorithms by 9 % on average. This method allows users to create accurate segmentations by drawing a bounding box, clicking, or providing a text prompt, minimizing the time spent on detailed annotations. Integrating this human-machine system as a user-friendly interface into material recovery facilities enhances the monitoring and processing of waste, leading to better resource recovery outcomes in waste management.
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Affiliation(s)
- Diani Sirimewan
- Department of Civil Engineering, Faculty of Engineering, Monash University, Melbourne, Australia.
| | - Nilakshan Kunananthaseelan
- Department of Electrical and Computer Systems Engineering, Faculty of Engineering, Monash University, Melbourne, Australia.
| | - Sudharshan Raman
- Civil Engineering Discipline, School of Engineering, Monash University, Malaysia.
| | - Reyes Garcia
- School of Engineering, University of Warwick, Coventry, United Kingdom.
| | - Mehrdad Arashpour
- Department of Civil Engineering, Monash University, Melbourne, Australia.
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Tennakoon GA, Rameezdeen R, Chileshe N. Identifying factors affecting the low uptake of reprocessed construction materials: A systematic literature review. WASTE MANAGEMENT & RESEARCH : THE JOURNAL OF THE INTERNATIONAL SOLID WASTES AND PUBLIC CLEANSING ASSOCIATION, ISWA 2023; 41:781-800. [PMID: 36377595 PMCID: PMC10108343 DOI: 10.1177/0734242x221135244] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 10/04/2022] [Indexed: 06/16/2023]
Abstract
The success of demolition waste reverse logistics supply chains (DWRLSCs) depend on the market uptake of reprocessed construction materials (RCMs) since resource recovery will not be viable without a well-developed consumption process. However, usage of RCMs is sparse while there is also limited focus in existing research on their market uptake. Therefore, this systematic literature review (SLR) attempts to discern trends in research on the use of RCMs and identify factors that limit their uptake. 52 articles from three databases published between 2000 and 2021 were selected for descriptive and content analyses. Descriptive analysis showed growing research interest in the area over the last 5 years. Content analysis was underpinned by Attitude-Behaviour-Context (ABC) Theory which focuses on pro-environmental consumer decisions. As predicted by the theory, a mix of personal and contextual factors affect the low uptake of RCMs. Negative attitudes, reluctance to change the status quo and limited decision-making capabilities were identified as personal factors that limit the use of RCMs. Similarly, contextual factors such as price, quality, information availability, market availability, sourcing lead times and lack of regulations, standards, and specifications inhibit the use of such materials. The review also proposes several future research directions to expand knowledge around this domain.
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Affiliation(s)
- Gihan Anuradha Tennakoon
- Gihan Anuradha Tennakoon, University of
South Australia, Mawson Lakes Campus, Mawson Lakes Boulevard, Mawson Lakes SA
5095, Australia.
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Tennakoon GA, Rameezdeen R, Chileshe N. Diverting demolition waste toward secondary markets through integrated reverse logistics supply chains: A systematic literature review. WASTE MANAGEMENT & RESEARCH : THE JOURNAL OF THE INTERNATIONAL SOLID WASTES AND PUBLIC CLEANSING ASSOCIATION, ISWA 2022; 40:274-293. [PMID: 34034580 DOI: 10.1177/0734242x211021478] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
Construction industry has adopted reverse logistics (RL) concept to manage high volumes of demolition waste (DW). However, DW RL supply chains (RLSCs) were found to be suffering from uncertainties, information deficiencies, and uncoordinated material flows. Improving supply chain integration (SCI), specifically external integration, across DW RLSCs was identified as a possible solution to overcome such problems. Despite this, studies that focus on external integration in DW RLSCs are limited. Using a systematic literature review (SLR), this study explores external integration in DW RLSCs. Sixty-six articles from three databases published between 2006 and 2020 were subjected to descriptive and content analysis. Arrangement of material, information, and financial flows across DW RLSCs, inhibitors of external integration, and potential measures for improving external integration were analyzed. Accordingly, material, information, and financial flows across DW RLSCs were mapped, and inhibitors of external integration, along with potential measures for improving external integration were identified. As the key outcome of this SLR, these findings were developed into a conceptual framework, which shows the main factors that inhibit and improve external integration in DW RLSCs. The framework will be useful in guiding further empirical research and informing industry practice. Several future research directions are also proposed to expand knowledge around the research domain.
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Affiliation(s)
- G A Tennakoon
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, South Australia, Australia
| | - Raufdeen Rameezdeen
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, South Australia, Australia
| | - Nicholas Chileshe
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, South Australia, Australia
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Minimizing Macro-Level Uncertainties for Quality Assurance in Reverse Logistics Supply Chains of Demolition Waste. SUSTAINABILITY 2021. [DOI: 10.3390/su132313069] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
In light of the increasing detrimental effects on sustainability, the reverse logistics supply chain (RLSC) has emerged as one of the remedies in the construction industry, whereby the bulk of demolition waste (DW) is returned into the production cycle. Quality assurance (QA) plays an important role in RLSCs, which needs an information-rich environment enriched with external stakeholders’ influence strategies. However, due to ineffective external stakeholders’ influence, useful information is not available, making macro-level uncertainties for QA. Given this, the current study aimed to identify the macro-level uncertainties for QA in the RLSC of DW. The study used a qualitative approach involving 21 semi-structured interviews representing five external stakeholder categories. The study found the regulatory uncertainties are the root causes that propagate through incentivizing and contractual uncertainties to influence QA in the RLSC. The external stakeholders could employ measures such as ‘reforming regulatory instruments’, ‘employing effective incentivizing schemes’ and ‘active involvement of forward supply chain actors’ to minimize uncertainties at their source. The external and internal stakeholders can use these findings as a roadmap to determine suitable measures to overcome macro-level uncertainties in the RLSC. Furthermore, the study paved an avenue to integrate stakeholder theory and organizational information processing theory (OIPT) in future research.
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Wijewickrama M, Chileshe N, Rameezdeen R, Ochoa JJ. Information-centric influence strategies for quality assurance in reverse logistics supply chains: external stakeholders' perspective. BENCHMARKING-AN INTERNATIONAL JOURNAL 2021. [DOI: 10.1108/bij-05-2021-0276] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/30/2023]
Abstract
Purpose
The purpose of this paper is twofold: firstly, to identify the information-centric strategies of external stakeholders that influence the quality assurance (QA) in the reverse logistics supply chains (RLSC) of demolition waste (DW) and, secondly, to recognize the determinants for using each strategy.
Design/methodology/approach
Semi-structured interviews were conducted with 21 professionals representing five external stakeholder groups: state and local government agencies, non-government organizations (NGOs), forward supply chain upstream and downstream actors. The data was analyzed based on Creswell's five-step process, and the conventional content analysis was used for coding and generating themes.
Findings
The study found seven information-centric influence strategies: regulating, monitoring, leading, incentivizing, demolition approval, forming contracts and specifications. The state government organizations were the most dominant in influencing the QA in RLSC. All external stakeholders use both aggressive and cooperative strategies. The urgent, legitimate and economic core of the issue decides the type of strategy to exert an information-centric influence over the QA in RLSC of DW.
Originality/value
To the author's best knowledge, this study is one of the first investigations performed based on a theoretical basis within the context of RLSC in the construction industry (CI). This study used empirical data to elaborate the stakeholder theory while providing new knowledge on stakeholder influence, particularly those relevant to information sharing. Thus, this study developed a theoretical base that future researchers in the study domain could use.
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Flygansvær B, Samuelsen AG, Støyle RV. The power of nudging: how adaptations in reverse logistics systems can improve end-consumer recycling behavior. INTERNATIONAL JOURNAL OF PHYSICAL DISTRIBUTION & LOGISTICS MANAGEMENT 2021. [DOI: 10.1108/ijpdlm-12-2020-0389] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
PurposeResearch shows a recycling behavior gap where end consumers are positive towards recycling but do not act in accordance with their intentions. Such a gap creates challenges for reverse logistics systems. The purpose of this paper is to investigate how adaptations in reverse logistics systems towards end consumers-turned-suppliers can improve recycling behavior.Design/methodology/approachA framework with three propositions is developed and evaluated empirically using a two-group dependent post-test quasi-experimental design. The empirical setting is recycling of household waste. Three interventions are evaluated as: (1) the social norms nudge, (2) the distance nudge and (3) the availability nudge.FindingsThe results show that nudging improved recycling action behavior for the experimental group. Control group behavior remained constant.Research limitations/implicationsThis paper suggests that the end-consumer’s role as suppliers needs to be included more actively into reverse logistics systems for products to enter the preferred loops of recycling in the circular economy.Originality/valueA new field of climate psychology is used to explain challenges in reverse logistics systems and nudging is demonstrated as a tool with which to deal with them. The study also shows how quasi-experiments can be applied in logistics research.
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Abstract
Mobile phone consumers have been motivated by the rapid growth of technology and encouraged to update their devices regularly to keep up with new innovations, architectures, and capabilities. Consequently, mobile/cell phone waste has risen significantly in the last decade. Due to their small size, it is convenient for users to keep outdated or unused mobile phones at home or the office, rather than recycling them appropriately. A reverse supply chain (RSC) is one possible method of mitigating the questionable e-waste activity present in the ecosystem. RSC has been significant for the mobile phone industry, user states, analysts, and scholars. This paper reviews the available literature in the RSC management (RSCM) domain, along with its processes and strategies. The paper reviews 223 published scholarly papers in the domain of mobile phone waste recycling and investigates 22 papers related to factors influencing consumers’ intention with regard to electronic recycling, focusing on mobile devices, which contribute significantly to electronic waste management practices.
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Yadav S, Luthra S, Garg D. Modelling Internet of things (IoT)-driven global sustainability in multi-tier agri-food supply chain under natural epidemic outbreaks. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2021; 28:16633-16654. [PMID: 33389466 PMCID: PMC7778729 DOI: 10.1007/s11356-020-11676-1] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 09/02/2020] [Accepted: 11/13/2020] [Indexed: 06/12/2023]
Abstract
Epidemic outbreak (COVID-19, SARS-CoV-2) is an exceptional scenario of agri-food supply chain (AFSC) risk at the globalised level which is characterised by logistics' network breakdown (ripple effects), demand mismatch (uncertainty), and sustainable issues. Thus, the aim of this research is the modelling of the sustainable based multi-tier system for AFSC, which is managed through the different emerging application of Internet of things (IoT) technology. Different IoT technologies, viz., Blockchain, robotics, Big data analysis, and cloud computing, have developed a competitive AFSC at the global level. Competitive AFSC needs cautious incorporation of multi-tiers suppliers, specifically during dealing with globalised sustainability issues. Firms have been advancing towards their multi suppliers for driving social, environments and economical practices. This paper also studies the interrelationship of 14 enablers and their cause and effect magnitude as contributing to IoT-based food secure model. The methodology used in the paper is interpretative structural modelling (ISM) for establishing interrelationship among the enablers and Fuzzy-Decision-Making Trial and Evaluation Laboratory (F-DEMATEL) to provide the magnitude of the cause-effect strength of the hierarchical framework. This paper also provides some theoretical contribution supported by information processing theory (IPT) and dynamic capability theory (DCT). This paper may guide the organisation's managers in their strategic planning based on enabler's classification into cause and effect groups. This paper may also encourage the mangers for implementing IoT technologies in AFSC.
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Affiliation(s)
- Sanjeev Yadav
- Department of Mechanical Engineering, National Institute of Technology, Kurukshetra, Haryana 136119 India
| | - Sunil Luthra
- Department of Mechanical Engineering, Ch. Ranbir Singh State Institute of Engineering and Technology, Jhajjar, Haryana 124103 India
| | - Dixit Garg
- Department of Mechanical Engineering, National Institute of Technology, Kurukshetra, Haryana 136119 India
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Wijewickrama M, Chileshe N, Rameezdeen R, Ochoa JJ. Quality assurance in reverse logistics supply chain of demolition waste: A systematic literature review. WASTE MANAGEMENT & RESEARCH : THE JOURNAL OF THE INTERNATIONAL SOLID WASTES AND PUBLIC CLEANSING ASSOCIATION, ISWA 2021; 39:3-24. [PMID: 33124964 DOI: 10.1177/0734242x20967717] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/11/2023]
Abstract
The reverse logistics supply chain (RLSC) facilitates the greening of the traditional construction industry supply chain. Despite the growing interest in this approach, limited studies focus on quality assurance (QA) in RLSC, which is crucial to resolve the issue of the low quality in reprocessed products. This study aims to explore the elements which contribute to the QA of RLSC of demolition waste (DW) by conducting a systematic literature review (SLR). A total of 91 articles available in six search engines between 2000 and 2019 were exposed to descriptive and content analysis. The descriptive analysis revealed that most of the articles were experimental studies (35%) and published during the recent period of 2013-2019 (64%). Furthermore, 60% of articles were originated from developed countries while 32% originated from developing countries. The results of the content analysis established that an information-centric integrated system of process, people, policy and technology is needed for QA in RLSC, which is supported by government, regulatory bodies, industry and universities/research institutions. The study addresses the existing gap by proposing a conceptual framework, which could be considered as the foundation in enforcing QA in the RLSC of DW. Finally, the implications for research and practice and some recommendations for further research were presented. The study facilitates in paving the path to sustainable development through building the foundation to enforce QA in RSLC of DW.
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Affiliation(s)
- Mkcs Wijewickrama
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, Australia
| | - Nicholas Chileshe
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, Australia
| | - Raufdeen Rameezdeen
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, Australia
| | - J Jorge Ochoa
- UniSA STEM, Scarce Resources and Circular Economy (ScaRCE), University of South Australia, Adelaide, Australia
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Nagariya R, Kumar D, Kumar I. Service supply chain: from bibliometric analysis to content analysis, current research trends and future research directions. BENCHMARKING-AN INTERNATIONAL JOURNAL 2020. [DOI: 10.1108/bij-04-2020-0137] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
PurposeThe purpose of this study is to carry out the systematic literature review, bibliometric analysis and content analysis of extant literature of service supply chain (SSC).Design/methodology/approachSystematic literature review (SLR) technique was used for identifying the research papers. In the first step after reading titles, abstracts and keywords and, full-length articles wherever required, papers not related to SSC were removed. In second steps papers were read more critically and papers not related to SSC were removed. Finally on 502 papers bibliometric and content analysis was further carried out. Content analysis was based on the clusters formed by bibliographic coupling. Further, content analysis of the recent articles revealed the current research trends and research gaps.FindingsThis paper identified the six existing research diversifications in SSC as (1) logistics SSC, (2) model, framework and conceptual papers, (3) third-party logistics service providers, (4) articles from various perspective, (5) measurement of quality and performance on services and (6) impact of adoption of technology, cooperation and branding on logistics service providers. Further, six future research directions are also provided.Practical implicationsThis research provides a clear view of the progression of publication, research diversification, research themes of six identified clusters, sub-themes of clusters and content analysis of each cluster. Content analysis of recent articles reveals the current research trend and future research directions.Originality/valueThis is a first of its kind of study which presents the diversification of research areas within SSC, bibliometric analysis, content analysis and provides actionable future research direction.
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Kumar A, Singh RK, Modgil S. Exploring the relationship between ICT, SCM practices and organizational performance in agri-food supply chain. BENCHMARKING-AN INTERNATIONAL JOURNAL 2020. [DOI: 10.1108/bij-11-2019-0500] [Citation(s) in RCA: 51] [Impact Index Per Article: 10.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
Abstract
PurposeThis paper presents the concerns in agri-food supply chain. Further the research investigates the role of information and communication technology (ICT) in agri-food supply chain and determines the impact of supply chain management (SCM) practices on firm performance.Design/methodology/approachThe theoretical framework was proposed for the study on the basis of existing literature. Data for the study was collected with the help of structured questionnaire from 121 executives and officers of the public food distribution agency. Partial least square (PLS)–structured equation modeling was employed to test the framework and hypotheses.FindingsThe results indicate that ICT and SCM practices (logistics integration and supplier relationships) have a significant relationship. Furthermore, SCM practices (information sharing, supplier relationship and logistics integration) have a significant and positive impact on performance of the organization.Research limitations/implicationsFurther research could be carried out to test the moderation effect of SCM practices between ICT and organizational performance (OP). Extending the research study to the companies operating in other sectors can enhance the external validity of the study and improve the accuracy of parameters examined.Practical implicationsThis study can be of interest to the agri-food industry as well as other industry practitioners interested in improving the performance of the organization from the view of supply chain.Originality/valueThe outcomes of this study have important implications that translate into a series of recommendations for the management of public food distribution as well as other agri-food-based supply chains.
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