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Smart packaging as a digital enabler for circularity in sustainable supply chains 智能包装作为可持续供应链循环的数字化推动者
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2026-01-27 DOI: 10.1016/j.clscn.2026.100299
Małgorzata Fiałkowska-Filipek , Justina Karpavičė , Promporn Wangwacharakul
Transitioning from linear to circular packaging is critical for sustainable supply chains yet faces significant implementation challenges. This study investigates how Smart Packaging (SP) acts as a digital enabler to overcome these challenges and support the circular economy (CE) transition. Adopting an embedded case study approach, the research synthesizes empirical data from six Scandinavian manufacturers with expert insights from SP technology providers. The analysis identifies six core challenges hindering the adoption of circular packaging: material innovation resistance, supply chain redesign and complexity, financial uncertainties and cost implications of change, regulatory fragmentation and uncertainty, consumer resistance and behavior, and fragmented collaboration and stakeholder misalignment. The findings demonstrate that SP technologies address these hurdles by transforming packaging from passive containers into active and connected data interfaces. Specifically, SP facilitates the transition by enhancing end-to-end traceability, enabling data-driven compliance with emerging regulations, and facilitating information sharing between stakeholders. The study concludes that successful CE transition cannot rely on material innovation alone; it requires a parallel digital infrastructure and managerial systemic change. By reframing packaging as a dynamic boundary object, this research highlights how SP resolves trade-offs between logistics efficiency and circularity. Practically, SP is positioned as a strategic asset for regulatory resilience and compliance with mandates.
从线性包装向循环包装的过渡对可持续供应链至关重要,但在实施方面面临重大挑战。本研究探讨了智能包装(SP)如何作为数字化推动者来克服这些挑战并支持循环经济(CE)转型。该研究采用嵌入式案例研究方法,综合了来自六家斯堪的纳维亚制造商的经验数据以及来自SP技术提供商的专家见解。该分析确定了阻碍采用循环包装的六大核心挑战:材料创新阻力、供应链重新设计和复杂性、财务不确定性和变化的成本影响、监管碎片化和不确定性、消费者阻力和行为、碎片化合作和利益相关者错位。研究结果表明,SP技术通过将包装从被动容器转变为主动和连接的数据接口来解决这些障碍。具体来说,SP通过增强端到端可追溯性、支持数据驱动的新法规遵从性以及促进利益相关者之间的信息共享来促进过渡。研究得出结论:成功的节能转型不能仅仅依靠材料创新;它需要并行的数字基础设施和管理系统变革。通过将包装重新定义为一个动态边界对象,本研究强调了SP如何解决物流效率和循环之间的权衡。实际上,SP被定位为监管弹性和合规的战略资产。
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引用次数: 0
From transaction to partnership: Relational commitment as a moderator of collaborative interaction and SME supply chain resilience 从交易到伙伴关系:关系承诺对协同互动和中小企业供应链弹性的调节作用
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2026-02-19 DOI: 10.1016/j.clscn.2026.100303
Julien Bazile, Said Toumi, Zhan Su
This article explores the conditions under which collaborative interaction (CI) enhances the supply chain resilience (SCR) of small and medium-sized enterprises (SMEs) in the context of systemic crises. Drawing on a survey of 150 Canadian manufacturing SMEs and using structural equation modelling (PLS-SEM), the study investigates the moderating role of relational commitment in the relationship between CI and SCR. CI is conceptualized through three dimensions—communication, cooperation, and integration—while relational commitment includes structural relational investment, transcendence of individual interests, and shared values.
Results show that communication and integration have significant positive effects on SCR, whereas cooperation does not. These findings suggest that in environments marked by uncertainty and limited resources, operational and informational mechanisms matter more than cooperative intent alone. The study also finds differentiated moderating effects depending on the form of relational commitment. Some relational configurations reinforce the impact of CI on SCR, whereas others inhibit it.
This research contributes to the literature by demonstrating that SCR in SMEs is not only a function of collaborative capabilities, but also of how these capabilities interact with deeper relational conditions to enable both SCR and sustainability. It challenges the assumption that CI is inherently beneficial, highlighting instead the contingent value of social capital. The article extends dynamic capabilities theory by introducing a relational perspective more attuned to SMEs’ structural vulnerabilities and the complexity of managing partnerships under systemic crisis.
本文探讨了协作互动(CI)在系统性危机背景下增强中小企业供应链弹性(SCR)的条件。基于对150家加拿大制造业中小企业的调查,本研究采用结构方程模型(PLS-SEM),探讨了关系承诺在CI和SCR关系中的调节作用。CI的概念包括沟通、合作和整合三个维度,而关系承诺则包括结构性关系投资、个人利益超越和共同价值观。结果表明,沟通和整合对SCR有显著的正向影响,而合作对SCR没有显著的正向影响。这些发现表明,在不确定和资源有限的环境中,操作和信息机制比单独的合作意图更重要。研究还发现,关系承诺的形式不同,其调节作用也不同。一些关系配置加强了CI对SCR的影响,而另一些则抑制了它。本研究通过证明中小企业的SCR不仅是协作能力的功能,而且是这些能力如何与更深层次的关系条件相互作用以实现SCR和可持续性,从而为文献做出了贡献。它挑战了CI本身有益的假设,而是强调了社会资本的偶然价值。本文扩展了动态能力理论,引入了一个更适合中小企业结构脆弱性和系统性危机下管理伙伴关系复杂性的关系视角。
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引用次数: 0
Developing a framework of key performance indicators for Dhaka Metropolitan’s vegetable supply chain: a digitalization approach to sustainability 为达卡大都会蔬菜供应链制定关键绩效指标框架:可持续发展的数字化方法
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2025-12-26 DOI: 10.1016/j.clscn.2025.100293
Muhommad Azizur Rahman , Md. Zahidul Anam , Md. Shahnewaz Bhuiyan , Mozammel Mia , Nusrat Hafiz , Ibnat Tasrin
The vegetable supply chain (VSC) in the Dhaka Metropolitan Area (DMA), an urban center of an emerging economy Bangladesh, faces challenges related to sustainability, efficiency, and digitalization. This study aims to develop a comprehensive framework of Key Performance Indicators (KPIs) to evaluate and improve the performance of the VSC from the perspective of digitalization-driven sustainability. Using a triangulation approach that includes a field survey among VSC stakeholders, literature review with expert validation, and an analysis of the regulatory policies, 19 critical KPIs were identified. Subsequently, the study applied Interpretive Structural Modeling (ISM), a multi-criteria decision making (MCDM) tool, to explore the interdependence among the KPIs and develop a hierarchical framework. Furthermore, the Matrice d’Impacts Croisés-Multiplication Appliquée et Classement (MICMAC) analysis categorized the KPIs into four groups based on their driving and dependence power. The results show that inter-organizational partnerships, followed by energy efficiency in logistics, compliance with food safety regulations, supply chain digital literacy, and transportation effectiveness, are the most significant KPIs driving the overall framework toward achieving environmental, economic, and social sustainability simultaneously. The findings further suggest that digital transformation (DT) can significantly enhance the performance of the developed KPI framework by increasing transparency, reducing waste, and promoting collaboration among stakeholders. This study provides policymakers, industry stakeholders, and researchers with a structured approach to leveraging digitalization for an efficient and resilient VSC in the Dhaka Metropolitan area.
作为新兴经济体孟加拉国的城市中心,达卡大都市区(DMA)的蔬菜供应链(VSC)面临着与可持续性、效率和数字化相关的挑战。本研究旨在建立一个综合的关键绩效指标(kpi)框架,从数字化驱动的可持续性角度评估和提高VSC的绩效。使用三角测量方法,包括对VSC利益相关者的实地调查,专家验证的文献回顾和监管政策分析,确定了19个关键kpi。随后,本研究运用多准则决策(MCDM)工具解释结构建模(ISM)来探讨绩效指标之间的相互依存关系,并构建了层次框架。此外,矩阵d的Croises-Multiplication Appliquee et Classement(密克马克语)分析分类的kpi分成四组根据他们的驾驶和依赖的力量。结果表明,组织间合作伙伴关系是推动整体框架同时实现环境、经济和社会可持续性的最重要kpi,其次是物流的能源效率、对食品安全法规的遵守、供应链数字素养和运输效率。研究结果进一步表明,数字化转型(DT)可以通过提高透明度、减少浪费和促进利益相关者之间的合作,显著提高所开发的KPI框架的绩效。本研究为政策制定者、行业利益相关者和研究人员提供了一种结构化的方法,以利用数字化在达卡大都市区建立高效、有弹性的VSC。
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引用次数: 0
Conceptualizing sustainable leadership for the future of supply chains 概念化可持续领导的未来供应链
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2026-02-10 DOI: 10.1016/j.clscn.2026.100301
Melissa Demartini , Devika Kannan
Sustainable leadership is a management approach that embraces environmental, social and financial aspects into decision making and focuses on long term perspective. This study explores sustainable leadership within the context of sustainable supply chains, which is a novel and infant field of research. Sustainable supply chains aim at minimizing environmental and social impacts while maintaining economic viability across all tiers of the network. Therefore, to improve the understanding of this field, a framework based on eight core elements is conceptualized to support scholars approaching and studying this topic. A qualitative literature review is performed to analyze the current state of research and develop the framework. The study also provides insight and key elements to shape sustainable leadership for supply chains by analyzing managerial levers and contextual factors. Finally, future research directions are presented, these include theoretical and methodological opportunities as well as emerging thematic area to guide scholars approaching this field.
可持续领导是一种管理方法,它将环境、社会和财务方面纳入决策,并着眼于长期前景。本研究探讨可持续供应链背景下的可持续领导力,这是一个新兴的研究领域。可持续供应链旨在最大限度地减少对环境和社会的影响,同时保持网络各层的经济可行性。因此,为了提高对这一领域的理解,我们构想了一个基于八个核心要素的框架,以支持学者接近和研究这一主题。进行定性文献综述,以分析研究现状并制定框架。该研究还通过分析管理杠杆和背景因素,为塑造可持续的供应链领导力提供了见解和关键要素。最后,提出了未来的研究方向,包括理论和方法上的机会,以及新兴的专题领域,以指导学者接近这一领域。
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引用次数: 0
Driving the circular economy: How artificial intelligence could empower transportation and logistics companies to lead the transition 推动循环经济:人工智能如何让运输和物流公司引领转型
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2026-02-01 DOI: 10.1016/j.clscn.2026.100300
Alinda Kokkinou , Ondrej Mitas

Purpose

Artificial Intelligence (AI) has great potential to contribute to the operational, environmental, and social performance of supply chains. The purpose of this study is to examine the implications of AI adoption and implementation for the supply chains of logistics-intensive companies, with the aim of stimulating discussion on the future of transportation and logistics.

Design/methodology/approach

A systematic review of the literature, following the PRISMA protocol, was conducted to identify AI applications in supply chains. A distinction was made between logistics-intensive companies for which transportation and logistics are a supporting function, and transportation and logistics companies for which this is their main business model. We extrapolated from the existing literature to identify opportunities for digital transformation for transportation and logistics companies.

Findings

Of the 244 studies retained for analysis, the majority were review studies or focused on developing Machine Learning algorithms and models. The few articles documenting AI applications in supply chains focused on digitalization, neglecting opportunities for digital transformation. The study argues that the adoption of AI has the potential to negatively impact the current business model of transportation and logistics companies by (1) reducing the need for transportation and warehousing activities, and (2) increasing competition from other logistics-intensive companies that use AI to develop the capabilities to insource their transportation, warehousing, and other logistic activities.

Originality

The study illustrates how AI could create opportunities for digital transformation in transportation and logistics companies, enabling them to become orchestrators of the circular transition, and proposes a corresponding agenda for future research.
人工智能(AI)在供应链的运营、环境和社会绩效方面具有巨大的潜力。本研究的目的是研究人工智能的采用和实施对物流密集型公司供应链的影响,目的是激发对运输和物流未来的讨论。根据PRISMA协议,对文献进行了系统回顾,以确定人工智能在供应链中的应用。区分了以运输和物流为辅助功能的物流密集型企业和以运输和物流为主要业务模式的运输和物流企业。我们从现有文献中推断出运输和物流公司数字化转型的机会。在244项保留用于分析的研究中,大多数是综述性研究或专注于开发机器学习算法和模型。记录人工智能在供应链中的应用的几篇文章侧重于数字化,而忽略了数字化转型的机会。该研究认为,人工智能的采用有可能对运输和物流公司当前的商业模式产生负面影响,因为:(1)减少了对运输和仓储活动的需求,(2)增加了来自其他物流密集型公司的竞争,这些公司利用人工智能开发了将其运输、仓储和其他物流活动外包的能力。该研究说明了人工智能如何为运输和物流公司的数字化转型创造机会,使他们成为循环转型的协调者,并为未来的研究提出了相应的议程。
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引用次数: 0
Circular supply chain and the circular economy: key criteria for green value creation 循环供应链和循环经济:绿色价值创造的关键标准
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2025-12-14 DOI: 10.1016/j.clscn.2025.100291
Abdelsalam Adam Hamid , Akram Shaabani , Nur Hazwani Karim , Mohamed Battour
The future of sustainable business practices lies in the transition towards integrating circular supply chains (CSC) and circular economy (CE). While this shift promises significant benefits, it also requires organizational transformation and a commitment to continuous learning and adaptation. To ensure a successful transition, it is crucial to understand the key factors that drive green value creation. This research intends to identify and prioritize the most important metrics for developing a green value chain that supports the CE and CSC. To address this challenge, the study introduces an innovative approach of the integration between hierarchical structure and fuzzy logic into the Best-Worst Method. A hierarchy fuzzy best-worst method (HFBWM) is proposed to more accurately capture expert judgements and rank most important criteria in developing green value creation. The applicability and validity of the proposed approach are demonstrated to five different circulars: supplier, product, packaging, logistics, and consumer. The findings reveal that in our model, packaging and supplier as part of early stage of the value chain are substantially crucial for establishing the foundation of green value chain. This study supports the integration of CE and CSC driven by important factors of the green value chain creation through reuse-oriented design, environmentally raw materials, and circular technologies.
可持续商业实践的未来在于向循环供应链(CSC)和循环经济(CE)的整合过渡。虽然这种转变带来了巨大的好处,但它也需要组织转型,并致力于不断学习和适应。为确保成功转型,了解推动绿色价值创造的关键因素至关重要。本研究旨在确定并优先考虑开发支持CE和CSC的绿色价值链的最重要指标。为了解决这一挑战,本研究将层次结构与模糊逻辑相结合的创新方法引入到最佳-最差方法中。提出了一种层次模糊最佳-最差方法(HFBWM),以更准确地捕捉专家的判断,并对发展绿色价值创造的最重要标准进行排序。提出的方法的适用性和有效性证明了五个不同的循环:供应商,产品,包装,物流和消费者。研究结果表明,在我们的模型中,包装和供应商作为价值链早期阶段的一部分,对于建立绿色价值链的基础至关重要。本研究支持在绿色价值链创造的重要因素驱动下,通过面向再利用的设计、环保原材料和循环技术来实现CE和CSC的整合。
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引用次数: 0
A systematic risk assessment approach to develop a fuzzy bow-tie model for third-party collaboration supporting circular economy: Application to electronic industry 建立支持循环经济的第三方合作模糊领结模型的系统风险评估方法:在电子工业中的应用
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2025-12-17 DOI: 10.1016/j.clscn.2025.100292
Jyoti Dhingra Darbari , Shiwani Sharma , Mark Christhian Barrueta Pinto , Richard Daniel Cunyas Romero , P.C. Jha
Reverse Logistics (RL) plays a pivotal role in the Indian electronics industry as it enables products to be recovered, refurbished, recycled, and disposed of in an eco-friendly manner thus gradually bringing the sector to circular economy (CE) practices. In order to manage these intricate and resource-demanding RL processes effectively, manufacturers increasingly collaborate with third-party reverse logistics providers (3PRLPs). On the contrary, such partnerships are naturally subjected to numerous risks due to the inefficiencies in operations, the differences in behaviours, and the strategic uncertainties. Despite previous research having highlighted various risk factors in RL, there remains a distinct and unfilled gap when it comes to the systematic identification and interlinking of these risks with the corresponding mitigation barriers and the potential consequences of collaboration failure, especially in the Indian electronic industry. In order to fill this gap, the current study utilizes a fuzzy bow-tie (BT) model to identify, scrutinize, and map the key risks associated with 3PRLP collaboration to preventive and mitigative barriers along with the cascading consequences of failure. The novelty of this study is in the thorough and detailed mapping of the cause-barrier-consequence relationships which provides a complete and profound understanding of risk propagation in reverse supply chain (RSC) partnerships. The fuzzy BT model is particularly suitable for this purpose as it manages the uncertainty and subjectivity that come with expert-based evaluations while enabling quantitative estimation of risk probabilities. The findings of the study highlight the pressing necessity for proactive and organized risk governance mechanisms to ensure continuous and resilient partnerships in RL. The analysis shows that the absence of timely risk management measures causes 6% probability of failure during collaboration with 3PRLPs. Moreover, if this failure takes place, there is a strong possibility of minor operational hindrances, and lack of responsiveness from RSC actors; a moderate possibility of productivity and revenue loss, and loss of customers and reputation; and a low possibility of major RL disruptions or total financial burden on the manufacturer. Hence, decision-support framework developed in the study can be an effective tool for SC practitioners for strengthening the risk resilience of RL collaboration with 3PRLPs and attainment of sustainability and CE goals.
逆向物流(RL)在印度电子工业中发挥着关键作用,因为它使产品能够以环保的方式回收、翻新、回收和处置,从而逐步将该行业带入循环经济(CE)实践。为了有效地管理这些复杂且需要资源的RL流程,制造商越来越多地与第三方逆向物流提供商(3prlp)合作。相反,由于运营效率低下、行为差异和战略不确定性,这种伙伴关系自然会面临许多风险。尽管先前的研究强调了RL中的各种风险因素,但在系统地识别和将这些风险与相应的缓解障碍和合作失败的潜在后果联系起来方面,仍然存在明显的空白,未得到填补,特别是在印度电子行业。为了填补这一空白,目前的研究利用模糊领结(BT)模型来识别、审查和绘制与3PRLP合作相关的关键风险,以预防和缓解障碍以及失败的级联后果。本研究的新颖之处在于对原因-障碍-后果关系进行了全面而详细的映射,从而对逆向供应链(RSC)伙伴关系中的风险传播提供了完整而深刻的理解。模糊BT模型特别适合这一目的,因为它管理了专家评估带来的不确定性和主观性,同时实现了风险概率的定量估计。研究结果强调,迫切需要建立主动和有组织的风险治理机制,以确保在RL中建立持续和有弹性的伙伴关系。分析表明,缺乏及时的风险管理措施导致与3prlp合作失败的概率为6%。此外,如果发生这种失败,很可能会出现较小的操作障碍,并且RSC行动者缺乏响应;生产力和收入损失、客户和声誉损失的可能性中等;主要的RL中断或制造商的全部财务负担的可能性很低。因此,研究中开发的决策支持框架可以成为供应链从业者加强与3prlp合作的风险抵御能力和实现可持续性和CE目标的有效工具。
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引用次数: 0
Global value chains and carbon intensity across economic phases 全球价值链和各经济阶段的碳强度
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2025-12-27 DOI: 10.1016/j.clscn.2025.100294
Wei Zhao , Hao Chen , JunKang Zhang , Aldis Bulis
This study examines the evolving relationship between global value chains and carbon emissions from 2000 to 2014 from a historical economic perspective, using a framework that integrates distinct economic phases and major global events. Based on panel data from 52 countries, the analysis identifies heterogeneous effects across three periods. Global value chain participation reduced carbon intensity during the Technology Diffusion phase (2001–2007) through efficiency improvements, increased carbon intensity during the Crisis Disruption phase (2008–2009) amid economic shocks, and exhibited a weakened impact during the Policy Realignment phase (2010–2014) under changing regulatory conditions. The results further reveal a U-shaped relationship, whereby initial global value chain integration lowers carbon intensity, while excessive participation leads to higher emissions. Additional analyses highlight differences between developed and developing economies, as well as evidence of regional convergence in Asia. Drawing on international trade, climate, and economic datasets, the study applies advanced econometric techniques to ensure robust estimation. The findings support differentiated policy implications, including development-adjusted carbon pricing, national green technology requirements, and enhanced corporate emissions transparency, offering integrated insights into balancing trade integration with climate objectives during the study period.
本研究从历史经济学的角度考察了2000年至2014年全球价值链与碳排放之间的演变关系,使用了一个整合不同经济阶段和重大全球事件的框架。基于来自52个国家的面板数据,该分析确定了三个时期的异质性影响。全球价值链参与在技术扩散阶段(2001-2007年)通过提高效率降低了碳强度,在经济冲击的危机中断阶段(2008-2009年)增加了碳强度,在监管条件变化的政策调整阶段(2010-2014年)表现出减弱的影响。结果进一步揭示了一个u型关系,即初始的全球价值链整合降低了碳强度,而过度参与导致了更高的排放。其他分析强调了发达经济体和发展中经济体之间的差异,以及亚洲区域趋同的证据。利用国际贸易、气候和经济数据集,本研究采用先进的计量经济学技术来确保稳健的估计。研究结果支持差异化的政策影响,包括发展调整的碳定价、国家绿色技术要求和提高企业排放透明度,为在研究期间平衡贸易一体化与气候目标提供了综合见解。
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引用次数: 0
Sustainable economic policies for a VMI-CS-based closed-loop supply chain with quality control measures under the carbon cap-and-trade regulation 碳排放限额与交易监管下基于vmi - cs的闭环供应链质量控制措施的可持续经济政策
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2025-11-06 DOI: 10.1016/j.clscn.2025.100280
Ayesa Khatun , Sahidul Islam , Rimi Karmakar , Arindam Garai
The present study evaluates the effects of making various initial investments on the economic and environmental sustainability of a closed-loop supply chain (CLSC), comprising a single manufacturer and multiple retailers, who are tied under the vendor-managed inventory with consignment stock (VMI-CS) framework, along with a single supplier and multiple collectors, who ensure the continuous availability of resources for the manufacturer. Unlike established articles, this study considers the initial green investment of each and every chain-partner for reducing carbon emissions under the cap-and-trade regulation of the Paris Accord. Another key aspect of this study is collectors’ inspection-related investments, which aim to reduce costs of sorting recyclable products from used ones, whereas this study emphasizes quality control by including the reworking of both the defective fresh and defective remanufactured products. Employing one novel algorithm, integrating atomic orbital search-based metaheuristic and fuzziness, this study optimally determines ten decision variables of the proposed model. Current results showed that increasing the number of shipments of remanufactured products relative to fresh manufactured ones significantly enhanced the total profit of the proposed VMI-CS-based CLSC model. Even while defective rates had a relatively minor impact on total profit, the sale price of remanufactured products could critically affect the profitability of the proposed model. Thus, this study pleaded managers to strategically balance the inflow of raw materials and fresh products across chain-partners with the return flow of recyclable used items. Also, this study seeks to stimulate the demand of fresh products while maintaining a moderate demand of remanufactured products and thus boost the total profit of current model.
本研究评估了对闭环供应链(CLSC)的经济和环境可持续性进行各种初始投资的影响,该供应链包括一个制造商和多个零售商,这些零售商在供应商管理的寄售库存(VMI-CS)框架下捆绑在一起,以及一个供应商和多个收集商,他们确保制造商的资源持续可用性。与已有的文章不同,本研究考虑了在《巴黎协定》的限额与交易规定下,每一个链条合作伙伴减少碳排放的初始绿色投资。本研究的另一个关键方面是收集商的检查相关投资,其目的是降低从旧产品中分类可回收产品的成本,而本研究强调质量控制,包括对有缺陷的新鲜产品和有缺陷的再制造产品进行返工。采用基于原子轨道搜索的元启发式算法与模糊算法相结合的新算法,优化确定了模型的十个决策变量。目前的结果表明,相对于新制造的产品,增加再制造产品的出货量显著提高了所提出的基于vmi - cs的CLSC模型的总利润。即使次品率对总利润的影响相对较小,再制造产品的销售价格也会严重影响所提出模型的盈利能力。因此,本研究恳求管理人员策略性地平衡原材料和新鲜产品在供应链合作伙伴的流入与可回收再利用物品的回流。此外,本研究旨在刺激新鲜产品的需求,同时保持适度的再制造产品的需求,从而提高当前模式的总利润。
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引用次数: 0
Exploring the development of Scope 3 emissions reporting: Evidence from global logistics companies 探索范围3排放报告的发展:来自全球物流公司的证据
IF 6.8 Q1 OPERATIONS RESEARCH & MANAGEMENT SCIENCE Pub Date : 2026-03-01 Epub Date: 2026-02-20 DOI: 10.1016/j.clscn.2026.100304
René Bauer , Tijana Radojcic , David M. Herold , Sebastian Kummer
This study explores the development of Scope 3 emissions reporting in the logistics industry from 2020 to 2023, focusing on indirect emissions that occur across the value chain. As such, Scope 3 emissions represent the largest share of corporate carbon footprints, their accurate and transparent reporting is essential for effective decarbonization strategies. Drawing on reporting data from 469 global logistics firms submitted to the Carbon Disclosure Project (CDP) over a four-year period, the study applies a quantitative multi-year approach to examine how reporting practices evolved in terms of category coverage and emissions intensity. It further investigates how company size, reporting frequency, use of emissions accounting standards, and third-party verification influence reporting outcomes. The results show that Scope 3 reporting by logistics companies has steadily improved, reflected in broader and more consistent coverage of emission categories. Firm size, the adoption of established accounting standards, and independent verification emerge as previously underexplored, yet statistically significant factors linked to more comprehensive reporting. At the same time, downstream categories focused on customers remain underreported, while upstream categories tied to logistics hotspots like fuel and equipment show stronger disclosure. Drawing from multiple theories, this research provides a more in-depth understanding of Scope 3 reporting in a high-emission sector and contributes to the broader understanding of how corporate practices evolve in response to sustainability development. The results provide insights for companies seeking to improve their reporting, for regulators aiming to enhance reporting standards, and for stakeholders promoting greater accountability and climate action across global supply chains.
本研究探讨了2020年至2023年物流业范围3排放报告的发展,重点关注整个价值链中发生的间接排放。因此,范围3排放量占企业碳足迹的最大份额,其准确和透明的报告对于有效的脱碳战略至关重要。根据469家全球物流公司向碳披露项目(CDP)提交的四年期间的报告数据,该研究采用了一种多年量化方法,考察了报告实践在类别覆盖范围和排放强度方面的演变。它进一步调查了公司规模、报告频率、排放会计标准的使用和第三方核查如何影响报告结果。结果表明,物流公司的范围3报告稳步改善,反映在更广泛和更一致的排放类别覆盖范围。公司规模、采用既定会计准则和独立核查是以前未被充分探讨的,但与更全面的报告有关的统计上重要的因素。与此同时,专注于客户的下游类别仍然未被充分报告,而与燃料和设备等物流热点相关的上游类别则显示出更强的披露。借鉴多种理论,本研究对高排放行业的范围3报告提供了更深入的理解,并有助于更广泛地理解企业实践如何随着可持续发展而演变。研究结果为寻求改进报告的公司、旨在提高报告标准的监管机构以及在全球供应链中促进更大问责制和气候行动的利益相关者提供了见解。
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Cleaner Logistics and Supply Chain
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