International Journal of Production Research

1999 - 2026

Current editor(s): Professor A. Dolgui

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Volume 64, issue 13, 2026

Advanced models for integrating resilience and sustainability in high-performance manufacturing systems towards Industry 5.0 pp. 5261-5269

Jiewu Leng, Dimitris Mourtzis, Qiang Liu, Lida Xu, Andrew Kusiak and Duc Truong Pham

A machine learning approach for forecasting resilient material delivery in the construction industry pp. 5270-5289

Wennan Zhang, Chenglin Yu, Stephen T. Newman, Dennis Cheung Ho Kin and Ray Y. Zhong

Towards resilience in Industry 5.0: application of system dynamics in matrix-structured manufacturing system pp. 5290-5314

Miao Wang, Yifei Tong and Cunbo Zhuang

Towards resilient product-service systems in Industry 5.0: a self-adaptive resilience management framework pp. 5315-5337

Wenyan Song, Tao Zhang and Caibo Zhou

Enhancing end-of-life product recyclability through modular design and social engineering optimiser pp. 5338-5356

Guangdong Tian, Haowen Sheng, Lele Zhang, Honghao Zhang, Amir M. Fathollahi-Fard, Xuesong Zhang and Yixiong Feng

Towards uncertainty of End-of-Use product recycling: a general screw connection-oriented disassembly analysis pp. 5357-5380

Jinhua Xiao, Kaile Huang, Sergio Terzi and Romeo Bandinelli

Investigation on matching of individualised requirements and shared manufacturing resources in the context of shared factory runtime pp. 5381-5401

Pulin Li, Shuai Shen, Tingting Hou and Pingyu Jiang

Aligning sustainable development goals and stakeholders’ needs in food supply chains: a comprehensive review and mapping pp. 5402-5444

Y. Nie, B. Hicks, A. Nassehi and M. R. Valero

Consensus strategies of manufacturing service collaboration in digital twin shop-floor pp. 5445-5461

Ying Cheng, Hongting Liu, Qinglin Qi and Fei Tao

Distributed multi-robot task dynamic allocation in digital-twin factory towards industry 5.0 pp. 5462-5485

Gang Wang, Geng Zhang, Xueliang Zhou and Yingfeng Zhang

Distributed assembly shop scheduling problem for complex products considering multiskilled worker assignment and transportation time pp. 5486-5508

Qinglin Gao, Hanlin Hu, Jianhua Liu, Cunbo Zhuang, Hongyan Ding and Huiting Li

Sustainable multi-objective scheduling in fabric dyeing: a hybrid TLBO-eEDA approach with redyeing operations and due windows pp. 5509-5540

Jing Wang, Jingsheng Lian, Deming Lei, Debiao Li, Lixin Cheng, Hongtao Tang and Xixing Li

Solving flexible job-shop problem considering skilled workers via multi-domain graph attention network pp. 5541-5562

Ruirui Zhong, Yixiong Feng, Ansi Zhang, Chuanjiang Li, Kebing Jin, Zhiwu Li and Jianrong Tan

Distributed maintenance task scheduling for multiple technician teams considering uncertain durations and deterioration effects towards Industry 5.0 pp. 5563-5587

Shaojun Lu, Yubei Chen, Rui Zheng, Binxiao Yan and Xinbao Liu

Towards Industry 5.0: digital twin-enhanced approach for dynamic supply chain rescheduling with real-time order arrival and acceptance pp. 5588-5610

Xing Zhu, Baoyu Liao, Yexing Shen and Min Kong

An equipment-level digital twin method for industrial robots for machining pp. 5611-5629

Bingtao Hu, Dinghao Cheng, Yun Fu, Xiuju Song, Yunbo Bi, Qiangqiang Zhao and Jianrong Tan

Redefining digital competencies of managers in the Industry 5.0: evidence from the Brazilian automotive sector pp. 5630-5655

Vagner Batista Ribeiro, Jorge Muniz Jr., Elaine Mosconi and Davi Nakano

Integrating Industry 4.0 and Industry 5.0: a study of hybrid adoption in SMEs and its impact on sustainability, human-centricity, resilience pp. 5656-5680

Laura Bravi, Giada Pierli, Federica Murmura and Fabio Musso

Volume 64, issue 12, 2026

Human-centric AI as a partner: models for augmenting creativity and expertise in industry 5.0 pp. 4761-4769

Jiewu Leng, Dimitris Mourtzis, Qiang Liu, Lida Xu, Andrew Kusiak and Duc Truong Pham

Towards seamless and safe human-robot collaboration in Industry 5.0: advances in human behaviour prediction pp. 4770-4807

Yuyang Du, Bi Zhang, Chen Zheng and Yunlong Tang

HiMAR: a hierarchical context-aware mobile AR assembly for large-scale cable products pp. 4808-4829

Wei Fang, Tienong Zhang, Lixi Chen, Yulian Cao, Hao Hu and Jiapeng Bi

Assembly process identification and prediction based on behavioural feature parameter extraction pp. 4830-4852

Zihan Wei, Yu Guo, Shaohua Huang, Peng Li, Guanguan Zheng, Chenxin Zhou, Zhiyi Chen and Guangyi Liu

Human–machine collaborative rehabilitation toward Industry 5.0: principles, technologies and challenges pp. 4853-4900

Peiyan Pan, Bingtao Hu, Yixiong Feng, Xiuju Song, Zhifeng Zhang, Zhengzhe Cui and Jianrong Tan

Human centric innovation at the heart of industry 5.0 – exploring research challenges and opportunities pp. 4901-4933

Ling Li and Lian Duan

A human-centric analysis of life cycle assessments: development and validation of a subject-oriented model pp. 4934-4959

Lucas Greif, Svenja Hauck, Matthes Elstermann and Jivka Ovtcharova

How does human work behaviour affect the design of serial production lines? pp. 4960-4979

Miray Oner Kozen, Mahsa Abbaszadeh Nakhost and Stefan Minner

Cognitive digital twin in manufacturing process: integrating the knowledge graph for enhanced human-centric Industry 5.0 pp. 4980-5001

Chang Su, Xin Tang, Yong Han, Tao Wang and Dongsheng Jiang

A knowledge empowered graph learning feature selection method based on variation propagation effect representation and analysis for human-centric manufacturing systems pp. 5002-5019

Qiuhao Xu, Pengjie Gao, Junliang Wang and Jie Zhang

A human-cyber-physical system framework for steel structure manufacturing management towards Industry 5.0 pp. 5020-5043

Haiwen Yu, Liang Chen, Rui Wang, Yu Zheng and Jinhua Xiao

The impact of labor flexibility on operational efficiency in industry 5.0: a systematic literature review pp. 5044-5069

Alireza Ahmadi, Alessandra Cantini, Víctor Gómez Frías and Alberto Portioli Staudacher

Research on the human injury risk assessment and prediction of operations on large equipment with confined space pp. 5070-5094

Mingyue Yin, Jianguang Li, Yuxuan Yan, Silu Wang, Yuhang Yang and Yicheng Liu

A failure-driven and knowledge-enhanced self-planning method for disassembly process reconstruction pp. 5095-5119

Yaping Ren, Xinyi Ren, Xiaoguang Sun, Cunbo Zhuang and Jianzhao Wu

A literature review on the artificial intelligence in manufacturing systems under industry 5.0 pp. 5120-5161

Yuchen Pan, Zilin Huang, Benjamin Lev, Lu Xu and David Olson

Leveraging machine learning and decision analytics for sustainable and resilient environmental monitoring in metal processing industries: a step towards Industry 5.0 pp. 5162-5188

Shahrooz Bamdad

A large language model-based manufacturing process planning approach under industry 5.0 pp. 5189-5208

Mingzhe Ni, Tao Wang, Jiewu Leng, Chong Chen and Lianglun Cheng

Large language model-enabled multi-agent self-organised approach for personalised rehabilitation assistive devices design pp. 5209-5238

Weibin Zhuang, Xinyu Pan, Sijie Wen, Weigang Yu, Xinyu Li and Jinsong Bao

A knowledge-graph enhanced large language model-based fault diagnostic reasoning and maintenance decision support pipeline towards industry 5.0 pp. 5239-5260

Yunfei Ma, Shuai Zheng, Zheng Yang, Hongcheng Pan and Jun Hong

Volume 64, issue 11, 2026

Information sharing and confidentiality: a federated multi-agent reinforcement learning approach for supply chain coordination pp. 4217-4235

Bo Zhang, Wen Jun Tan, Wentong Cai and Allan N. Zhang

The resilience of planned and self-organised circular economy networks: a novel simulation approach pp. 4236-4270

Giovanni Francesco Massari, Raffaele Nacchiero and Ilaria Giannoccaro

How a platform's private label interacts with a manufacturer's financing strategy pp. 4271-4296

Sambit Brata Rath, Prasenjit Mandal, Preetam Basu and Ou Tang

Using Tobit exponential smoothing to enhance demand planning in the presence of censored data pp. 4297-4309

D. J. Pedregal, J. R. Trapero and E. Holgado

A multi-critical-path co-driven evolutionary algorithm addressing the dual-resource flexible job shop scheduling problem with offline operations and job priority constraints pp. 4310-4340

Ziyu Zhang, Dongchen Qiu, Xinyu Li, Liang Gao, Qihao Liu, Yue Teng, Xuxia Zhang and Jun Wu

Balancing performance and innovation in AI-driven supply chains through temperature-scaled hallucination control pp. 4341-4378

Iskander Zouaghi, Samia Beldjoudi, Angappa Gunasekaran, Samuel Fosso Wamba and Selim Sahrane

Balancing profitability and waste reduction: optimizing markdown policies for retail inventory pp. 4379-4404

Lena Riesenegger and Alexander Hübner

Optimal truncated lot reinspection based on Beta-Binomial Lognormal failure counts pp. 4405-4418

Arturo J. Fernández

A 3D printing nesting algorithm with dynamic collision constraints pp. 4419-4439

Pedro Rocha, António G. Ramos and Elsa Silva

Quantitative measurement of supply chain resilience: a post-COVID-19 dashboard pp. 4440-4470

Martina Calzavara, Benedetta Baldi, Michele Martignago, Ivan Russo and Daria Battini

Bayesian cross-individual transfer learning for optimising predictive ratio CUSUM monitoring scheme pp. 4471-4495

Ziwei Chen, Jiao Yu, Chunjie Wu and Fugee Tsung

An adaptive recognition method for reliable collaboration of manufacturing services based on edge-aggregated graph convolutional network pp. 4496-4523

Zhengchao Liu, Zhen Zhang, Xin Luo, Chunrong Pan, Lei Wang, Hongtao Tang and Lifa He

Adopting Lean Industry 4.0: insights from Spanish manufacturing SMEs in an international context pp. 4524-4539

Blanca Guerrero, Josefa Mula, Raul Poler, Peter Hines and Maneesh Kumar

Dynamic financing strategy for authentic R&D in new energy vehicles – Investments based on blockchain technology pp. 4540-4563

Shuaicheng Lin, Guitao Zhang, Shujun Guo, Yangyan Shi and Zongru Li

Retailer information sharing with upstream AI-enabled quality control pp. 4564-4584

Renlei Cai, Gang Li, Shuai Liu and T. C. Edwin Cheng

When to implement fast-track production? A decision framework and case study pp. 4585-4605

Javier Cabello, Anders Haug and Lars Hvam

A dynamic plate design problem via reinforcement learning pp. 4606-4634

Fengyuan Shi, Ying Meng, Lixin Tang and Shengnan Zhao

Bi-Objective optimisation for synchronising replenishment and storage assignment: achieving energy efficiency and blocking avoidance in forward-reserve warehousing pp. 4635-4668

Lin Wang, Ning Zhang, Sirui Wang, Xuerui Wang and Zhe Yuan

Integrated scheduling of distributed manufacturing with assembly and distribution: state of the art, challenges, and future directions pp. 4669-4710

Yaping Fu, Zhengyuan Li, Kaizhou Gao, Amir M. Fathollahi-Fard and Zhengpei Zhang

Governance mode in reshoring: a systematic review and future research agenda pp. 4711-4738

Selina Steiner, Patricia Deflorin and Helmut Dietl

Empirical observation and comparison of product portfolio till the complexity crisis and beyond: case study in the cutting tool industry pp. 4739-4758

François Moallic, Bertrand Rose, Emmanuel Caillaud and Uwe Schleinkofer

Correction pp. 4759-4760

The Editors

Volume 64, issue 10, 2026

Additive manufacturing for operations and supply chain management: from technological promise to supply chain integration pp. 3707-3717

Mirco Peron, Francesco Lolli, Alain Bernard, Michael Kay and Manoj Tiwari

A maturity assessment model for metal additive manufacturing: additive manufacturing readiness levels pp. 3718-3735

Laurent Terrenoir, Laura Laguna Salvadó, Julie Lartigau, Arun Arjunan and Christophe Merlo

Beyond prototyping: mapping the relative advantages of adopting additive manufacturing for industrial production pp. 3736-3765

Ajeseun Jimo, Christos Braziotis and Kulwant Pawar

Knowledge backgrounds and additive manufacturing: moderating effects on part identification approaches and supply chain outcomes pp. 3766-3786

Peder Veng Søberg, Jeppe Foshammer and Iñigo Flores Ituarte

Additive manufacturing technology adoption for supply chain agility: a systematic search and review pp. 3787-3819

Bardia Naghshineh

Navigating the intersection between postponement strategies and additive manufacturing: insights and research agenda pp. 3820-3842

Lorenzo Bruno Prataviera, Amer Jazairy and Ismail Abushaikha

Additive manufacturing for improving supply chain resilience under the ripple effect pp. 3843-3878

Ming Liu, Yueyu Ding, Feng Chu, Feifeng Zheng and Chengbin Chu

Impact of additive manufacturing on supply chain resilience pp. 3879-3901

Kai Kang, Xiang T.R. Kong and Bing Qing Tan

Digitalisation of spare parts provision: co-evolution of digital service providers and original equipment manufacturers pp. 3902-3918

Atanu Chaudhuri, Jayanth Jayaram and Jan Holmström

Additive manufacturing for standard parts in the healthcare supply chain: What are the available performance improvements? pp. 3919-3937

Kostas Chaldoupis, Yiannis Polychronakis, Aris A. Syntetos and Jan Holmström

Solving dual sourcing problems with supply mode dependent failure rates pp. 3938-3962

Fabian Akkerman, Nils Knofius, Matthieu van der Heijden and Martijn Mes

How do 3D printing suppliers facilitate manufacturers’ product differentiation via component provision? A scope economies perspective pp. 3963-3982

Qian Zhao, Debing Ni and Xiang Fang

Optimization of machine schedules and vehicle routes in the mobile additive manufacturing mode pp. 3983-3999

Biao Yuan and Weiwei Cui

An integrative production-delivery system with mobile additive manufacturing and truck-drone delivery considering optimal printing sequence and preferred delivery time window pp. 4000-4025

Omid Abdolazimi and Junfeng Ma

Drone-enhanced offshore spare part fulfilment using mobile additive manufacturing factories and multi-modal delivery pp. 4026-4051

Daniela Granados-Rivera, Daniel F. Silva, Alice E. Smith, Fabio Sgarbossa and Nils Knofius

An adaptive hybrid neighbourhood search algorithm for order acceptance and batch scheduling problem in additive manufacturing pp. 4052-4076

Zhaofang Mao, Teng Cao, Enyuan Fu, Kan Fang and Dian Huang

Nesting and scheduling for parallel additive manufacturing machines with uncertain processing times: a simulation-optimisation approach pp. 4077-4106

Hao Wu, Chunlong Yu and Shaohua Yu

The energy-aware nesting and scheduling problem on a single selective laser melting machine: mathematical model and solution approach pp. 4107-4136

Junjie Lin and Chunlong Yu

Performance evaluation of 3D print farms in additive manufacturing-based supply chains pp. 4137-4157

Pourya Pourhejazy, Tatiana Kravetc and Joseph Sarkis

Service provider recommendation system in shared additive manufacturing: a case study on assistive technology platform in South Korea pp. 4158-4180

Songi Kim and Hosang Jung

Streaming in metal additive manufacturing: a catalyst for secure distributed manufacturing pp. 4181-4195

Moritz Kolter, Sebastian Dirks, Sven Scheres and Johannes Henrich Schleifenbaum

Multi-level risk assessment in additive manufacturing systems: a multiplicative nonparametric approach pp. 4196-4215

Chixiao Lu, Abdolreza Roshani, Glenn Parry and Ali Emrouznejad

Volume 64, issue 9, 2026

Co-opetitive sustainable technology development strategy under government subsidy pp. 3271-3290

Mingqing Ma, Congdong Li, Yelin Fu and Zelong Yi

Load balancing in the mail sorting process: a case study at the French postal company La Poste pp. 3291-3308

Emmanuelle Amann, Arnaud Laurent and Nasser Mebarki

Humanitarian logistics planning under uncertain demand and third-party supply capacity: a distributionally robust optimisation approach pp. 3309-3335

Zhongyi Jin, Chenliang Zhang, Kam K. H. Ng, Xuecheng Tian, Haoqing Wang and Gangyan Xu

A maintenance decision-making method based on stochastic processes and evidential variables considering small sample conditions pp. 3336-3351

Xiaochuan Duan, Shaoping Wang, Jian Shi, Zhou Yang and Di Liu

An adaptive simulation-based inventory optimisation approach to enhancing biomass supply chain resilience: a case study of remote communities pp. 3352-3384

Mahsa Valipour, Fereshteh Mafakheri and Chun Wang

CatBoost-enhanced EWMA chart: monitoring high-dimensional categorical data streams pp. 3385-3399

Zhiwen Fang, Yan Li, Fugee Tsung and Dongdong Xiang

A forecast-assisted approach to remaining useful life prediction: a predictive maintenance case study in hybrid Al/CFRP stack drilling pp. 3400-3422

Giulio Mattera, Raffaele Mattera and Luigi Nele

Ambidextrous strategies for enhancing supply chain adaptability: an exploitation-exploration (in)congruence perspective pp. 3423-3444

Liangliang Zhang, Xin Zhao and Taoyong Su

Integrated capacity planning and multi-project scheduling considering resource transfer and idleness pp. 3445-3468

Xuejun Hu, Yuhao Wang, Mario Vanhoucke, Zhongbao Zhou and Jianjiang Wang

Responsiveness-related trade-offs for sustainable operations in perishable goods supply chains pp. 3469-3494

Florian Cramer, Christian Fikar and Gerald Reiner

An adaptive model-based deep reinforcement learning approach for matching-while-learning problem in shared manufacturing platforms pp. 3495-3517

Liu Yang, Yuan Qu, Pengyu Yan and Chengbin Chu

A two-phase approach for model-based predictive control to improve process quality pp. 3518-3537

Herbert Jodlbauer, Sonja Strasser, Shailesh Tripathi and Judith Warnau

A logic-based benders decomposition method for refrigerated container stacking and relocation problem pp. 3538-3563

Huakun Liu, Yun Peng, Haobin Li, Wenyuan Wang, Xiangda Li and Yongren Zheng

A matheuristic and imitation learning-driven evolutionary algorithm for the flexible job shop scheduling benchmark problem with discrete operation sequence flexibility pp. 3564-3587

Weiyao Cheng, Chaoyong Zhang, Leilei Meng, Biao Zhang and Hongyan Sang

Optimal allocation of empty load carriers in multi-site automotive manufacturing during ramp-ups pp. 3588-3604

Florian Klug

Demand variability in engineer-to-order supply chains: insights from a DDMRP case study pp. 3605-3623

Oskari Huttunen and Petri Helo

Advance selling and contracting strategies under supply chain competition pp. 3624-3642

Mengzhuo Wang, Wenjie Bi, Bin Cao and Letian Zhang

Inventory rationing with critical level policies: a structured literature review pp. 3643-3667

Rodrigo Romero-Silva, Brian Overbeek and Sander de Leeuw

Do non-traditional aisle designs outperform traditional ones? A comparative study for order picking warehouses pp. 3668-3689

Sabahattin G. Ozden, Alice E. Smith and Kevin R. Gue

Condition-Based maintenance for a multi-state weighted k-out-of-n: G system considering stochastic dependency pp. 3690-3706

Faqun Qi, Huaqing Yang, Yuxin Liu, Xiang Chen and Jiahui Kong

Volume 64, issue 8, 2026

A machine learning-based genetic programming algorithm for the stochastic resource-constrained project scheduling problem with 3D workspaces and carbon emissions pp. 2829-2853

Hao Liu, Jingwen Zhang, Erik Demeulemeester and Zhi Chen

An integrated multi-objective approach to collaborative disassembly line balancing and planning with TAOG-based modelling pp. 2854-2879

Oumayma Laouini, Ilhem Slama, Faicel Hnaien and Zied Jemai

In-situ monitoring of stochastic textured surfaces with EWMA scheme using dynamic KDE-based probability limits pp. 2880-2899

Suying Zhang, Xuelong Hu, Philippe Castagliola and Jianjun Wang

An approximate dynamic programming approach to wafer-lot scheduling for parallel multi-chamber equipment in semiconductor fabrication lines pp. 2900-2925

Sungwon Hong, Younsoo Lee and Kyungsik Lee

A blockchain-enabled Cyber-Physical System solution for decentralised smart factory pp. 2926-2945

Wenyou Guo, Ting Qu, Zhongfei Zhang, Yafeng Wei and George Q. Huang

Mathematical modelling of carbon emissions and production-transportation joint scheduling for anodising workshop pp. 2946-2974

Yapeng Li, Hongcheng Li, Qiongzhi Zhang, Weiwei Ge, Yao Ding, Chao Wang, Sihang He, Huajun Cao and Junlan Yi

The capacity investment cooperative game of agricultural coalition under uncertainties pp. 2975-2995

Shaojia Jin and Zhanwen Shi

A simultaneous batching and sequencing problem for injection molding process: an industrial case study pp. 2996-3019

W. Behiri, S. Belmokhtar-Berraf, C. Chu, N. La Palombara and M. Sali

Quantifying supply chain resilience with application to disinformation-driven disruptions pp. 3020-3042

Alireza Rangrazjeddi, Kash Barker, Andrés D. González, Elena Bessarabova and Sridhar Radhakrishnan

Achieving high cell utilisation via hybrid MILP models using restriction pp. 3043-3065

Youkyung Won, Hark-Chin Hwang and Jinhak Kim

A decision support framework on simulation fidelity for transferable and autonomously optimised swarm behaviour pp. 3066-3087

Reda Ghanem, Ismail M. Ali, Kathryn Kasmarik and Matthew Garratt

Digital twin-driven design and application paradigm for assembly accuracy performance prototype pp. 3088-3118

Feng Lv, Xiaojun Liu, Yang Yi, Jinshan Liu, Jindan Feng, Junfeng Wang and Wanru Huang

Mixed-integer programming models for mid-term production planning in integrated steel production pp. 3119-3134

Jonas Saupe, Philipp Fath, David Sayah and Stefan Nickel

Disruption-resilient multi-echelon supply chains: a model integrating carbon emissions and social welfare investments pp. 3135-3158

Abu Hashan Md Mashud, Ripon K. Chakrabortty and Omar K. Hussain

Order-to-Factoring financing decision-making in a reverse supply chain under blockchain: Nash bargaining and goal programming pp. 3159-3183

Shuai Li, Shaojian Qu, Ying Ji, Xiaoguang Yang, M.I.M. Wahab and Francisco Javier Cabrerizo

Metaevaluation: a comprehensive evaluation of health indicator on real options-based maintenance scheduling and health prognostics of bearing degradation pp. 3184-3209

Yen-Wen Chen, Chia-Yen Lee, Pin-Chi Chu and Te Han

Solving flexible job shop scheduling problem with worker flexibility and outsourcing service time windows using an adaptive dual-population memetic algorithm pp. 3210-3243

Ziyu Zhang, Liang Gao, Xinyu Li, Chunjiang Zhang and Qihao Liu

AI-Blockchain synergy for resilient agricultural supply chains: an evolutionary game analysis pp. 3244-3270

RuiHui Yu, FeiXue Liu, T. C. E. Cheng and Xiaoyan Xu

Volume 64, issue 7, 2026

A matheuristic for lot-streaming scheduling in a flexible job shop with variable sublots and intermingling settings pp. 2397-2426

Zian Zhao, Hong Zhou, Joonyup Eun and Luwei Zhao

Uncertainty-aware physics-data fusion for RUL prediction for manufacturing tools pp. 2427-2447

Yuqing Zhang, Jianhong Yang, Yihai He, Wei Dai and Lechang Yang

A complex product configuration design method considering supplier risk pp. 2448-2469

Xu He, Rong Li, Jiajun Liu, Ziyi He and Haizhu Zhang

A bundled dilemma: explaining the adoption paradox of digital vouchers in supply chain pp. 2470-2490

Lihua Wei and Bin Zhang

Exploring the impacts of employee-based blockchain adoption on supply chain finance and operational performance pp. 2491-2509

Hang Yang and Wantao Yu

Modelling physical fatigue and recovery patterns within and across multiple shifts using a healthcare example pp. 2510-2530

Michael A. Greig, Sadeem Munawar Qureshi, Marcus Yung, Nancy Purdy, Sue Bookey-Bassett and W. Patrick Neumann

A comprehensive causal AI framework for analysing factors affecting energy consumption and costs in customised manufacturing pp. 2531-2568

Tamas Fekete, Isabella Marquez Petrone and Hendro Wicaksono

Deep learning-based energy consumption prediction and anomaly detection of drying system in automotive paint shop pp. 2569-2590

Ke Dong, Congbo Li, Yang Wang, Wei Wu, Youhong Zhang and Yujie Zhang

An intelligent data-driven model for sustainable-resilient supplier scrutiny and selection in sustainable reconfigurable manufacturing systems pp. 2591-2615

Hamed Gholami, Xavier Delorme and Alexandre Dolgui

Decentralised schedule for mobile robots in Industry 4.0: an adaptive path planning strategy selection mechanism under dynamic environments pp. 2616-2635

Zhiyuan Su, Yangyang Niu, Jinpeng Li, Yunsheng Zhou, Yiyu Qiu and Zhiheng Zhao

Blockchain innovations for addressing pharmaceutical counterfeit in the global supply chain: a PLS–ANN approach pp. 2636-2660

Rabab Ali Abumalloh, Mehrbakhsh Nilashi, Siti Hamisah Binti Tapsir, Wen-Hwa Shyu, Garry Tan Wei Han and Ooi Keng Boon

A meta-learning framework for cross-domain order scheduling in intelligent warehouses pp. 2661-2682

Honglin Zhang, Jianling Chen, Jianing Ren, Ying Zhao, Yanyan Wang, Jing Chen and Bindong Gao

Multi-period stochastic optimisation of the integrated production-inventory-distribution problem pp. 2683-2711

Kefei Liu, Liping Zhou and Zhibin Jiang

Dynamic lot sizing with inventory bounds for a perishable product pp. 2712-2730

Jie Fan, Zhuhao Mo, Yong Su and Yi Tao

Dynamic scheduling of wafer batch processing machines via reinforcement learning enhanced by expert-guided lightweight LLM pp. 2731-2752

Wenbin Xiang, Jie Zhang, Peng Zhang and Ming Wang

Retailer alliance and power structure shift in green brand supply chain under low-carbon operating environment pp. 2753-2779

Chen Zhu, Jing Ma, Jiang Li and Mark Goh

Emission reduction decision under carbon quota competition versus cooperation trade mode of dual supply chain based on two allocation mechanisms pp. 2780-2804

Zhongrui Wang and Qinghua Wu

Enabling collaborative logistics in rural contexts with digital technologies: a systematic literature review pp. 2805-2828

Sahar Moazzeni and Fabio Sgarbossa

Volume 64, issue 6, 2026

Correction pp. I-I

The Editors

A robust soft decision-making method for uncertain production scheduling in semiconductor manufacturing pp. 1985-2008

Huaxing Zhong

An adaptive online learning scheme for anomaly detection in IIoT data streams under varying operating conditions pp. 2009-2035

Yuxuan Li, Zhen He, Yingdong He, Zhanwen Niu and An-Da Li

Food pickling workshop lot streaming scheduling with resource constraints using Q-learning-based fruit fly optimisation pp. 2036-2064

Xixing Li, Chenming Liu, Rui Wu, Qingqing Zhao, Jing Wang, Qi Li, Hongtao Tang and Yibing Li

Explainable artificial intelligence for manufacturing process modelling and optimisation: an integrated ANN and LIME approach pp. 2065-2086

Guodong Wang, Huabing Wang, Shanshan Lv, Xinxue Kang and Qing’an Cui

Multilevel facility location optimisation: a novel integer programming formulation and approaches to heuristic solutions pp. 2087-2108

Bahram Alidaee and Haibo Wang

Implications of retail media network in an online platform with co-opetitive sellers pp. 2109-2132

Jun Chu, Minghui Xu, Lifei Li and Zhaofu Hong

Purposeful decision-support with Digital Shadows: a model catalog architecture and its implementation for production scheduling in the injection molding domain pp. 2133-2157

Patrick Sapel, Aymen Gannouni, Anas Abdelrazeq, Christian Hopmann and Robert H. Schmitt

Electric vehicle adoption in logistics supply chain pp. 2158-2177

Yaoyao Sun, Qingyuan Zhu and Xingchen Li

Enhancing supply chain visibility with knowledge graphs and large language models pp. 2178-2209

Sara AlMahri, Liming Xu and Alexandra Brintrup

Modular and reconfigurable factories for continuous production innovation in pharmaceutical manufacturing pp. 2210-2232

Tristan Schwörer, Martin Bieber Jensen, Casper Schou, Bjørn Christian Dueholm, Rasmus Andersen, William de Neergaard, Dimitrios Chrysostomou, Ole Madsen and Oline Vinter Olesen

Information diffusion game model for a divisional seru design in seru system with non-preemptive discrete stations pp. 2233-2255

Tianyang Li, Zhiqiao Wu, Yin Gai, Yong Yin and Yang Yu

Balancing responsibilities and benefits in newsvendor orders pp. 2256-2268

Shaofu Du, Yu Zhang and Jing Peng

When inventories are not financial losses: a comparative analysis between lean and theory of constraints concepts for production synchronisation pp. 2269-2291

Lúcio Cantarelli Noal, Bruna Tolino Chaves, Daniel Pacheco Lacerda, Maria Isabel Motta Morandi and Fabio Antonio Sartori Piran

Equilibrium analysis of live-streaming e-commerce supply chain in the AI era pp. 2292-2310

Shuai Liu, Xiaoyan Xu and T. C. E. Cheng

Key quality characteristic selection incorporating customer attention under imbalanced data for popular products pp. 2311-2330

Liangxing Shi, Jiaqi Zhang, Yingdong He and Zhen He

Corporate artificial intelligence readiness and its contribution to supply chain resilience: insights from complexity theory pp. 2331-2353

Amal Dabbous, May Merhej Sayegh, Karine Aoun Barakat and Eleonora Veglianti

Co-opetition strategies in live streaming commerce: a game theory perspective pp. 2354-2371

Yina Li, Yanrong Wang, Jiayu Zhou, Yu Ning and Fei Ye

Scheduling optimization of hybrid multi-deep robotic mobile fulfillment systems pp. 2372-2395

Zhi Liu, Jiansha Lu, Jun Chen, Zhilong Xu and Yingde Li

Volume 64, issue 5, 2026

Warehousing 5.0 for the future of the logistics industry pp. 1587-1597

Banu Y. Ekren, Uday Venkatadri, Fabio Sgarbossa and Eric H. Grosse

The impact of working with an automated guided vehicle on boredom and performance: an experimental study in a warehouse environment pp. 1598-1618

Ziagul Hosseini, Pascale M. Le Blanc, Evangelia Demerouti, Piet van Gool, Marieke van den Tooren and Paul T. Y. Preenen

Exploiting travel sequences to optimise facility layouts with multiple input/output points pp. 1619-1647

Seyyed Mahdi Ghorashi Khalilabadi, Debjit Roy and René de Koster

Trading off travel distance and fatigue. The effect of storage, order batching, and pod selection in robotic mobile fulfillment systems pp. 1648-1675

Zhongqiang Ma, René de Koster, Debjit Roy and Guohua Wu

Managing technology-related disruptions and vulnerabilities in highly automated warehouse systems: an integrative review and research agenda pp. 1676-1708

Miguel Rodríguez-García, Joakim Hans Kembro, Kellen Betts and Eva Ponce-Cueto

Towards an increase in employee well-being in warehouses: insights from a qualitative study pp. 1709-1730

Ilse Cretskens, Katrien Ramaekers, Koen Van Laer and An Caris

Investigating the convenience of adopting passive exoskeletons in order picking pp. 1731-1755

Gjulio Ashta, Serena Finco and Alessandro Persona

Electric vehicle scheduling problem considering time-of-use electricity price pp. 1756-1784

Zhaofang Mao, Zhao Zhao, Manjin Song and Dian Huang

AI-enabled vision systems for human-centered order picking – A design science research approach pp. 1785-1812

Erik Flores-García, Enrique Ruiz Zúñiga, Yongkuk Jeong and Magnus Wiktorsson

Order processing and buffer assignment in an order picking system with cooperative robots pp. 1813-1837

Jie Wei, Xianhao Xu, Bipan Zou, Xuan Zhao and Yeming Gong

Sustainable robotic mobile fulfillment system with pod repositioning in warehousing 5.0 pp. 1838-1859

Allyson Silva, Leandro C. Coelho, Maryam Darvish and Walter Rei

Single order versus batch order-picking and Warehousing 5.0: analysing the role of human factor with neuroscience-based assessment of cognitive load pp. 1860-1884

Vittoria Tudisco, Elena Tappia, Sara Perotti, Arnd Meiser and Matthias Klumpp

On the impact of supply uncertainty on inventory decisions: EOQ-based models pp. 1885-1903

Eirini Tziora, Georgios Karakatsoulis, Konstantina Skouri and Aris Syntetos

Accelerating the transition from linear to circular systems through a subscription-based approach pp. 1904-1927

Behzad Maleki Vishkaei and Pietro De Giovanni

Help or hindrance? Implications of logistics delivery control for commission channel encroachment pp. 1928-1948

Chaoqun Zhu and Dan Cai

Enhancing the security of reconfigurable cyber-physical supply chains: reconstructing vulnerable attack paths using AND/OR/QUORUM graphs pp. 1949-1967

Eugene Levner and Dmitry Tsadikovich

Inducing consumers’ anticipated regret or not? The optimal selling strategy with group buying pp. 1968-1982

Yuanji Zang, Zhong-Zhong Jiang, Zhenming Peng and Lusheng Shao

Correction pp. 1983-1983

The Editors

Volume 64, issue 4, 2026

Evaluating long-term import contracts with price commitments: a quantitative case study of a home design company pp. 1161-1182

Avi Herbon and Dmitry Tsadikovich

Strategic KOL-platform marketing cooperation in livestream commerce pp. 1183-1201

Yi-xin Liang and Xue-jie Ren

Optimal maintenance policy with degradation-shock dependence and a reliability constraint using simulation optimisation pp. 1202-1226

Kuo-Hao Chang, Yan-Shuo Chen and Chun-Hung Chen

Full transparency or restricted visibility? Mechanisms of blockchain enabled data sharing in supply chain pp. 1227-1248

Yu He, Cuiqing Jiang, Junfeng Dong, Yong Ding and Bo Chen

Maintenance scheduling optimisation for sustainable steel ladle fleet operations pp. 1249-1268

Victor Ruela, Paul van Beurden, Felix Birkelbach and Rene Hofmann

Solving the joint order batching and picker routeing selection problem in warehouses pp. 1269-1294

Ozan Rıdvan Aksu, Necati Aras and Temel Öncan

Facility layout optimisation of an intelligent manufacturing unit based on queueing network and deep reinforcement learning pp. 1295-1318

Huan Li, Hui-yu Zhang, Yong Liao, Jia-ming Tian and Mu-shuai Kuang

Distribution network design problem considering warehouse types: framework, model, and algorithm pp. 1319-1340

Sixiang Zhao, Dali Zhang, Jinye Wang, Weihong Liu, Fei Wen and Xinyan Zeng

Integrated optimisation of delivery and installation operations in home appliance last-mile logistics pp. 1341-1357

Guandu Song, Biao Yuan and Zhibin Jiang

On formulations for the one-dimensional cutting stock with a limited number of open stacks problem pp. 1358-1385

Gabriel Gazzinelli Guimarães, Kelly Cristina Poldi and Mateus Martin

Integrated layout design and space allocation in multi-purpose terminals: a bi-level simulation optimisation approach pp. 1386-1413

Peixue Yuan, Chenhao Zhou, Byung Kwon Lee and Yuan Yuan

The effects of individual abilities and training strategy on learning: an empirical investigation in assembly tasks pp. 1414-1435

Andrea Lucchese, Salvatore Digiesi and Giorgio Mossa

An auction-based mechanism for decentralised backlog management in industry 4.0 semi-heterarchical architectures pp. 1436-1460

Silvestro Vespoli, Maria De Martino, Andrea Grassi and Guido Guizzi

Optimal timing for supplier replacement to mitigate the ripple effect of cruise supply chain disruptions: a novel integrated analytical framework pp. 1461-1488

Shuhan Meng and Xianhua Wu

Partial vertical ownership and specific investment of the manufacturer under demand uncertainty: utilisation, risk, and collaboration pp. 1489-1513

Chenchen Hua and Lindu Zhao

A decomposition-based evolutionary algorithm for drone-assisted electric routing problem with drone stations pp. 1514-1540

Setyo Tri Windras Mara, Ruhul Sarker, Saber Elsayed and Daryl Essam

Formulations and solutions of pallet loading problems in smart logistics pp. 1541-1560

Chenyang Zhang, Zijie Chen, Bochen Zhang and Mengchu Zhou

Reciprocal learning in human–machine collaboration: a systematic literature review and implications for production and logistics pp. 1561-1585

Steffen Nixdorf, Minqi Zhang, Eric H. Grosse and Fazel Ansari

Correction pp. 1586-1586

The Editors

Volume 64, issue 3, 2026

An innovative framework integrating MILP and a parallel optimal algorithm for UAV-Enabled last-Mile delivery pp. 777-797

Arash Amirteimoori, Reza Kia, Moataz Mohamed and Gerhard-Wilhelm Weber

Condition-based monitoring for a serial manufacturing system considering degradation and quality variation simultaneously pp. 798-818

Jin Li, Xiujie Zhao, Jiujun Zhang, Qiannan Si and Shuguang He

Riding the bell curve of lean and digitalisation programme alignment – a social capital perspective pp. 819-838

Lorenzo Pirrone, Matteo Bernasconi, Mark Grothkopp and Thomas Friedli

Optimizing washing machine production at Vestel: a matheuristic approach to planning and scheduling pp. 839-871

Seyed Amin Seyfi and İhsan Yanıkoğlu

Optimizing production and remanufacturing decisions for make-to-stock hybrid manufacturing systems using real-time information on products in use pp. 872-894

Oktay Karabağ, Fikri Karaesmen and Barış Tan

Towards smarter workplaces: integrating real-time cognitive feedback in collaborative robotics pp. 895-913

Giovanni Boschetti, Martina Calzavara, Maurizio Faccio, Irene Granata, Teresa Sinico and Alberto Trevisani

Self-reconfiguration of manufacturing systems using Satisfiability Modulo Theory pp. 914-939

Douha Macherki, Thierno M. L. Diallo, Jean-Yves Choley, Maher Barkallah and Mohamed Haddar

Analysis of inspection allocation strategies for genetic manufacturing systems with a generalised nonlinear program pp. 940-960

Gregory Purdy, Kimberly P. Ellis, Melissa Tilashalski, Jean Peccoud and Jaime A. Camelio

Integrating energy management systems and renewable energy sources in green warehouses: the energy-aware green sequencing and routing problem pp. 961-987

Leena Aizdi, Giacomo Lanza, Mauro Passacantando, Maria Grazia Scutellà, Silvia Siri and Stefano Bracco

Sales mode selection in the retailer-led perishable goods supply chain with the blockchain-based traceability system pp. 988-1015

Shuai Zhao, Wenli Li and Wen Song

Circular economy at scheduling level: influencing factors and impacts on system performance pp. 1016-1037

Claudio Castiglione, Arianna Alfieri and Erica Pastore

Mitigating the bullwhip effect through digital transformation: how customer firms shape supplier risk-taking behaviour pp. 1038-1054

Zeyuan Huang, Guangshun Qiao and Shirong Zhao

Integrated optimisation of berth allocation and yard management in the parallel-layout automated container terminal under uncertainty pp. 1055-1078

Shuang Duan, Hongxing Zheng and Zhaoyang Wang

An investigation into picking norm times and well-being: fatigue-aware order picking planning pp. 1079-1103

Marco Giacomelli, Arpan Rijal, Francesco Pilati and Kees Jan Roodbergen

Real-time monitoring of high-dimensional autocorrelated categorical data: a dynamic probabilistic tensor decomposition approach pp. 1104-1126

Kai Wang, Yutong Zhang and Zhenli Song

Adaptive social manufacturing: a human-centric, resilient, and sustainable framework for advancing Industry 5.0 pp. 1127-1160

Morteza Ghobakhloo, Masood Fathi, Simon Okwir, Mostafa Al-Emran and Dmitry Ivanov

Volume 64, issue 2, 2026

AI-enabled evolution: unveiling the synergy between manufacturing and services through coordination and integration pp. 539-544

Yunqiang Yin, Feng Chu, Alexandre Dolgui, Dujuan Wang, Joshua Ignatius and Jayanth Jayaram

Building AI-enabled capabilities for improved environmental and manufacturing performance: evidence from the US and the UK pp. 545-564

Samuel Fosso-Wamba, Cameron Guthrie, Maciel M. Queiroz and Adegboyega Oyedijo

The potential of AI-enabled quality control facing high inspection standard in resilient cross-border operations pp. 565-583

Baozhuang Niu, Jian Dong and Fengfeng Xie

AI-driven dynamic pricing for high-value assets in manufacturing and services: optimizing finite horizon sales with demand sensitivity pp. 584-596

Meilan Chen, Xiangling Hu, Yuan Qi and Donato Masi

Optimal investment in artificial intelligence-driven production activities considering socio-economic concerns pp. 597-621

Soumyatanu Mukherjee, Mohammed Nawazish, Sidhartha S. Padhi and Jayanth Jayaram

A hybrid niching memetic algorithm for multi-modal optimization of double row layout problem pp. 622-641

Xing Wan, Xingquan Zuo, Tianbo Lu and Gang Chen

Theory of AI-driven scheduling (TAIS): a service-oriented scheduling framework by integrating theory of constraints and AI pp. 642-676

Marzieh Khakifirooz, Michel Fathi and Alexandre Dolgui

Delivery routing for a mixed fleet of conventional and electric vehicles with road restrictions pp. 677-700

Hongguang Ma, Rongchao Yang and Xiang Li

Evaluating risk in perishable-food manufacturing and logistics services from the view of human-AI synergy pp. 701-718

Sha-lei Zhan, Xiangdong Jiang, Chi To Ng and Venus Y.H. Lun

Large-scale dynamic surgical scheduling under uncertainty by hierarchical reinforcement learning pp. 719-750

Lixiang Zhao, Han Zhu, Min Zhang, Jiafu Tang and Yu Wang

Multi-objective scheduling of cloud-edge cooperation in distributed manufacturing via multi-agent deep reinforcement learning pp. 751-775

Peng Guo, Haichao Shi, Yi Wang and Jianyu Xiong

Volume 64, issue 1, 2026

Developing a strategic supply chain resiliency index: an assessment of the global lithium supply for U.S. automotive EV battery production pp. 1-23

Hazel He, Thomas Brush, Hua Cai, Dutt Thakkar, Steve Dunlop and Stephan Biller

Modeling, analysis and improvement of production throughput and energy consumption in Li-ion battery manufacturing lines pp. 24-38

Heng Dong, Zhenghao Fan, Qing Wang, Wei Zhou, Yanbin Yu, Ling Fu and Jingshan Li

A data-driven two-stage decision-making model for supplier selection and negotiation-based procurement planning pp. 39-62

Huai-Wei Lo, Ching-Yun Chi, Chun-Jui Pai and Muhammet Deveci

Blockchain success in the post-adoption phase: extending the information systems success model with supply chain complexity pp. 63-83

Tuba Bakici, Maher A. N. Agi, Tekin Kose and Horst Treiblmaier

Enabling pro-circular behaviours in SMEs: a role-based approach for sustainable metalworking industry pp. 84-105

Mohamed Elnourani, Anna Karlsson, Lisa Larsson, Kerstin Johansen and Anna Öhrwall Rönnbäck

Digital twin-driven deep reinforcement learning for real-time optimisation in dynamic AGV systems pp. 106-124

Donggun Lee, Yong-Shin Kang and Sang Do Noh

A mean-variance optimisation model for produce export distribution with postponed shipment and market allocation options pp. 125-150

Nicolás Vargas, Mathias Klapp and Alejandro Mac Cawley

What if the swans wreaking havoc in supply chains are grey not black? pp. 151-167

Tony N.K. Lynch, Adrian E. Coronado Mondragon and Joo Y. Jung

A hierarchical Bayesian model for payment delay prediction in supply chain financing pp. 168-191

Lingxuan Kong and Alexandra Brintrup

Building resilient closed-loop supply chains: resilience enablers and diversified sourcing under global disruptions pp. 192-219

Farhad Habibi, Ripon K. Chakrabortty, Alireza Abbasi and William Ho

Integration strategies for a reverse supply chain with horizontal competitive recycling pp. 220-249

Yong Wang, Qiong Jiang, Jianhu Cai, Zhengang Cao and Qingqing Chen

Toward lean industry 5.0: a human-centered model for integrating lean and industry 4.0 in an automotive supplier pp. 250-273

Peter Hines, Florian Magnani, Josefa Mula and Raquel Sanchis

The retail platform’s green packaging strategy: the interplay between government tax policies and environmentally conscious consumers pp. 274-293

Sainan Zhao, Yong Zha, Xiaolong Guo and Tsan-Ming Choi

Navigating the sustainable Industry 4.0 transformation in supply chains: a systematic review and future research agenda pp. 294-329

Hamza Pervez, Minna Saunila, Tero Rantala and Juhani Ukko

Operations & supply chain management: principles and practice pp. 330-513

Fotios Petropoulos, Henk Akkermans, O. Zeynep Aksin, Imran Ali, Mohamed Zied Babai, Ana Barbosa-Povoa, Olga Battaïa, Maria Besiou, Nils Boysen, Stephen Brammer, Alistair Brandon-Jones, Dirk Briskorn, Tyson R. Browning, Paul Buijs, Piera Centobelli, Andrea Chiarini, Paul Cousins, Elizabeth A. Cudney, Andrew Davies, Steven J. Day, René de Koster, Rommert Dekker, Juliano Denicol, Mélanie Despeisse, Stephen M. Disney, Alexandre Dolgui, Linh Duong, Malek El-Qallali, Behnam Fahimnia, Fatemeh Fakhredin, Stanley B. Gershwin, Salar Ghamat, Vaggelis Giannikas, Christoph H. Glock, Janet Godsell, Kannan Govindan, Claire Hannibal, Anders Haug, Tomislav Hernaus, Juliana Hsuan, Dmitry Ivanov, Marianne Jahre, Björn Johansson, Madan Shankar Kalidoss, Argyris Kanellopoulos, Devika Kannan, Elif Karul, Konstantinos V. Katsikopoulos, Ayse Begüm Kilic-Ararat, Rainer Kolisch, Maximilian Koppenberg, Maneesh Kumar, Yong-Hong Kuo, Andrew Kusiak, Michael A. Lewis, Stanley Frederick W. T. Lim, Veronique Limère, Jiyin Liu, Omid Maghazei, Matija Marić, Joern Meissner, Miranda Meuwissen, Pietro Micheli, Samudaya Nanayakkara, Bengü Nur Özdemir, Thanos Papadopoulos, Stephen Pavelin, Srinath Perera, Wendy Phillips, Dennis Prak, Hubert Pun, Sharfah Ahmad Qazi, Usha Ramanathan, Gerald Reiner, Ewout Reitsma, Jens K. Roehrich, Nada R. Sanders, Joseph Sarkis, Nico André Schmid, Christoph G. Schmidt, Andreas Schroeder, Kostas Selviaridis, Stefan Seuring, Chuan Shi, Byung-Gak Son, Martin Spring, Brian Squire, Wendy van der Valk, Dirk Pieter van Donk, Geert-Jan van Houtum, Miriam Wilhelm, Finn Wynstra and Ting Zheng

Optimising quality in time-variant systems: a focus on dynamics and heterogeneity pp. 514-537

Shijuan Yang, Pengcheng Du, Jianjun Wang, Yunxia Han and Jinpei Liu