International Journal of Production Research

Article	Citations
Supply Chain Viability and the COVID-19 pandemic: a conceptual and formal generalisation of four major adaptation strategies	243
Machine learning in manufacturing and industry 4.0 applications	232
The Industry 5.0 framework: viability-based integration of the resilience, sustainability, and human-centricity perspectives	208
Ripple effect and supply chain disruption management: new trends and research directions	197
5G in digital supply chain and operations management: fostering flexibility, end-to-end connectivity and real-time visibility through internet-of-everything	162
Barriers to the adoption of blockchain technology in business supply chains: a total interpretive structural modelling (TISM) approach	151
Learning to schedule job-shop problems: representation and policy learning using graph neural network and reinforcement learning	145
Antecedents and consequences of supply chain risk management capabilities: an investigation in the post-coronavirus crisis	143
Zero-defect manufacturing the approach for higher manufacturing sustainability in the era of industry 4.0: a position paper	141
An investigation of information alignment and collaboration as complements to supply chain agility in humanitarian supply chain	121
Linkages between big data analytics, circular economy, sustainable supply chain flexibility, and sustainable performance in manufacturing firms	120
Artificial intelligence (AI) in augmented reality (AR)-assisted manufacturing applications: a review	117
Building supply-chain resilience: an artificial intelligence-based technique and decision-making framework	117
Multi-objective robust optimisation model for MDVRPLS in refined oil distribution	115
The emergence of cognitive digital twin: vision, challenges and opportunities	110
Blockchain in food supply chains: a literature review and synthesis analysis of platforms, benefits and challenges	106
Big Data in operations and supply chain management: a systematic literature review and future research agenda	106
Critical success factors influencing artificial intelligence adoption in food supply chains	98
Deep reinforcement learning in production systems: a systematic literature review	94
The impact of flexibility and redundancy on improving supply chain resilience to disruptions	93
An analysis of strategies for adopting blockchain technology in the fresh product supply chain	92
The role of artificial intelligence in supply chain management: mapping the territory	88
Research opportunities in preparing supply chains of essential goods for future pandemics	83
Evaluating barriers and solutions for social sustainability adoption in multi-tier supply chains	82
Industry 4.0 technologies as enablers of collaboration in circular supply chains: a systematic literature review	81

Coordination of a supply chain with an online platform considering green technology in the blockchain era	79
Data-driven secure, resilient and sustainable supply chains: gaps, opportunities, and a new generalised data sharing and data monetisation framework	78
A review on reinforcement learning algorithms and applications in supply chain management	76
A robust location-inventory model for food supply chains operating under disruptions with ripple effects	73
Integrating Internet of Things and multi-temperature delivery planning for perishable food E-commerce logistics: a model and application	72
Blockchain technology in maritime supply chains: applications, architecture and challenges	72
Deep reinforcement learning for dynamic scheduling of a flexible job shop	71
Artificial intelligence-driven risk management for enhancing supply chain agility: A deep-learning-based dual-stage PLS-SEM-ANN analysis	71
Human-centric artificial intelligence architecture for industry 5.0 applications	69
Facility layout planning. An extended literature review	69
A machine learning approach for predicting hidden links in supply chain with graph neural networks	68
Financial performance and supply chain dynamic capabilities: the Moderating Role of Industry 4.0 technologies	66
Smart city for sustainable urban freight logistics	66
A multi-layer Bayesian network method for supply chain disruption modelling in the wake of the COVID-19 pandemic	65
The influence of digital transformation on low-carbon operations management practices and performance: does CEO ambivalence matter?	64
The role of Artificial Intelligence networks in sustainable supply chain finance for foodand drink industry	63
Visualisation of ripple effect in supply chains under long-term, simultaneous disruptions: a system dynamics approach	63
COVID-19 as a trigger for dynamic capability development and supply chain resilience improvement	62
Design and management of assembly systems 4.0: systematic literature review and research agenda	62
Production and operations management for intelligent manufacturing: a systematic literature review	61
The shortage economy and its implications for supply chain and operations management	61
A model integrating lean and green practices for viable, sustainable, and digital supply chain performance	60
State of the art, conceptual framework and simulation analysis of the ripple effect on supply chains	58
The evolution of production scheduling from Industry 3.0 through Industry 4.0	58
Big data analytics in manufacturing: a bibliometric analysis of research in the field of business management	57
Towards AI driven environmental sustainability: an application of automated logistics in container port terminals	57
Demonstration of a blockchain-based framework using smart contracts for supply chain collaboration	57
The zero trust supply chain: Managing supply chain risk in the absence of trust	56
Toward supply chain viability theory: from lessons learned through COVID-19 pandemic to viable ecosystems	56
Product returns management: a comprehensive review and future research agenda	55
Potentials and challenges of augmented reality smart glasses in logistics and supply chain management: a systematic literature review	55
Anti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning	55
Improved multi-fidelity simulation-based optimisation: application in a digital twin shop floor	54
Revisiting the warehouse research through an evolutionary lens: a review from 1990 to 2019	54
New challenges in supply chain management: cybersecurity across the supply chain	53
Decision support in productive processes through DES and ABS in the Digital Twin era: a systematic literature review	52
The selection of marketplace mode and reselling mode with demand disruptions under cap-and-trade regulation	51
Analytics and machine learning in vehicle routing research	51
Internet of things (IoT) and big data analytics (BDA) for digital manufacturing (DM)	50
Product backorder prediction using deep neural network on imbalanced data	50
Blockchained smart contract pyramid-driven multi-agent autonomous process control for resilient individualised manufacturing towards Industry 5.0	50
A literature review and design methodology for digital twins in the era of zero defect manufacturing	50
A systematic literature review exploring uncertainty management and sustainability outcomes in circular supply chains	49
Industrial ontologies for interoperability in agile and resilient manufacturing	49
Disaster readiness’ influence on the impact of supply chain resilience and robustness on firms’ financial performance: a COVID-19 empirical investigation	49
Industrial big-data-driven and CPS-based adaptive production scheduling for smart manufacturing	49
A systematic review of the implementation of industry 4.0 from the organisational perspective	48
Blockchain adoption in logistics and supply chain: a literature review and research agenda	48
Machine learning for demand forecasting in the physical internet: a case study of agricultural products in Thailand	48
Consideration of workers’ differences in production systems modelling and design: State of the art and directions for future research	48

Virtual metrology as an approach for product quality estimation in Industry 4.0: a systematic review and integrative conceptual framework	48
Battling counterfeit masks during the COVID-19 outbreak: quality inspection vs. blockchain adoption	47
Analysing perceived role of blockchain technology in SCM context for the manufacturing industry	47
A new robust dynamic Bayesian network approach for disruption risk assessment under the supply chain ripple effect	47
Digital transformation maturity assessment: development of the digital transformation capability maturity model	47
Triads in sustainable supply-chain perspective: why is a collaboration mechanism needed?	46
Lean Production and Industry 4.0 integration: how Lean Automation is emerging in manufacturing industry	46
Mining online reviews with a Kansei-integrated Kano model for innovative product design	46
Balancing collaborative human–robot assembly lines to optimise cycle time and ergonomic risk	46
Knowledge-based engineering approach for defining robotic manufacturing system architectures	45
Digitalisation and servitisation of machine tools in the era of Industry 4.0: a review	45
A novel shuffled frog-leaping algorithm with reinforcement learning for distributed assembly hybrid flow shop scheduling	44
A parcel network flow approach for joint delivery networks using parcel lockers	44
Multi-objective optimisation for energy-aware flexible job-shop scheduling problem with assembly operations	44
Business continuity-inspired resilient supply chain network design	44
Joint optimisation for dynamic flexible job-shop scheduling problem with transportation time and resource constraints	43
52 Years of manufacturing strategy: an evolutionary review of literature (1969–2021)	43
Data analytics in pharmaceutical supply chains: state of the art, opportunities, and challenges	43
Systems resilience assessments: a review, framework and metrics	42
Blockchain implementation in pharmaceutical supply chains: A review and conceptual framework	42
What is Quality 4.0? An exploratory sequential mixed methods study of Italian manufacturing companies	42
Deploying cobots in collaborative systems: major considerations and productivity analysis	42
A recovery planning model for online business operations under the COVID-19 outbreak	42
Reverse supply network design for circular economy pathways of wind turbine blades in Europe	42
An enhanced branch-and-price algorithm for the integrated production and transportation scheduling problem	41
Actionable cognitive twins for decision making in manufacturing	41
Constraint programming approach for multi-resource-constrained unrelated parallel machine scheduling problem with sequence-dependent setup times	40
Meta-heuristics for sustainable supply chain management: a review	40
A linear model for optimal cybersecurity investment in Industry 4.0 supply chains	40
Innovative platform operations with the use of technologies in the blockchain era	40
A low-carbon, fixed-tour scheduling problem with time windows in a time-dependent traffic environment	40
Reinforcement learning for robotic flow shop scheduling with processing time variations	39
Assistive devices for manual materials handling in warehouses: a systematic literature review	39
A novel self-training semi-supervised deep learning approach for machinery fault diagnosis	39
Exploring the role of artificial intelligence in building production resilience: learnings from the COVID-19 pandemic	38
Prioritizing adoption barriers of platforms based on blockchain technology from balanced scorecard perspectives in healthcare industry: a structural approach	38
An analysis of the ripple effect for disruptions occurring in circular flows of a supply chain network*	38
A decision support system for configuring spare parts supply chains considering different manufacturing technologies	38
Tool condition monitoring framework for predictive maintenance: a case study on milling process	38
Applying digital twins for inventory and cash management in supply chains under physical and financial disruptions	37
Fostering low-carbon production and logistics systems: framework and empirical evidence	37
Smart logistics ecological cooperation with data sharing and platform empowerment: an examination with evolutionary game model	37
Supporting a capital-constrained supplier with mixed pre-shipment financing facilities	36
AI based decision making: combining strategies to improve operational performance	36
The green contagion effect: an investigation into the propagation of environmental practices across multiple supply chains tiers	36
Smart lighting systems: state-of-the-art and potential applications in warehouse order picking	36
Mitigating ripple effect in supply networks: the effect of trust and topology on resilience	36
Cooperated teaching-learning-based optimisation for distributed two-stage assembly flow shop scheduling	36
Design and development of automobile assembly model using federated artificial intelligence with smart contract	35
Using deep learning to value free-form text data for predictive maintenance	35
Robust modelling and prediction of the COVID-19 pandemic in Canada	35
Reinforcement learning applied to production planning and control	35
Metaverse supply chain and operations management	34
Efficient path planning for automated guided vehicles using A* (Astar) algorithm incorporating turning costs in search heuristic	34
Blockchain’s impact on platform supply chains: transaction cost and information transparency perspectives	34
Concurrent optimisation of modular product and Reconfigurable Manufacturing System configuration: a customer-oriented offer for mass customisation	34
Product disassembly sequence planning: state-of-the-art, challenges, opportunities and future directions	34
Using process mining to improve productivity in make-to-stock manufacturing	34
Impact of financial risk on supply chains: a manufacturer-supplier relational perspective	34
Artificial intelligence-driven supply chain resilience in Vietnamese manufacturing small- and medium-sized enterprises	34
Transforming resilience in the context of a pandemic: results from a cross-industry case study exploring supply chain viability	33
What does operational excellence mean in the Fourth Industrial Revolution era?	33
Modelling flexible decisions about sustainable supplier selection in multitier sustainable supply chain management	33
Semantic-aware event link reasoning over industrial knowledge graph embedding time series data	33
Multi-period price competition of blockchain-technology-supported and traditional platforms under network effect	33
Intelligent scheduling and reconfiguration via deep reinforcement learning in smart manufacturing	33
Effective heuristics and metaheuristics to minimise total tardiness for the distributed permutation flowshop scheduling problem	33
Matchmaking in reward-based crowdfunding platforms: a hybrid machine learning approach	33
Impact of blockchain technology on the optimal pricing and quality decisions of platform supply chains	33
Financing decisions of low-carbon supply Chain under Chain-to-Chain competition	33
A decade of progress in supply chain risk management: risk typology, emerging topics, and research collaborators	32
Supply chain mapping: a proposed construct	32
A scoping review of human robot interaction research towards Industry 5.0 human-centric workplaces	32
Applications of deep learning for fault detection in industrial cold forging	32
A quantitative approach to resilience in manufacturing systems	32
A bi-objective optimisation of post-disaster relief distribution and short-term network restoration using hybrid NSGA-II algorithm	31
Practical factors in order picking planning: state-of-the-art classification and review	31
Application of artificial intelligence for resilient and sustainable healthcare system: systematic literature review and future research directions	31
The interpretive model of manufacturing: a theoretical framework and research agenda for machine learning in manufacturing	31
A reinforcement learning-driven brain storm optimisation algorithm for multi-objective energy-efficient distributed assembly no-wait flow shop scheduling problem	31

Recent contributions to supply chain finance: towards a theoretical and practical research agenda	30
COVID-19 pandemic disruption: a matter of building companies’ internal and external resilience	30
Two views of supply chain resilience	30
In pursuit of humanised order picking planning: methodological review, literature classification and input from practice	30
Big data analytics energy-saving strategies for air compressors in the semiconductor industry – an empirical study	30
Order release planning with predictive lead times: a machine learning approach	30
Branch-and-price-and-cut methods for the electric vehicle routing problem with time windows	29
Intertwined supply network design under facility and transportation disruption from the viability perspective	29
A stochastic optimisation approach to maintain supply chain viability under the ripple effect	29
Formalising product deletion across the supply chain: blockchain technology as a relational governance mechanism	28
Dynamic design method of digital twin process model driven by knowledge-evolution machining features	28
Investigating the themes in supply chain finance: the emergence of blockchain as a disruptive technology	28
Optimal information disclosure strategies for a retail platform in the blockchain technology era	28
Production planning and control in multi-stage assembly systems: an assessment of Kanban, MRP, OPT (DBR) and DDMRP by simulation	28
Application of supportive and substitutive technologies in manual warehouse order picking: a content analysis	28
Framework for incorporating human factors into production and logistics systems	28
A twin data and knowledge-driven intelligent process planning framework of aviation parts	28
Sustainable vehicle routing of agro-food grains in the e-commerce industry	28
Modelling the impact of climate change risk on supply chain performance	28
The impacts of digital technologies on coping with the COVID-19 pandemic in the manufacturing industry: a systematic literature review	28
Integrated production-inventory-routing problem for multi-perishable products under uncertainty by meta-heuristic algorithms	27
Soft sensor of flotation froth grade classification based on hybrid deep neural network	27
Improved model and efficient method for bi-objective closed-loop food supply chain problem with returnable transport items	27
Understanding the influential and mediating role of cultural enablers of AI integration to supply chain	27
An architecture to facilitate the integration of human workers in Industry 4.0 environments	27
Optimal strategies for financing a three-level supply chain through blockchain platform finance	27
Electric vehicle routing problem with flexible deliveries	27
Conceptualisation of a 7-element digital twin framework in supply chain and operations management	27
A state-of-the-art on production planning in Industry 4.0	27
Evaluation of antecedents to social sustainability practices in multi-tier Indian automotive manufacturing firms	27
Joint decision of condition-based opportunistic maintenance and scheduling for multi-component production systems	26
Examining the resiliency of intertwined supply networks: ajury-riggingperspective	26
Explainable reinforcement learning in production control of job shop manufacturing system	26
Multi-tier supply chain sustainability in the pulp and paper industry: a framework and evaluation methodology	26
Human-centric production and logistics system design and management: transitioning from Industry 4.0 to Industry 5.0	26
Sustainable multi-objective process planning in reconfigurable manufacturing environment: adapted new dynamic NSGA-II vs New NSGA-III	26
Supply chain visibility: A Delphi study on managerial perspectives and priorities	26
Multi-period distribution network design with boundedly rational customers for the service-oriented manufacturing supply chain: a 4PL perspective	26
Enablers of artificial intelligence adoption and implementation in production systems	26
How social communications affect product line design in the platform economy	25
Real-time scheduling simulation optimisation of job shop in a production-logistics collaborative environment	25
A novel feature selection for evolving compact dispatching rules using genetic programming for dynamic job shop scheduling	25
Contract strategy in the presence of chain to chain competition	25
Dynamic compensation and contingent sourcing strategies for supply disruption	25
Decision support model for implementing assistive technologies in assembly activities: a case study	25
A preliminary prototyping approach for emerging metro-based underground logistics systems: operation mechanism and facility layout	25
Blockchain-enabled digital twin collaboration platform for heterogeneous socialized manufacturing resource management	25
Intermittent demand forecasting for spare parts in the heavy-duty vehicle industry: a support vector machine model	24
Proportional order-up-to policies for closed-loop supply chains: the dynamic effects of inventory controllers	24
Federated machine learning for privacy preserving, collective supply chain risk prediction	24
A resilience assessment framework for urban transportation systems	24
Demand forecasting in supply chains: a review of aggregation and hierarchical approaches	24
Improved whale optimisation algorithm for two-sided disassembly line balancing problems considering part characteristic indexes	24
The ASSISTANT project: AI for high level decisions in manufacturing	24
Smart and flexible manufacturing systems using Autonomous Guided Vehicles (AGVs) and the Internet of Things (IoT)	24
Towards a multi-party interaction framework: state-of-the-art review in sustainable operations management	23
Building blocks for digital twin of reconfigurable machine tools from design perspective	23
Supply chain-oriented permutation flowshop scheduling considering flexible assembly and setup times	23
Multiobjective capacitated green vehicle routing problem with fuzzy time-distances and demands split into bags	23
Data-driven review of blockchain applications in supply chain management: key research themes and future directions	23
Towards knowledge graph reasoning for supply chain risk management using graph neural networks	23
Applying blockchain technology to ensure compliance with sustainability standards in the PPE multi-tier supply chain	23
Designing a food supply chain for enhanced social sustainability in developing countries	23
Corporate sustainability standards in multi-tier supply chains – an institutional entrepreneurship perspective	23
Adoption of green supply chain management practices in multi-tier supply chains: examining the differences between higher and lower tier firms	23
Integrating supplier selection with inventory management under supply disruptions	23
A rough cut cybersecurity investment using portfolio of security controls with maximum cybersecurity value	22
Assessment and prioritisation of Healthcare 4.0 implementation in hospitals using Quality Function Deployment	22
An effective memetic algorithm for the distributed flowshop scheduling problem with an assemble machine	22
Predictive maintenance for industry 5.0: behavioural inquiries from a work system perspective	22
Closed-loop supply chain models with coopetition options	22
How to use no-code artificial intelligence to predict and minimize the inventory distortions for resilient supply chains	22
Multi-objective optimisation of stochastic hybrid production line balancing including assembly and disassembly tasks	22
The applications of Internet of Things (IoT) in industrial management: a science mapping review	22
Changeable closed-loop manufacturing systems: challenges in product take-back and evaluation of reconfigurable solutions	22
Linking the digital and sustainable transformation with supply chain practices	22
Artificial intelligence in service industries: customers’ assessment of service production and resilient service operations	21
Determining the source of human-system errors in manual order picking with respect to human factors	21
A robust service composition and optimal selection method for cloud manufacturing	21
Reducing carbon footprint in a resilient supply chain: examining the critical influencing factors of process integration	21
Industrial Dataspace for smart manufacturing: connotation, key technologies, and framework	21
Collection and remanufacturing channels selection under a product take-back regulation with remanufacturing target	21
An ABGE-aided manufacturing knowledge graph construction approach for heterogeneous IIoT data integration	21
Dual-channel competition: the role of quality improvement and price-matching	21
Maintenance optimisation for systems with multi-dimensional degradation and imperfect inspections	21
A mathematical model for equitable in-country COVID-19 vaccine allocation	21
Multi-dimensional spatiotemporal demand forecasting and service vehicle dispatching for online car-hailing platforms	20
Data-driven cloud simulation architecture for automated flexible production lines: application in real smart factories	20
A two-level optimisation-simulation method for production planning and scheduling: the industrial case of a human–robot collaborative assembly line	20
Artificial intelligence in supply chain and operations management: a multiple case study research	20
Evolutionary game analysis for government regulations in a straw-based bioenergy supply chain	20
A supervised machine learning approach for the optimisation of the assembly line feeding mode selection	20
Accelerate or hinder it? Manufacturer transformation under competition and carbon emission trading	20
A technology maturity assessment framework for Industry 5.0 machine vision systems based on systematic literature review in automotive manufacturing	20
A hybrid learning-based meta-heuristic algorithm for scheduling of an additive manufacturing system consisting of parallel SLM machines	20