International Journal of Production Research

Article	Citations
Impact of COVID-19 on logistics systems and disruptions in food supply chain	513
The applications of Industry 4.0 technologies in manufacturing context: a systematic literature review	358
Researchers' perspectives on Industry 4.0: multi-disciplinary analysis and opportunities for operations management	266
Supply Chain Viability and the COVID-19 pandemic: a conceptual and formal generalisation of four major adaptation strategies	233
Blockchain-based food supply chain traceability: a case study in the dairy sector	204
Machine learning in manufacturing and industry 4.0 applications	201
Ripple effect and supply chain disruption management: new trends and research directions	184
The Industry 5.0 framework: viability-based integration of the resilience, sustainability, and human-centricity perspectives	182
Blockchain adoption in operations and supply chain management: empirical evidence from an emerging economy	162
A systematic literature review of the capabilities and performance metrics of supply chain resilience	149
5G in digital supply chain and operations management: fostering flexibility, end-to-end connectivity and real-time visibility through internet-of-everything	148
The complementary effect of lean manufacturing and digitalisation on operational performance	141
Barriers to the adoption of blockchain technology in business supply chains: a total interpretive structural modelling (TISM) approach	135
Antecedents and consequences of supply chain risk management capabilities: an investigation in the post-coronavirus crisis	133
Learning to schedule job-shop problems: representation and policy learning using graph neural network and reinforcement learning	130
Zero-defect manufacturing the approach for higher manufacturing sustainability in the era of industry 4.0: a position paper	130
Balancing price and green quality in presence of consumer environmental awareness: a green supply chain coordination approach	129
One-to-one relationships between Industry 4.0 technologies and Lean Production techniques: a multiple case study	125
Artificial intelligence (AI) in augmented reality (AR)-assisted manufacturing applications: a review	113
An investigation of information alignment and collaboration as complements to supply chain agility in humanitarian supply chain	111
Role of Big Data Analytics in supply chain management: current trends and future perspectives	111
Multi-objective robust optimisation model for MDVRPLS in refined oil distribution	106
Linkages between big data analytics, circular economy, sustainable supply chain flexibility, and sustainable performance in manufacturing firms	103
The emergence of cognitive digital twin: vision, challenges and opportunities	100
Building supply-chain resilience: an artificial intelligence-based technique and decision-making framework	99

Big Data in operations and supply chain management: a systematic literature review and future research agenda	93
Blockchain in food supply chains: a literature review and synthesis analysis of platforms, benefits and challenges	92
Designing a blockchain enabled supply chain	88
Reconfigurable manufacturing systems from an optimisation perspective: a focused review of literature	86
The impact of flexibility and redundancy on improving supply chain resilience to disruptions	86
An analysis of strategies for adopting blockchain technology in the fresh product supply chain	84
Deep reinforcement learning in production systems: a systematic literature review	83
Critical success factors influencing artificial intelligence adoption in food supply chains	82
Industry 4.0 triggered by Lean Thinking: insights from a systematic literature review	82
Research opportunities in preparing supply chains of essential goods for future pandemics	81
Evaluating barriers and solutions for social sustainability adoption in multi-tier supply chains	80
The architectural framework of a cyber physical logistics system for digital-twin-based supply chain control	80
Coordination of a supply chain with an online platform considering green technology in the blockchain era	78
Adaptive scheduling for assembly job shop with uncertain assembly times based on dual Q-learning	72
The role of artificial intelligence in supply chain management: mapping the territory	72
Data-driven secure, resilient and sustainable supply chains: gaps, opportunities, and a new generalised data sharing and data monetisation framework	71
Industry 4.0 technologies as enablers of collaboration in circular supply chains: a systematic literature review	71
Digital twin design for real-time monitoring – a case study of die cutting machine	69
A deformable CNN-DLSTM based transfer learning method for fault diagnosis of rolling bearing under multiple working conditions	68
Production planning and scheduling in multi-factory production networks: a systematic literature review	67
The impact of information sharing on supply chain learning and flexibility performance	66
Automated order picking systems and the links between design and performance: a systematic literature review	66
Blockchain technology in maritime supply chains: applications, architecture and challenges	65
Deep reinforcement learning for dynamic scheduling of a flexible job shop	65
A machine learning approach for predicting hidden links in supply chain with graph neural networks	64
A robust location-inventory model for food supply chains operating under disruptions with ripple effects	63
Facility layout planning. An extended literature review	63
Integrating Internet of Things and multi-temperature delivery planning for perishable food E-commerce logistics: a model and application	63
A blockchain-based evaluation approach for customer delivery satisfaction in sustainable urban logistics	62
Smart city for sustainable urban freight logistics	61
Workforce reconfiguration strategies in manufacturing systems: a state of the art	59
Financial performance and supply chain dynamic capabilities: the Moderating Role of Industry 4.0 technologies	58
A multi-layer Bayesian network method for supply chain disruption modelling in the wake of the COVID-19 pandemic	58
The role of Artificial Intelligence networks in sustainable supply chain finance for foodand drink industry	57
Production and operations management for intelligent manufacturing: a systematic literature review	56
The influence of digital transformation on low-carbon operations management practices and performance: does CEO ambivalence matter?	56
A review on reinforcement learning algorithms and applications in supply chain management	55
Design and management of assembly systems 4.0: systematic literature review and research agenda	55
Visualisation of ripple effect in supply chains under long-term, simultaneous disruptions: a system dynamics approach	55
COVID-19 as a trigger for dynamic capability development and supply chain resilience improvement	55
A model integrating lean and green practices for viable, sustainable, and digital supply chain performance	53
The shortage economy and its implications for supply chain and operations management	53
Potentials and challenges of augmented reality smart glasses in logistics and supply chain management: a systematic literature review	52
State of the art, conceptual framework and simulation analysis of the ripple effect on supply chains	52
Human-centric artificial intelligence architecture for industry 5.0 applications	51
Anti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning	50
Product returns management: a comprehensive review and future research agenda	50
Toward supply chain viability theory: from lessons learned through COVID-19 pandemic to viable ecosystems	50
The zero trust supply chain: Managing supply chain risk in the absence of trust	50
Disaster readiness’ influence on the impact of supply chain resilience and robustness on firms’ financial performance: a COVID-19 empirical investigation	49

Decision support in productive processes through DES and ABS in the Digital Twin era: a systematic literature review	49
The evolution of production scheduling from Industry 3.0 through Industry 4.0	48
Consideration of workers’ differences in production systems modelling and design: State of the art and directions for future research	48
Towards AI driven environmental sustainability: an application of automated logistics in container port terminals	48
Improved multi-fidelity simulation-based optimisation: application in a digital twin shop floor	48
Big data analytics in manufacturing: a bibliometric analysis of research in the field of business management	47
The selection of marketplace mode and reselling mode with demand disruptions under cap-and-trade regulation	47
Revisiting the warehouse research through an evolutionary lens: a review from 1990 to 2019	46
Internet of things (IoT) and big data analytics (BDA) for digital manufacturing (DM)	46
A systematic literature review exploring uncertainty management and sustainability outcomes in circular supply chains	45
A new robust dynamic Bayesian network approach for disruption risk assessment under the supply chain ripple effect	45
Industrial big-data-driven and CPS-based adaptive production scheduling for smart manufacturing	45
Revenue-sharing contracts in supply chains: a comprehensive literature review	45
Machine learning for demand forecasting in the physical internet: a case study of agricultural products in Thailand	44
Industrial ontologies for interoperability in agile and resilient manufacturing	44
Virtual metrology as an approach for product quality estimation in Industry 4.0: a systematic review and integrative conceptual framework	43
Demonstration of a blockchain-based framework using smart contracts for supply chain collaboration	43
Mining online reviews with a Kansei-integrated Kano model for innovative product design	43
Blockchained smart contract pyramid-driven multi-agent autonomous process control for resilient individualised manufacturing towards Industry 5.0	42
A recovery planning model for online business operations under the COVID-19 outbreak	42
Blockchain adoption in logistics and supply chain: a literature review and research agenda	42
A literature review and design methodology for digital twins in the era of zero defect manufacturing	42
New challenges in supply chain management: cybersecurity across the supply chain	42
Triads in sustainable supply-chain perspective: why is a collaboration mechanism needed?	42
Product backorder prediction using deep neural network on imbalanced data	42
Exploring the impacts and contributions of maintenance function for sustainable manufacturing	42
Battling counterfeit masks during the COVID-19 outbreak: quality inspection vs. blockchain adoption	42
Balancing collaborative human–robot assembly lines to optimise cycle time and ergonomic risk	42
Multi-objective optimisation for energy-aware flexible job-shop scheduling problem with assembly operations	41
Analysing perceived role of blockchain technology in SCM context for the manufacturing industry	41
A systematic review of the implementation of industry 4.0 from the organisational perspective	40
Knowledge-based engineering approach for defining robotic manufacturing system architectures	40
Managing collecting or remarketing channels: different choice for cannibalisation in remanufacturing outsourcing	40
A parcel network flow approach for joint delivery networks using parcel lockers	40
Business continuity-inspired resilient supply chain network design	40
22 Years of Lean Supply Chain Management: a science mapping-based bibliometric analysis	39
A multi-cut L-shaped method for resilient and responsive supply chain network design	38
Lean Production and Industry 4.0 integration: how Lean Automation is emerging in manufacturing industry	38
Analytics and machine learning in vehicle routing research	38
A novel self-training semi-supervised deep learning approach for machinery fault diagnosis	38
Joint optimisation for dynamic flexible job-shop scheduling problem with transportation time and resource constraints	38
Digitalisation and servitisation of machine tools in the era of Industry 4.0: a review	38
A decision support system for configuring spare parts supply chains considering different manufacturing technologies	38
Deploying cobots in collaborative systems: major considerations and productivity analysis	38
Data analytics in pharmaceutical supply chains: state of the art, opportunities, and challenges	38
Reverse supply network design for circular economy pathways of wind turbine blades in Europe	37
Constraint programming approach for multi-resource-constrained unrelated parallel machine scheduling problem with sequence-dependent setup times	37
Innovative platform operations with the use of technologies in the blockchain era	37
Systems resilience assessments: a review, framework and metrics	37
Digital transformation maturity assessment: development of the digital transformation capability maturity model	37
What is Quality 4.0? An exploratory sequential mixed methods study of Italian manufacturing companies	37
A novel shuffled frog-leaping algorithm with reinforcement learning for distributed assembly hybrid flow shop scheduling	36
A linear model for optimal cybersecurity investment in Industry 4.0 supply chains	36
Assistive devices for manual materials handling in warehouses: a systematic literature review	36
52 Years of manufacturing strategy: an evolutionary review of literature (1969–2021)	36
Fostering low-carbon production and logistics systems: framework and empirical evidence	35
A low-carbon, fixed-tour scheduling problem with time windows in a time-dependent traffic environment	35
Mitigating ripple effect in supply networks: the effect of trust and topology on resilience	35
An enhanced branch-and-price algorithm for the integrated production and transportation scheduling problem	35
Robust modelling and prediction of the COVID-19 pandemic in Canada	35
Sustainable innovation in the dairy supply chain: enabling factors for intermodal transportation	35
Tool condition monitoring framework for predictive maintenance: a case study on milling process	35
Reinforcement learning for robotic flow shop scheduling with processing time variations	34
Smart lighting systems: state-of-the-art and potential applications in warehouse order picking	34
Cooperated teaching-learning-based optimisation for distributed two-stage assembly flow shop scheduling	34
Meta-heuristics for sustainable supply chain management: a review	34
Actionable cognitive twins for decision making in manufacturing	34
Prioritizing adoption barriers of platforms based on blockchain technology from balanced scorecard perspectives in healthcare industry: a structural approach	33
A data-driven method for enhancing the image-based automatic inspection of IC wire bonding defects	32
Concurrent optimisation of modular product and Reconfigurable Manufacturing System configuration: a customer-oriented offer for mass customisation	32
Blockchain implementation in pharmaceutical supply chains: A review and conceptual framework	32
An analysis of the ripple effect for disruptions occurring in circular flows of a supply chain network*	32
Financing the newsvendor with preferential credit: bank vs. manufacturer	32
Smart logistics ecological cooperation with data sharing and platform empowerment: an examination with evolutionary game model	32
Matchmaking in reward-based crowdfunding platforms: a hybrid machine learning approach	32
The green contagion effect: an investigation into the propagation of environmental practices across multiple supply chains tiers	32
Modelling flexible decisions about sustainable supplier selection in multitier sustainable supply chain management	31
Market entrance and pricing strategies for a capital-constrained remanufacturing supply chain: effects of equity and bank financing on circular economy	31
Applications of deep learning for fault detection in industrial cold forging	31
Reactive scheduling approach for solving a realistic flexible job shop scheduling problem	31

Transforming resilience in the context of a pandemic: results from a cross-industry case study exploring supply chain viability	31
What does operational excellence mean in the Fourth Industrial Revolution era?	31
Supporting a capital-constrained supplier with mixed pre-shipment financing facilities	31
Multi-period price competition of blockchain-technology-supported and traditional platforms under network effect	30
Blockchain’s impact on platform supply chains: transaction cost and information transparency perspectives	30
Using deep learning to value free-form text data for predictive maintenance	30
Big data analytics energy-saving strategies for air compressors in the semiconductor industry – an empirical study	30
Effective heuristics and metaheuristics to minimise total tardiness for the distributed permutation flowshop scheduling problem	30
Product disassembly sequence planning: state-of-the-art, challenges, opportunities and future directions	30
Forward and reverse logistics vehicle routing problems with time horizons in B2C e-commerce logistics	30
Design and development of automobile assembly model using federated artificial intelligence with smart contract	30
The relationship between nested patterns and the ripple effect in complex supply networks	29
Order release planning with predictive lead times: a machine learning approach	29
Crowdsource-enabled integrated production and transportation scheduling for smart city logistics	29
Impact of blockchain technology on the optimal pricing and quality decisions of platform supply chains	29
Using process mining to improve productivity in make-to-stock manufacturing	29
Intelligent scheduling and reconfiguration via deep reinforcement learning in smart manufacturing	29
Semantic-aware event link reasoning over industrial knowledge graph embedding time series data	29
Strategic management of product recovery and its environmental impact	28
Supply chain mapping: a proposed construct	28
Impact of financial risk on supply chains: a manufacturer-supplier relational perspective	28
A stochastic optimisation approach to maintain supply chain viability under the ripple effect	28
Formalising product deletion across the supply chain: blockchain technology as a relational governance mechanism	28
A quantitative approach to resilience in manufacturing systems	28
Applying digital twins for inventory and cash management in supply chains under physical and financial disruptions	28
The interpretive model of manufacturing: a theoretical framework and research agenda for machine learning in manufacturing	27
A review on tool orientation planning in multi-axis machining	27
Metaverse supply chain and operations management	27
Practical factors in order picking planning: state-of-the-art classification and review	27
Dynamic design method of digital twin process model driven by knowledge-evolution machining features	27
A decade of progress in supply chain risk management: risk typology, emerging topics, and research collaborators	27
Application of artificial intelligence for resilient and sustainable healthcare system: systematic literature review and future research directions	27
Selection of best buyback strategy for original equipment manufacturer and independent remanufacturer – game theoretic approach	27
A bi-objective optimisation of post-disaster relief distribution and short-term network restoration using hybrid NSGA-II algorithm	27
AI based decision making: combining strategies to improve operational performance	27
Intertwined supply network design under facility and transportation disruption from the viability perspective	27
Dynamic generic and brand advertising decisions under supply disruption	26
Optimal strategies for financing a three-level supply chain through blockchain platform finance	26
Branch-and-price-and-cut methods for the electric vehicle routing problem with time windows	26
Nonparametric monitoring of multivariate data via KNN learning	26
An architecture to facilitate the integration of human workers in Industry 4.0 environments	26
Recent contributions to supply chain finance: towards a theoretical and practical research agenda	26
A reinforcement learning-driven brain storm optimisation algorithm for multi-objective energy-efficient distributed assembly no-wait flow shop scheduling problem	26
Optimal information disclosure strategies for a retail platform in the blockchain technology era	26
Designing profitable and responsive supply chains under uncertainty	26
Electric vehicle routing problem with flexible deliveries	26
The impacts of digital technologies on coping with the COVID-19 pandemic in the manufacturing industry: a systematic literature review	26
Integrated production-inventory-routing problem for multi-perishable products under uncertainty by meta-heuristic algorithms	25
Framework for incorporating human factors into production and logistics systems	25
Reinforcement learning applied to production planning and control	25
Financing decisions of low-carbon supply Chain under Chain-to-Chain competition	25
A twin data and knowledge-driven intelligent process planning framework of aviation parts	25
Dynamic resource levelling in projects under uncertainty	25
Soft sensor of flotation froth grade classification based on hybrid deep neural network	25
Assessing the performances of a novel decentralised scheduling approach in Industry 4.0 and cloud manufacturing contexts	25
Efficient path planning for automated guided vehicles using A* (Astar) algorithm incorporating turning costs in search heuristic	25
Decision support model for implementing assistive technologies in assembly activities: a case study	25
Heuristic algorithms for truck scheduling of cross-docking operations in cold-chain logistics	25
COVID-19 pandemic disruption: a matter of building companies’ internal and external resilience	25
Physical Internet-enabled customised furniture delivery in the metropolitan areas: digitalisation, optimisation and case study	25
A hybrid multi-level optimisation framework for integrated production scheduling and vehicle routing with flexible departure time	25
Modelling the impact of climate change risk on supply chain performance	24
Evaluation of antecedents to social sustainability practices in multi-tier Indian automotive manufacturing firms	24
Investigating the themes in supply chain finance: the emergence of blockchain as a disruptive technology	24
Pricing strategy for B&M store in a dual-channel supply chain based on hotelling model	24
Intermittent demand forecasting for spare parts in the heavy-duty vehicle industry: a support vector machine model	24
Improved model and efficient method for bi-objective closed-loop food supply chain problem with returnable transport items	23
Sustainable vehicle routing of agro-food grains in the e-commerce industry	23
Supply chain-oriented permutation flowshop scheduling considering flexible assembly and setup times	23
Examining the resiliency of intertwined supply networks: ajury-riggingperspective	23
Explainable reinforcement learning in production control of job shop manufacturing system	23
Multi-tier supply chain sustainability in the pulp and paper industry: a framework and evaluation methodology	23
Production planning and control in multi-stage assembly systems: an assessment of Kanban, MRP, OPT (DBR) and DDMRP by simulation	23
Two views of supply chain resilience	23
Dynamic compensation and contingent sourcing strategies for supply disruption	23
How social communications affect product line design in the platform economy	23
Improved whale optimisation algorithm for two-sided disassembly line balancing problems considering part characteristic indexes	23
In pursuit of humanised order picking planning: methodological review, literature classification and input from practice	23
A resilience assessment framework for urban transportation systems	22
Multiobjective capacitated green vehicle routing problem with fuzzy time-distances and demands split into bags	22
Proportional order-up-to policies for closed-loop supply chains: the dynamic effects of inventory controllers	22
Exploring the nonlinear dynamics of the lost-sales order-up-to policy	22
A preliminary prototyping approach for emerging metro-based underground logistics systems: operation mechanism and facility layout	22
A scoping review of human robot interaction research towards Industry 5.0 human-centric workplaces	22
Contract strategy in the presence of chain to chain competition	22
Multi-period distribution network design with boundedly rational customers for the service-oriented manufacturing supply chain: a 4PL perspective	22
A novel feature selection for evolving compact dispatching rules using genetic programming for dynamic job shop scheduling	22
Building blocks for digital twin of reconfigurable machine tools from design perspective	21
Applying blockchain technology to ensure compliance with sustainability standards in the PPE multi-tier supply chain	21
Understanding the influential and mediating role of cultural enablers of AI integration to supply chain	21
Assessment and prioritisation of Healthcare 4.0 implementation in hospitals using Quality Function Deployment	21
Joint decision of condition-based opportunistic maintenance and scheduling for multi-component production systems	21
Dual-channel competition: the role of quality improvement and price-matching	21
Supply chain visibility: A Delphi study on managerial perspectives and priorities	21
Adoption of green supply chain management practices in multi-tier supply chains: examining the differences between higher and lower tier firms	21