International Journal of Production Research

Article	Citations
Viability of intertwined supply networks: extending the supply chain resilience angles towards survivability. A position paper motivated by COVID-19 outbreak	968
Impact of COVID-19 on logistics systems and disruptions in food supply chain	481
The applications of Industry 4.0 technologies in manufacturing context: a systematic literature review	312
Reconfigurable supply chain: the X-network	260
Researchers' perspectives on Industry 4.0: multi-disciplinary analysis and opportunities for operations management	245
Supply Chain Viability and the COVID-19 pandemic: a conceptual and formal generalisation of four major adaptation strategies	215
Information and digital technologies of Industry 4.0 and Lean supply chain management: a systematic literature review	187
Blockchain-based food supply chain traceability: a case study in the dairy sector	181
Effects of green supply chain integration and green innovation on environmental and cost performance	172
Machine learning in manufacturing and industry 4.0 applications	171
Ripple effect and supply chain disruption management: new trends and research directions	164
The potential of emergent disruptive technologies for humanitarian supply chains: the integration of blockchain, Artificial Intelligence and 3D printing	155
Blockchain adoption in operations and supply chain management: empirical evidence from an emerging economy	147
Blockchain in transport and logistics – paradigms and transitions	146
The Industry 5.0 framework: viability-based integration of the resilience, sustainability, and human-centricity perspectives	133
5G in digital supply chain and operations management: fostering flexibility, end-to-end connectivity and real-time visibility through internet-of-everything	127
A systematic literature review of the capabilities and performance metrics of supply chain resilience	124
The complementary effect of lean manufacturing and digitalisation on operational performance	124
Antecedents and consequences of supply chain risk management capabilities: an investigation in the post-coronavirus crisis	116
Balancing price and green quality in presence of consumer environmental awareness: a green supply chain coordination approach	116
Learning to schedule job-shop problems: representation and policy learning using graph neural network and reinforcement learning	115
Barriers to the adoption of blockchain technology in business supply chains: a total interpretive structural modelling (TISM) approach	113
Zero-defect manufacturing the approach for higher manufacturing sustainability in the era of industry 4.0: a position paper	112
One-to-one relationships between Industry 4.0 technologies and Lean Production techniques: a multiple case study	111
Decisions and coordination of green e-commerce supply chain considering green manufacturer's fairness concerns	107

An investigation of information alignment and collaboration as complements to supply chain agility in humanitarian supply chain	103
Role of Big Data Analytics in supply chain management: current trends and future perspectives	101
Artificial intelligence (AI) in augmented reality (AR)-assisted manufacturing applications: a review	97
Multi-objective robust optimisation model for MDVRPLS in refined oil distribution	97
Big Data in operations and supply chain management: a systematic literature review and future research agenda	88
Designing a blockchain enabled supply chain	83
Linkages between big data analytics, circular economy, sustainable supply chain flexibility, and sustainable performance in manufacturing firms	81
The emergence of cognitive digital twin: vision, challenges and opportunities	79
Research opportunities in preparing supply chains of essential goods for future pandemics	78
Industry 4.0 triggered by Lean Thinking: insights from a systematic literature review	78
Building supply-chain resilience: an artificial intelligence-based technique and decision-making framework	78
Reconfigurable manufacturing systems from an optimisation perspective: a focused review of literature	78
Supply chain coordination in the presence of uncertain yield and demand	77
Short- and long-term repeated game behaviours of two parallel supply chains based on government subsidy in the vehicle market	76
Carbon emission reduction and product collection decisions in the closed-loop supply chain with cap-and-trade regulation	76
Evaluating barriers and solutions for social sustainability adoption in multi-tier supply chains	76
The architectural framework of a cyber physical logistics system for digital-twin-based supply chain control	73
Blockchain in food supply chains: a literature review and synthesis analysis of platforms, benefits and challenges	72
Deep reinforcement learning in production systems: a systematic literature review	70
An analysis of strategies for adopting blockchain technology in the fresh product supply chain	69
Coordination of a supply chain with an online platform considering green technology in the blockchain era	68
Game theory-based models in green supply chain management: a review of the literature	66
The impact of flexibility and redundancy on improving supply chain resilience to disruptions	66
Critical success factors influencing artificial intelligence adoption in food supply chains	64
Adaptive scheduling for assembly job shop with uncertain assembly times based on dual Q-learning	63
Green technology adoption in textiles and apparel supply chains with environmental taxes	63
Automated order picking systems and the links between design and performance: a systematic literature review	62
Investigating the link between transaction and computational costs in a blockchain environment	62
A deformable CNN-DLSTM based transfer learning method for fault diagnosis of rolling bearing under multiple working conditions	62
The impact of information sharing on supply chain learning and flexibility performance	61
Digital twin design for real-time monitoring – a case study of die cutting machine	61
Data-driven secure, resilient and sustainable supply chains: gaps, opportunities, and a new generalised data sharing and data monetisation framework	61
Production planning and scheduling in multi-factory production networks: a systematic literature review	60
A discrete artificial bee colony algorithm for distributed hybrid flowshop scheduling problem with sequence-dependent setup times	59
Smart city for sustainable urban freight logistics	57
The role of artificial intelligence in supply chain management: mapping the territory	57
A robust location-inventory model for food supply chains operating under disruptions with ripple effects	57
Industry 4.0 technologies as enablers of collaboration in circular supply chains: a systematic literature review	56
Integrating Internet of Things and multi-temperature delivery planning for perishable food E-commerce logistics: a model and application	56
A blockchain-based evaluation approach for customer delivery satisfaction in sustainable urban logistics	55
Facility layout planning. An extended literature review	54
A machine learning approach for predicting hidden links in supply chain with graph neural networks	53
Manufacturer's contract choice facing competing downstream online retail platforms	53
Visualisation of ripple effect in supply chains under long-term, simultaneous disruptions: a system dynamics approach	51
Blockchain technology in maritime supply chains: applications, architecture and challenges	51
Financial performance and supply chain dynamic capabilities: the Moderating Role of Industry 4.0 technologies	50
Financing strategy analysis for a multi-sided platform with blockchain technology	49
Design and management of assembly systems 4.0: systematic literature review and research agenda	49
Workforce reconfiguration strategies in manufacturing systems: a state of the art	49
Information sharing strategies in a hybrid-format online retailing supply chain	48

State of the art, conceptual framework and simulation analysis of the ripple effect on supply chains	48
A multi-layer Bayesian network method for supply chain disruption modelling in the wake of the COVID-19 pandemic	48
Artificial intelligence in manufacturing and logistics systems: algorithms, applications, and case studies	48
Artificial intelligence-driven risk management for enhancing supply chain agility: A deep-learning-based dual-stage PLS-SEM-ANN analysis	47
The distributed assembly permutation flowshop scheduling problem with flexible assembly and batch delivery	47
The role of Artificial Intelligence networks in sustainable supply chain finance for foodand drink industry	47
Production and operations management for intelligent manufacturing: a systematic literature review	47
Examining freight performance of third-party logistics providers within the automotive industry in India: an environmental sustainability perspective	46
Potentials and challenges of augmented reality smart glasses in logistics and supply chain management: a systematic literature review	46
Decision support in productive processes through DES and ABS in the Digital Twin era: a systematic literature review	46
The evolution of production scheduling from Industry 3.0 through Industry 4.0	45
The zero trust supply chain: Managing supply chain risk in the absence of trust	44
A systematic literature review to explore traceability and lifecycle relationship	44
COVID-19 as a trigger for dynamic capability development and supply chain resilience improvement	44
An improved artificial bee colony for multi-objective distributed unrelated parallel machine scheduling	44
Big data analytics in manufacturing: a bibliometric analysis of research in the field of business management	43
Improved multi-fidelity simulation-based optimisation: application in a digital twin shop floor	43
Sustainable supply chain planning for biomass-based power generation with environmental risk and supply uncertainty considerations: a real-life case study	43
Deep reinforcement learning for dynamic scheduling of a flexible job shop	43
The influence of digital transformation on low-carbon operations management practices and performance: does CEO ambivalence matter?	42
Open manufacturing: a design-for-resilience approach	42
Revisiting the warehouse research through an evolutionary lens: a review from 1990 to 2019	42
The shortage economy and its implications for supply chain and operations management	42
Anti-conflict AGV path planning in automated container terminals based on multi-agent reinforcement learning	42
Exploring the impacts and contributions of maintenance function for sustainable manufacturing	41
Transition to the circular economy: the story of four case companies	41
The selection of marketplace mode and reselling mode with demand disruptions under cap-and-trade regulation	41
Product returns management: a comprehensive review and future research agenda	41
Manufacturer’s channel strategy with retailer’s store brand	41
A systematic literature review exploring uncertainty management and sustainability outcomes in circular supply chains	40
A multi-objective particle swarm optimisation for integrated configuration design and scheduling in reconfigurable manufacturing system	40
B2C cross-border E-commerce logistics mode selection considering product returns	40
Industrial big-data-driven and CPS-based adaptive production scheduling for smart manufacturing	39
Virtual metrology as an approach for product quality estimation in Industry 4.0: a systematic review and integrative conceptual framework	39
Innovative platform operations with the use of technologies in the blockchain era	39
A new robust dynamic Bayesian network approach for disruption risk assessment under the supply chain ripple effect	39
Consideration of workers’ differences in production systems modelling and design: State of the art and directions for future research	39
Product backorder prediction using deep neural network on imbalanced data	39
Internet of things (IoT) and big data analytics (BDA) for digital manufacturing (DM)	38
Towards AI driven environmental sustainability: an application of automated logistics in container port terminals	38
Industrial ontologies for interoperability in agile and resilient manufacturing	38
Revenue-sharing contracts in supply chains: a comprehensive literature review	38
A model integrating lean and green practices for viable, sustainable, and digital supply chain performance	38
A decision support system for configuring spare parts supply chains considering different manufacturing technologies	38
Disaster readiness’ influence on the impact of supply chain resilience and robustness on firms’ financial performance: a COVID-19 empirical investigation	38
Battling counterfeit masks during the COVID-19 outbreak: quality inspection vs. blockchain adoption	37
Balancing collaborative human–robot assembly lines to optimise cycle time and ergonomic risk	37
Quantitative approaches for the integration of production and distribution planning in the supply chain: a systematic literature review	37
Multi-objective optimisation for energy-aware flexible job-shop scheduling problem with assembly operations	37
Operational decisions and financing strategies in a capital-constrained closed-loop supply chain	37
A shuffled frog-leaping algorithm with memeplex quality for bi-objective distributed scheduling in hybrid flow shop	36
Triads in sustainable supply-chain perspective: why is a collaboration mechanism needed?	36
Machine learning for demand forecasting in the physical internet: a case study of agricultural products in Thailand	36
Deploying cobots in collaborative systems: major considerations and productivity analysis	36
Managing collecting or remarketing channels: different choice for cannibalisation in remanufacturing outsourcing	36
22 Years of Lean Supply Chain Management: a science mapping-based bibliometric analysis	36
Constraint programming approach for multi-resource-constrained unrelated parallel machine scheduling problem with sequence-dependent setup times	36
A review on reinforcement learning algorithms and applications in supply chain management	36
Blockchain adoption in logistics and supply chain: a literature review and research agenda	36
Integrating autonomous delivery service into a passenger transportation system	35
Human-centric artificial intelligence architecture for industry 5.0 applications	35
Toward supply chain viability theory: from lessons learned through COVID-19 pandemic to viable ecosystems	35
A multi-cut L-shaped method for resilient and responsive supply chain network design	35
Business continuity-inspired resilient supply chain network design	35
Demonstration of a blockchain-based framework using smart contracts for supply chain collaboration	35
Reverse supply network design for circular economy pathways of wind turbine blades in Europe	35
A novel self-training semi-supervised deep learning approach for machinery fault diagnosis	34
Assistive devices for manual materials handling in warehouses: a systematic literature review	34
Robust modelling and prediction of the COVID-19 pandemic in Canada	34
Mining online reviews with a Kansei-integrated Kano model for innovative product design	33
Cooperated teaching-learning-based optimisation for distributed two-stage assembly flow shop scheduling	33
A parcel network flow approach for joint delivery networks using parcel lockers	33
Analysing perceived role of blockchain technology in SCM context for the manufacturing industry	33
A roadmap for Assembly 4.0: self-configuration of fixed-position assembly islands under Graduation Intelligent Manufacturing System	32
Financing the newsvendor with preferential credit: bank vs. manufacturer	32
Analytics and machine learning in vehicle routing research	32
A recovery planning model for online business operations under the COVID-19 outbreak	32
Ageing and human-system errors in manufacturing: a scoping review	32
Digitalisation and servitisation of machine tools in the era of Industry 4.0: a review	32
New challenges in supply chain management: cybersecurity across the supply chain	32

Tool condition monitoring framework for predictive maintenance: a case study on milling process	32
Lean Production and Industry 4.0 integration: how Lean Automation is emerging in manufacturing industry	32
Fostering low-carbon production and logistics systems: framework and empirical evidence	31
Joint optimisation for dynamic flexible job-shop scheduling problem with transportation time and resource constraints	31
Data analytics in pharmaceutical supply chains: state of the art, opportunities, and challenges	31
Sustainable innovation in the dairy supply chain: enabling factors for intermodal transportation	31
What is Quality 4.0? An exploratory sequential mixed methods study of Italian manufacturing companies	31
A systematic review of the implementation of industry 4.0 from the organisational perspective	31
Smart lighting systems: state-of-the-art and potential applications in warehouse order picking	31
Towards a sustainable reconfigurable manufacturing system (SRMS): multi-objective based approaches for process plan generation problem	31
Meta-heuristics for sustainable supply chain management: a review	31
A literature review and design methodology for digital twins in the era of zero defect manufacturing	31
Blockchained smart contract pyramid-driven multi-agent autonomous process control for resilient individualised manufacturing towards Industry 5.0	31
A novel shuffled frog-leaping algorithm with reinforcement learning for distributed assembly hybrid flow shop scheduling	30
Mitigating ripple effect in supply networks: the effect of trust and topology on resilience	30
A low-carbon, fixed-tour scheduling problem with time windows in a time-dependent traffic environment	30
Exploring the role of artificial intelligence in building production resilience: learnings from the COVID-19 pandemic	30
What does operational excellence mean in the Fourth Industrial Revolution era?	30
52 Years of manufacturing strategy: an evolutionary review of literature (1969–2021)	30
Supporting a capital-constrained supplier with mixed pre-shipment financing facilities	30
An enhanced branch-and-price algorithm for the integrated production and transportation scheduling problem	30
Hybrid make-to-stock and make-to-order systems: a taxonomic review	29
A cloud edge-based two-level hybrid scheduling learning model in cloud manufacturing	29
Knowledge-based engineering approach for defining robotic manufacturing system architectures	29
A linear model for optimal cybersecurity investment in Industry 4.0 supply chains	29
Digital transformation maturity assessment: development of the digital transformation capability maturity model	29
The green contagion effect: an investigation into the propagation of environmental practices across multiple supply chains tiers	29
Prioritizing adoption barriers of platforms based on blockchain technology from balanced scorecard perspectives in healthcare industry: a structural approach	29
The relationship between nested patterns and the ripple effect in complex supply networks	28
Competitive green supply chain network design model considering inventory decisions under uncertainty: a real case of a filter company	28
A data-driven method for enhancing the image-based automatic inspection of IC wire bonding defects	28
An analysis of the ripple effect for disruptions occurring in circular flows of a supply chain network*	28
Actionable cognitive twins for decision making in manufacturing	28
Product disassembly sequence planning: state-of-the-art, challenges, opportunities and future directions	28
Reinforcement learning for robotic flow shop scheduling with processing time variations	28
A framework to assess sustaining continuous improvement in lean healthcare	28
Transforming resilience in the context of a pandemic: results from a cross-industry case study exploring supply chain viability	27
Robust possibilistic programming for joint order batching and picker routing problem in warehouse management	27
Using process mining to improve productivity in make-to-stock manufacturing	27
Crowdsource-enabled integrated production and transportation scheduling for smart city logistics	27
Big data analytics energy-saving strategies for air compressors in the semiconductor industry – an empirical study	27
An energy-aware cyber physical system for energy Big data analysis and recessive production anomalies detection in discrete manufacturing workshops	27
Order release planning with predictive lead times: a machine learning approach	27
A new aggregation algorithm for performance metric calculation in serial production lines with exponential machines: design, accuracy and robustness	27
Nature inspired supply chain solutions: definitions, analogies, and future research directions	27
Strategic management of product recovery and its environmental impact	27
Reactive scheduling approach for solving a realistic flexible job shop scheduling problem	27
Forward and reverse logistics vehicle routing problems with time horizons in B2C e-commerce logistics	26
How manufacturer's integration strategies affect closed-loop supply chain performance	26
Market entrance and pricing strategies for a capital-constrained remanufacturing supply chain: effects of equity and bank financing on circular economy	26
Optimal strategies for financing a three-level supply chain through blockchain platform finance	26
Matchmaking in reward-based crowdfunding platforms: a hybrid machine learning approach	26
Intelligent scheduling and reconfiguration via deep reinforcement learning in smart manufacturing	26
Modelling flexible decisions about sustainable supplier selection in multitier sustainable supply chain management	26
Smart logistics ecological cooperation with data sharing and platform empowerment: an examination with evolutionary game model	26
Grain production management to reduce global warming potential under financial constraints and time value of money using evolutionary game theory	26
A bi-objective optimisation of post-disaster relief distribution and short-term network restoration using hybrid NSGA-II algorithm	26
Concurrent optimisation of modular product and Reconfigurable Manufacturing System configuration: a customer-oriented offer for mass customisation	26
Applications of deep learning for fault detection in industrial cold forging	26
A review on tool orientation planning in multi-axis machining	26
Designing profitable and responsive supply chains under uncertainty	25
Systems resilience assessments: a review, framework and metrics	25
Robust scheduling for a two-stage assembly shop with scenario-dependent processing times	25
Dynamic design method of digital twin process model driven by knowledge-evolution machining features	25
Formalising product deletion across the supply chain: blockchain technology as a relational governance mechanism	25
Using deep learning to value free-form text data for predictive maintenance	25
Effective heuristics and metaheuristics to minimise total tardiness for the distributed permutation flowshop scheduling problem	25
The interpretive model of manufacturing: a theoretical framework and research agenda for machine learning in manufacturing	24
Dynamic resource levelling in projects under uncertainty	24
Assessing the performances of a novel decentralised scheduling approach in Industry 4.0 and cloud manufacturing contexts	24
An architecture to facilitate the integration of human workers in Industry 4.0 environments	24
Soft sensor of flotation froth grade classification based on hybrid deep neural network	24
Selection of best buyback strategy for original equipment manufacturer and independent remanufacturer – game theoretic approach	24
Integrated production-inventory-routing problem for multi-perishable products under uncertainty by meta-heuristic algorithms	24
Blockchain implementation in pharmaceutical supply chains: A review and conceptual framework	24
Impact of blockchain technology on the optimal pricing and quality decisions of platform supply chains	23
Impact of financial risk on supply chains: a manufacturer-supplier relational perspective	23
Optimal information disclosure strategies for a retail platform in the blockchain technology era	23
Dynamic generic and brand advertising decisions under supply disruption	23
Heuristic algorithms for truck scheduling of cross-docking operations in cold-chain logistics	23
Intermittent demand forecasting for spare parts in the heavy-duty vehicle industry: a support vector machine model	23
Physical Internet-enabled customised furniture delivery in the metropolitan areas: digitalisation, optimisation and case study	23
A quantitative approach to resilience in manufacturing systems	23
Multi-period price competition of blockchain-technology-supported and traditional platforms under network effect	23
Recent contributions to supply chain finance: towards a theoretical and practical research agenda	23
Electric vehicle routing problem with flexible deliveries	23
The impact of business intelligence systems on profitability and risks of firms	23
A many-objective memetic algorithm for correlation-aware service composition in cloud manufacturing	23
Decision support model for implementing assistive technologies in assembly activities: a case study	23
Blockchain’s impact on platform supply chains: transaction cost and information transparency perspectives	23
Disruption risk management in service-level agreements	22
Design and development of automobile assembly model using federated artificial intelligence with smart contract	22
Improved whale optimisation algorithm for two-sided disassembly line balancing problems considering part characteristic indexes	22
Efficient path planning for automated guided vehicles using A* (Astar) algorithm incorporating turning costs in search heuristic	22
Dynamic compensation and contingent sourcing strategies for supply disruption	22