International Journal of Production Research

Article	Citations
A multi-agent resource bidding algorithm for order acceptance and assembly job shop scheduling	670
Exploring modularity's effects on process efficiency in single assembly line balancing	348
Special issue on collaborative production and maintenance in the environment of big data and industry 4.0	278
Knowledge obstacles when transitioning towards circular economy: an industrial intra-organisational perspective	258
Catastrophe insurance and flexible planning for supply chain disruption management: a stochastic simulation case study	248
Αn AI-driven approach to assess sentiments and interpret context in a critical mineral supply chain	247
Multi-period replenishment planning with supplier assignment under a dynamic demand and stochastic lead-times	217
Resilient agricultural biomass supply chain network design with uncertain disruptions: a data-driven globalised robust optimisation approach	211
Attractiveness factors in retail category space location-allocation problem	173
A decision support framework on simulation fidelity for transferable and autonomously optimised swarm behaviour	160
Exploring blockchain technologies in sustainable supply chains – unveiling the latent research topics using an AI approach	148
IoT-based milk-run routing for manufacturing system: an application case in an automotive company	146
Infrastructure planning of intra-city battery swapping stations considering demand uncertainty: a multi-pattern based distributionally robust approach	145
The role of the Industry 4.0 technologies for Industry 5.0 development in small and medium enterprises	139
Strategic decision-making for sustainable production and distribution in automotive industry: a machine learning enabled dynamic multi-objective optimisation	139
Consumer service level-oriented resilience optimisation for e-commerce supply chain considering hybrid strategies with blockchain adoption	131
Energy-efficient production control of a make-to-stock system with buffer- and time-based policies	123
A multi-level modelling approach for magnesium-carbon brick die-casting digital twin workshop oriented to production anomaly detection	120
Rolling horizon policies for multi-stage stochastic assemble-to-order problems	115
A reinforcement learning driven two-stage evolutionary optimisation for hybrid seru system scheduling with worker transfer	111
Quantitative insights into the integrated push and pull production problem for lean supply chain planning 4.0	110
Supply chain cybersecurity investments with interdependent risks under different information exchange modes	106
Optimal dynamic pricing strategy for non-durable experience goods: the role of consumer AI learning	101
Construction and application of a multimodal knowledge graph for machining deformation uncertainty analysis	101
A reinforcement learning-based approach for solving multi-agent job shop scheduling problem	100

Implementation of digital twins in the food supply chain: a review and conceptual framework	97
Opportunistic maintenance optimisation for offshore wind farm with considering random wind speed	92
Information sharing and confidentiality: a federated multi-agent reinforcement learning approach for supply chain coordination	92
Balancing profitability and waste reduction: optimizing markdown policies for retail inventory	88
Electric vehicle adoption in logistics supply chain	88
An overview on human-centred technologies, measurements and optimisation in assembly systems	88
Smart charging with demand response and energy peak shaving for reefer containers with Internet-of-Things	87
An analytical method for investigating multi-tier sustainable supply chains: simplifying the complex	86
Toward efficient waste electric vehicle battery recycling via auction-based market trading mechanisms	85
A hybrid LSTM method for forecasting demands of medical items in humanitarian operations	84
Integrated optimisation of delivery and installation operations in home appliance last-mile logistics	83
An intelligent matching recommendation algorithm for a manufacturing capacity sharing platform with fairness concerns	83
The influence of carbon emission reduction instruments on blockchain technology adoption in recycling batteries of the new energy vehicles	79
Human-centred AI in industry 5.0: a systematic review	78
Land layout optimisation for virtual land sales in the metaverse: two-dimensional assortment problem	77
An integrated multi-objective approach to collaborative disassembly line balancing and planning with TAOG-based modelling	77
A state-of-art review and a simple meta-analysis on deterministic scheduling of diffusion furnaces in semiconductor manufacturing	77
Sustainability meets service procurement: a case study in the ICT service sector	77
A digital twin-based cyber-physical system for resilient short-term equipment leasing	77
Complex network-based storage assignment strategy for item communities	77
Robust emergency relief supply allocation with supplier selection and inventory pre-positioning	73
AI-driven dynamic pricing for high-value assets in manufacturing and services: optimizing finite horizon sales with demand sensitivity	70
Product family formation based on optimal resource sequence for reconfigurable manufacturing system	70
An innovative framework integrating MILP and a parallel optimal algorithm for UAV-Enabled last-Mile delivery	70
Assignment strategy and lane depth in homogeneous multi-deep shuttle-based S/R systems	69
Blockchain-enabled horizontal capacity sharing under demand uncertainty	69
Improved formulations of the joint order batching and picker routing problem	62
A graph-based approach for integrating massive data in container terminals with application to scheduling problem	61
A novel approach for predicting Lockout/Tagout safety procedures for smart maintenance strategies	58
Stochastic modelling and analysis of a deteriorating serial production–inventory network	57
A port-hinterland hub network design method for reefer containers considering time-varying demands and diverse supporting service requirements	57
Multi-objective metaheuristic approach for balancing and scheduling human-robot collaborative assembly lines with cognitive and ergonomic considerations	57
Using Tobit exponential smoothing to enhance demand planning in the presence of censored data	56
Blockchain-based digital product passport: design principles and demonstration	56
A constraint programming approach to a real-world workforce scheduling problem for multi-manned assembly lines with sequence-dependent setup times	56
Towards trustworthy AI for link prediction in supply chain knowledge graph: a neurosymbolic reasoning approach	56
An efficient and adaptive design of reinforcement learning environment to solve job shop scheduling problem with soft actor-critic algorithm	55
A fair distribution of expected profit in a supply chain with a risk-averse manufacturer	55
Deep reinforcement learning for solving steelmaking-continuous casting scheduling problems under time-of-use tariffs	55
Improving asset management capabilities: a novel decision support system for maturity assessment	54
Minimising total weighted completion time for semi-online single machine scheduling with known arrivals and bounded processing times	54
Minimum order quantity requirements in the presence of supply disruption risk and retail competition	53
Enhancing supply chain flows through blockchain: a comprehensive literature review	53
The ASSISTANT project: AI for high level decisions in manufacturing	53
Performance optimisation of pick and transport robot in a picker to parts order picking system: a human-centric approach	52
Deploying hybrid modelling to support the development of a digital twin for supply chain master planning under disruptions	50
A two-stage stochastic programming model and parallel Master–Slave adaptive GA for flexible Seru system formation	50
Cost-effective dynamic sampling in high dimensional online monitoring with advantage actor-critic	50
Industrial processes and the smart grid: overcoming the variability of renewables by using built-in process storage and intelligent control strategies	49
Hierarchical multi-agent deep reinforcement learning for dynamic flexible job-shop scheduling with transportation	49

Real-time monitoring of high-dimensional autocorrelated categorical data: a dynamic probabilistic tensor decomposition approach	48
Prediction-based decomposition optimisation for multi-portfolio supply chain resilience strategies under disruption risks	48
Digital assets in zero-defect manufacturing: literature review and proposed framework	48
Advance selling and contracting strategies under supply chain competition	48
A three-step approach for decision support in operational production planning of complex manufacturing systems	48
Bi-objective robust optimisation on relief collaborative distribution considering secondary disasters	47
Optimal allocation of fast charging stations for large-scale transportation systems	47
Implications of retail media network in an online platform with co-opetitive sellers	47
A station crashing-based recursive approach for disassembly line balancing problem in the presence of task failure	47
Current research and future challenges in parcel hub towards logistics 4.0: a systematic literature review from a decision-making perspective	46
Overcoming the productivity challenge in product life-extending operations: a multiple-case study of European facilities	45
Single order versus batch order-picking and Warehousing 5.0: analysing the role of human factor with neuroscience-based assessment of cognitive load	45
Digitalisation and technological innovation: panaceas for sustainability?	45
Automatic blockchain network configuration and optimisation for credible and authorised data sharing in social manufacturing networks	45
Multi-tier sustainable supply chains management for global sustainability	45
Financial constraints under carbon emissions trading: a quasi-natural experiment approach	44
Dynamically dealing with requests in a stochastic multi-period home healthcare problem with consistency constraints	44
An LLM-powered MILP modelling engine for workforce scheduling guided by expert knowledge	43
Single-machine batch scheduling with split jobs and a maintenance activity	42
A spatial-temporal feature fusion network for order remaining completion time prediction in discrete manufacturing workshop	42
Resilience analysis of supply chain networks under cascading failure model considering tolerance state and competitive recovery	42
An analysis of blockchain versus relational databases for digitalising information flows in global supply chains using the analytic network process	41
Empirical observation and comparison of product portfolio till the complexity crisis and beyond: case study in the cutting tool industry	41
Systematic review of adopting blockchain in supply chain management: bibliometric analysis and theme discussion	41
Bi-Objective optimisation for synchronising replenishment and storage assignment: achieving energy efficiency and blocking avoidance in forward-reserve warehousing	41
A branch-and-price-and-cut algorithm for the unmanned aerial vehicle delivery with battery swapping	41
Internet of behaviors: conceptual model, practical and theoretical implications for supply chain and operations management	41
Building a pathway of GenAI-enabled capabilities for supply chain management	40
Ergonomics-aware operator-task allocation and scheduling in flexible job shop systems	40
Assessing supply chain responsiveness, resilience and robustness (Triple-R) by computer simulation: a systematic review of the literature	40
A multi-skilled staff scheduling and team configuration optimisation model for artificial intelligence project portfolio considering competence development and innovation-driven	39
Order processing and buffer assignment in an order picking system with cooperative robots	39
Uncertainties of supply chain transition and integration for Industry 5.0: a review of operations management literature	39
Quantifying organisational resilience: an integrated resource efficiency view	38
Joint risk-based maintenance strategy and integrated monitoring approach for manufacturing system operational process considering workpiece quality	38
A review on reinforcement learning algorithms and applications in supply chain management	38
A review of explainable artificial intelligence in supply chain management using neurosymbolic approaches	38
Application of artificial intelligence for resilient and sustainable healthcare system: systematic literature review and future research directions	38
Solving flexible job-shop problem considering skilled workers via multi-domain graph attention network	37
Performance analysis of a blockchain-based messaging system implementation for air cargo supply chains	37
The time-window strategy in the online order batching problem	37
Estimating the task content of work: workforce design for AI-driven human-robot collaboration in intralogistics	37
Human centric innovation at the heart of industry 5.0 – exploring research challenges and opportunities	37
Due-date assignment scheduling with only mean and support of processing times	37
A mathematical model for equitable in-country COVID-19 vaccine allocation	37
Optimising batch withdrawal strategies for non-safety-related defects under risk sensitivity	37
Maximizing efficiency in low-carbon sustainable supply chain under yield uncertainty and risk-averse flexibility	37
Impacts of incentive-based programmes on supply chains	36
As an intermediary or a direct financier? An analysis of operations-finance interface strategies in supply chain finance	36
Correction Notice	36
Deep learning-based energy consumption prediction and anomaly detection of drying system in automotive paint shop	36
Simulator for cost analysis of inconsistent and unsolicited in-kind donations: insights and projections from a sustainable perspective	36
Multi-agent scheduling models and methods for manufacturing as a service systems	36
Industrial internet platform-driven decentralised multi-level synchronised reconfiguration of assembly supply chains	35
Real-time stochastic flexible flow shop scheduling in a credit factory with model-based reinforcement learning	34
Blockchain technology adoption strategies of a supply chain considering possible product defects	34
Life can’t be too sweet: the effects of sugar-sweetened beverage labelling on the government’s health battle	34
Forecasting spare part extractions from returned systems in a closed-loop supply chain	34
Contracts for biopharmaceutical manufacturing based on production cost and capabilities	34
Serial- and hierarchical-batch scheduling: a systematic review and future research directions	34
How a platform's private label interacts with a manufacturer's financing strategy	34
Optimal N-policy for the maintenance of k-out-of-n systems with dynamic minor repairs considering second-hand component income	33
Toward lean industry 5.0: a human-centered model for integrating lean and industry 4.0 in an automotive supplier	33
Financing the retailers with default probabilities: capital constrained supplier vs. bank	33
Methodological approaches and managerial insights in supply chain stress testing	33
Evidential feature differentiated learning for trustworthy recognition of mixed-type defects in wafer maps	33
A human-cyber-physical system framework for steel structure manufacturing management towards Industry 5.0	33
Improvement of steel strip quality based on reinforcement learning with offline data constraints	32
A hybrid decision-support framework for cost-efficient manufacturing system design and operations under demand uncertainty	32
A formal skill model to enable reconfigurable assembly systems	32
Matrix-structured manufacturing systems: literature review and future directions	32
Traditional or drop-shipping? channel choice and product quality	32
The flow shop batch scheduling problem in a prefabricated component manufacturing system with two-dimensional bin packing constraints	32
Single machine scheduling with variable maintenance in the battery manufacturing	32
Multi-objective design of the material handling system in zone-based job shop manufacturing environments using supervised machine learning	31
Optimal stocking policies for inventory systems with uncertain returns	31
Turret-index optimisation with mathematical programming and metaheuristic approaches	31
Dynamic cloud manufacturing service composition with re-entrant services: an online policy perspective	31
Blockchain innovations for addressing pharmaceutical counterfeit in the global supply chain: a PLS–ANN approach	31
An MBD-driven order remaining completion time prediction method based on SSA-BiLSTM in the IoT-enabled manufacturing workshop	31

Travel time model for multiple-deep shuttle-based storage and retrieval systems	30
Risk-averse product line design in distribution channels: a mean-variance perspective	30
The risk management of customized product supply chains based on digital twin technology	30
Evolve ensemble rules automatically for the block spatial scheduling under dynamic environments via surrogate-assisted cooperative evolution genetic programming	30
Digital twin design and analytics for scaling up electric vehicle battery production using robots	30
Beyond prototyping: mapping the relative advantages of adopting additive manufacturing for industrial production	30
Trend and seasonality features extraction with pre-trained CNN and recurrence plot	30
A framework and system architecture for value-oriented digital services in data-driven production logistics	30
AI and emerging technology adoption: a research agenda for operations management	29
Optimising coordination mechanisms for a sustainable ethanol-blended fuel supply chain in India's transportation sector	29
Microservices-based cloud-edge collaborative condition monitoring platform for smart manufacturing systems	29
Effects of adaptive cooperation among heterogeneous manufacturers on supply chain viability under fluctuating demand in post-COVID-19 era: an agent-based simulation	29
Towards resilient product-service systems in Industry 5.0: a self-adaptive resilience management framework	29
Emission abatement in low-carbon supply chains with government subsidy and information asymmetry	29
End-to-end supply chain resilience management using deep learning, survival analysis, and explainable artificial intelligence	28
Distribution network design problem considering warehouse types: framework, model, and algorithm	28
Enhancing end-of-life product recyclability through modular design and social engineering optimiser	28
The influence of Industry 4.0 enabling technologies on social, economic and environmental sustainability of the food sector	28
The physics of decision approach: a physics-based vision to manage supply chain resilience	28
Sustainable collaborative strategy in pharmaceutical refrigerated logistics routing problem	28
Supply chain visibility: A Delphi study on managerial perspectives and priorities	28
A large language model-based manufacturing process planning approach under industry 5.0	28
The application of blockchain technology in the recycling chain: a state-of-the-art literature review and conceptual framework	28
Home healthcare network design with sustainability and inventory considerations	28
Load-energy efficiency modelling and control method of machining systems towards energy conservation and emission reduction in the manufacturing industry	28
Comparison of pull management policies for a divergent process with DDMRP buffers: an industrial case study	27
A logistics ratio-optimised inventory routing problem with lateral transhipment using mixed-integer robust fractional programming	27
Multi-objective optimisation of U-shaped yard layout in automated container terminals	27
Responding to epidemic-driven demand: the role of supply channels	27
Service-level-driven procurement and production lot-sizing problem with demand fulfilment	27
Optimising procurement strategies: prioritising procurement cost and supply uncertainty for dual-component sourcing	27
Optimal production strategies for manufacturer with renewable energy supply fluctuations and financial risk mitigation	27
Machine learning in feature recognition for manufacturing: taxonomy, analytical review, comparisons, trends, challenges, and outlook	27
Synergizing ChatGPT and experiential learning: unravelling TOC based production planning and control variants through the dice game	26
AGV scheduling in automated container terminals considering multi-load strategy and charging requirements	26
Financing deep-tier suppliers in a pull supply chain under blockchain technology	26
Motivations and impediments to blockchain adoption in the supply chain: an empirical investigation and evaluation	26
A scalable Deep Q-Learning approach for hot stamping process under dynamic control environment	26
Correction	25
Correction	25
The potential of AI-enabled quality control facing high inspection standard in resilient cross-border operations	25
Cultural and organisational variables in blockchain technology acceptance	25
Mathematical programming and heuristic approaches to the turret-index optimisation problem with tool duplications	25
Coordinated production and delivery scheduling for service-oriented manufacturing systems with deterioration effect	25
Introducing blockchain into low-carbon e-commerce supply chains: a differential game analysis in monopoly and oligopoly markets	25
On the impact of supply uncertainty on inventory decisions: EOQ-based models	25
Evolve-learn-adjust for seru production system	25
A systematic energy-aware scheduling framework for manufacturing factories integrated with renewables	25
Non-conformances in infrastructure engineer-to-order production systems	25
Joint optimisation of product family configuration and supply chain resilience	24
A matheuristic for flexible job shop scheduling problem with lot-streaming and machine reconfigurations	24
Mitigating healthcare supply chain challenges under disaster conditions: a holistic AI-based analysis of social media data	24
Optimisation framework and method for solving the serial dual-shop collaborative scheduling problem	24
Digital twin-driven design and application paradigm for assembly accuracy performance prototype	24
Digital twin-driven real-time collaborative scheduling for U-shaped automated container terminals	24
An exact method for machining lines design with equipment selection and line balancing	24
Uncertainty-aware physics-data fusion for RUL prediction for manufacturing tools	24
A multi-objective discrete differential evolution algorithm for energy-efficient distributed blocking flow shop scheduling problem	23
A review of explainable artificial intelligence in smart manufacturing	23
Line balancing and task scheduling to minimise power peak of reconfigurable manufacturing systems	23
Sustainable multi-objective scheduling in fabric dyeing: a hybrid TLBO-eEDA approach with redyeing operations and due windows	23
Integrated lot-sizing and energy supply planning with onsite generation of intermittent renewable energy	23
A matheuristic approach for the multi-level capacitated lot-sizing problem with substitution and backorder	23
Scheduling on parallel dedicated machines with job rejection	23
The design of a parallel zone-picking system with cooperation area between neighbouring zones and its cooperation methods	22
Roxana ontology: a standard-based knowledge model for the formalisation of adaptive human-based processes in the manufacturing industry	22
Zero defect manufacturing in 2024: a holistic literature review for bridging the gaps and forward outlook	22
Green reverse logistics network management for electric vehicle batteries under uncertainties: review and future trends	22
An improved simulated bifurcation algorithm for hot rolling mill production scheduling	22
Green supply chain knowledge networks and corporate ESG performance: the role of green technology innovation and knowledge integration capability	22
Two’s company, three’s a crowd: on the bystander effect and other barriers to collaboration in multi-stage supply chains	22
The asymmetric industry contagion effects of peer behaviours for decisioning trade credit	22
Pricing and emission reduction strategies: competition between carbon capture, utilization, and storage and autonomous emission reduction technologies	22
A hierarchical Bayesian model for payment delay prediction in supply chain financing	22
Special Issue on Analysis, Design, and Optimization in Smart and Connected Production and Service Systems	22
Transportation scheduling for modules used in modular integrated construction	22
Should firms invest in demand forecasting? Benefits of improving forecasting accuracy on order smoothing, dual-sourcing and multi-stage supply chain problems	22
Market-based multiagent system for task allocation and battery charging of AGVs using collision-free path	22
Carbon trade finance: a perspective of supply chain management	22
Supply chain risk disclosures in 10-K filings: implications for inventory slack and stock returns in unstable demand markets	22
Network flow-based deterministic and stochastic models for the integrated lot-sizing and scheduling problem with sequence-dependent set-up costs	22
Financing an online newsvendor with considering the impact of advertising strategy	21
A dynamic condition-based maintenance policy for heterogeneous-wearing tools with considering product quality deterioration	21
Exploring the role of artificial intelligence in building production resilience: learnings from the COVID-19 pandemic	21
Optimal decisions of power battery production and repurposing rate under different repurposed battery markets and repurposing parties	21
Building resilient closed-loop supply chains: resilience enablers and diversified sourcing under global disruptions	21
Integrated tactical continuous production planning of two blending systems sharing supply sources: the case of a phosphate supply chain	21
What if the swans wreaking havoc in supply chains are grey not black?	21
Introducing a managerial decision-support tool for technology adoption in supply chains: a case study in the shipbuilding industry	21
Data-driven review of blockchain applications in supply chain management: key research themes and future directions	21
Investigating total closed-loop supply chain variance amplification using a Monte-Carlo system dynamics method	21
The discrete time break scheduling problem under fatigue and no preemption: solution methods and impact of work regulations	21
A prediction-based iterative Kuhn-Munkres approach for service vehicle reallocation in ride-hailing	21
Metaevaluation: a comprehensive evaluation of health indicator on real options-based maintenance scheduling and health prognostics of bearing degradation	21
Multi-objective scheduling of cloud-edge cooperation in distributed manufacturing via multi-agent deep reinforcement learning	21