International Journal of Production Research

Article	Citations
A multi-agent resource bidding algorithm for order acceptance and assembly job shop scheduling	639
Exploring modularity's effects on process efficiency in single assembly line balancing	319
Special issue on collaborative production and maintenance in the environment of big data and industry 4.0	270
Knowledge obstacles when transitioning towards circular economy: an industrial intra-organisational perspective	245
Catastrophe insurance and flexible planning for supply chain disruption management: a stochastic simulation case study	231
Αn AI-driven approach to assess sentiments and interpret context in a critical mineral supply chain	230
Balancing profitability and waste reduction: optimizing markdown policies for retail inventory	205
Multi-period replenishment planning with supplier assignment under a dynamic demand and stochastic lead-times	199
Resilient agricultural biomass supply chain network design with uncertain disruptions: a data-driven globalised robust optimisation approach	162
A reinforcement learning-based approach for solving multi-agent job shop scheduling problem	154
Information sharing and confidentiality: a federated multi-agent reinforcement learning approach for supply chain coordination	151
Integrated optimisation of delivery and installation operations in home appliance last-mile logistics	140
Mathematical modelling of carbon emissions and process parameters optimisation for laser welding cell	139
IoT-based milk-run routing for manufacturing system: an application case in an automotive company	134
Electric vehicle adoption in logistics supply chain	132
Infrastructure planning of intra-city battery swapping stations considering demand uncertainty: a multi-pattern based distributionally robust approach	125
Strategic decision-making for sustainable production and distribution in automotive industry: a machine learning enabled dynamic multi-objective optimisation	123
The role of the Industry 4.0 technologies for Industry 5.0 development in small and medium enterprises	120
An analytical method for investigating multi-tier sustainable supply chains: simplifying the complex	116
Consumer service level-oriented resilience optimisation for e-commerce supply chain considering hybrid strategies with blockchain adoption	113
Energy-efficient production control of a make-to-stock system with buffer- and time-based policies	111
Smart charging with demand response and energy peak shaving for reefer containers with Internet-of-Things	110
Toward efficient waste electric vehicle battery recycling via auction-based market trading mechanisms	107
Rolling horizon policies for multi-stage stochastic assemble-to-order problems	101
Optimal dynamic pricing strategy for non-durable experience goods: the role of consumer AI learning	99

Attractiveness factors in retail category space location-allocation problem	99
An overview on human-centred technologies, measurements and optimisation in assembly systems	97
A reinforcement learning driven two-stage evolutionary optimisation for hybrid seru system scheduling with worker transfer	96
An intelligent matching recommendation algorithm for a manufacturing capacity sharing platform with fairness concerns	95
A decision support framework on simulation fidelity for transferable and autonomously optimised swarm behaviour	93
Supply chain cybersecurity investments with interdependent risks under different information exchange modes	88
Quantitative insights into the integrated push and pull production problem for lean supply chain planning 4.0	88
Construction and application of a multimodal knowledge graph for machining deformation uncertainty analysis	87
Opportunistic maintenance optimisation for offshore wind farm with considering random wind speed	86
Implementation of digital twins in the food supply chain: a review and conceptual framework	85
Optimal extended warranty pricing and retailing strategies in a closed-loop supply chain	84
A hybrid LSTM method for forecasting demands of medical items in humanitarian operations	82
The paradigm shift of mass customisation research	82
Human-centred AI in industry 5.0: a systematic review	81
Exploring blockchain technologies in sustainable supply chains – unveiling the latent research topics using an AI approach	80
The influence of carbon emission reduction instruments on blockchain technology adoption in recycling batteries of the new energy vehicles	79
A fair distribution of expected profit in a supply chain with a risk-averse manufacturer	78
A multi-level modelling approach for magnesium-carbon brick die-casting digital twin workshop oriented to production anomaly detection	78
A constraint programming approach to a real-world workforce scheduling problem for multi-manned assembly lines with sequence-dependent setup times	77
Complex network-based storage assignment strategy for item communities	76
Improving asset management capabilities: a novel decision support system for maturity assessment	76
Hierarchical multi-agent deep reinforcement learning for dynamic flexible job-shop scheduling with transportation	75
An integrated multi-objective approach to collaborative disassembly line balancing and planning with TAOG-based modelling	74
Sustainability meets service procurement: a case study in the ICT service sector	74
An efficient and adaptive design of reinforcement learning environment to solve job shop scheduling problem with soft actor-critic algorithm	71
A digital twin-based cyber-physical system for resilient short-term equipment leasing	70
Minimising total weighted completion time for semi-online single machine scheduling with known arrivals and bounded processing times	69
A state-of-art review and a simple meta-analysis on deterministic scheduling of diffusion furnaces in semiconductor manufacturing	69
Digital assets in zero-defect manufacturing: literature review and proposed framework	68
Robust emergency relief supply allocation with supplier selection and inventory pre-positioning	68
A three-step approach for decision support in operational production planning of complex manufacturing systems	68
Land layout optimisation for virtual land sales in the metaverse: two-dimensional assortment problem	68
An innovative framework integrating MILP and a parallel optimal algorithm for UAV-Enabled last-Mile delivery	67
AI-driven dynamic pricing for high-value assets in manufacturing and services: optimizing finite horizon sales with demand sensitivity	67
Using Tobit exponential smoothing to enhance demand planning in the presence of censored data	65
Product family formation based on optimal resource sequence for reconfigurable manufacturing system	61
The ASSISTANT project: AI for high level decisions in manufacturing	58
Retailing and ordering strategies for online apparel retailers facing bracketing purchase behaviour	57
Assignment strategy and lane depth in homogeneous multi-deep shuttle-based S/R systems	56
Towards trustworthy AI for link prediction in supply chain knowledge graph: a neurosymbolic reasoning approach	56
Blockchain-enabled horizontal capacity sharing under demand uncertainty	56
Blockchain-based digital product passport: design principles and demonstration	54
Improved formulations of the joint order batching and picker routing problem	54
A graph-based approach for integrating massive data in container terminals with application to scheduling problem	54
Enabling industrial internet of things-based digital servitization in smart production logistics	53
Deploying hybrid modelling to support the development of a digital twin for supply chain master planning under disruptions	53
Deep reinforcement learning for solving steelmaking-continuous casting scheduling problems under time-of-use tariffs	53
The optimisation research of Blockchain application in the financial institution-dominated supply chain finance system	52
Cost-effective dynamic sampling in high dimensional online monitoring with advantage actor-critic	51
A novel approach for predicting Lockout/Tagout safety procedures for smart maintenance strategies	51

A port-hinterland hub network design method for reefer containers considering time-varying demands and diverse supporting service requirements	50
Stochastic modelling and analysis of a deteriorating serial production–inventory network	50
Multi-objective metaheuristic approach for balancing and scheduling human-robot collaborative assembly lines with cognitive and ergonomic considerations	49
Industrial processes and the smart grid: overcoming the variability of renewables by using built-in process storage and intelligent control strategies	49
Enhancing supply chain flows through blockchain: a comprehensive literature review	48
A two-stage stochastic programming model and parallel Master–Slave adaptive GA for flexible Seru system formation	48
Performance optimisation of pick and transport robot in a picker to parts order picking system: a human-centric approach	48
Real-time monitoring of high-dimensional autocorrelated categorical data: a dynamic probabilistic tensor decomposition approach	47
Automatic blockchain network configuration and optimisation for credible and authorised data sharing in social manufacturing networks	47
Minimum order quantity requirements in the presence of supply disruption risk and retail competition	47
Advance selling and contracting strategies under supply chain competition	46
Maximizing efficiency in low-carbon sustainable supply chain under yield uncertainty and risk-averse flexibility	46
An LLM-powered MILP modelling engine for workforce scheduling guided by expert knowledge	45
Prediction-based decomposition optimisation for multi-portfolio supply chain resilience strategies under disruption risks	45
Implications of retail media network in an online platform with co-opetitive sellers	45
Empirical observation and comparison of product portfolio till the complexity crisis and beyond: case study in the cutting tool industry	44
Bi-objective robust optimisation on relief collaborative distribution considering secondary disasters	44
Optimal allocation of fast charging stations for large-scale transportation systems	44
Internet of behaviors: conceptual model, practical and theoretical implications for supply chain and operations management	44
A station crashing-based recursive approach for disassembly line balancing problem in the presence of task failure	44
Application of artificial intelligence for resilient and sustainable healthcare system: systematic literature review and future research directions	44
Bi-Objective optimisation for synchronising replenishment and storage assignment: achieving energy efficiency and blocking avoidance in forward-reserve warehousing	43
Current research and future challenges in parcel hub towards logistics 4.0: a systematic literature review from a decision-making perspective	43
Estimating the task content of work: workforce design for AI-driven human-robot collaboration in intralogistics	43
Overcoming the productivity challenge in product life-extending operations: a multiple-case study of European facilities	42
Uncertainties of supply chain transition and integration for Industry 5.0: a review of operations management literature	42
A spatial-temporal feature fusion network for order remaining completion time prediction in discrete manufacturing workshop	42
Building a pathway of GenAI-enabled capabilities for supply chain management	41
Order processing and buffer assignment in an order picking system with cooperative robots	41
Single order versus batch order-picking and Warehousing 5.0: analysing the role of human factor with neuroscience-based assessment of cognitive load	40
Financial constraints under carbon emissions trading: a quasi-natural experiment approach	40
The time-window strategy in the online order batching problem	40
Ergonomics-aware operator-task allocation and scheduling in flexible job shop systems	40
Digitalisation and technological innovation: panaceas for sustainability?	40
A multi-skilled staff scheduling and team configuration optimisation model for artificial intelligence project portfolio considering competence development and innovation-driven	40
Joint risk-based maintenance strategy and integrated monitoring approach for manufacturing system operational process considering workpiece quality	40
Systematic review of adopting blockchain in supply chain management: bibliometric analysis and theme discussion	39
Performance analysis of a blockchain-based messaging system implementation for air cargo supply chains	39
Dynamically dealing with requests in a stochastic multi-period home healthcare problem with consistency constraints	38
An analysis of blockchain versus relational databases for digitalising information flows in global supply chains using the analytic network process	38
A mathematical model for equitable in-country COVID-19 vaccine allocation	38
A branch-and-price-and-cut algorithm for the unmanned aerial vehicle delivery with battery swapping	38
Multi-tier sustainable supply chains management for global sustainability	37
Quantifying organisational resilience: an integrated resource efficiency view	37
Solving flexible job-shop problem considering skilled workers via multi-domain graph attention network	37
Single-machine batch scheduling with split jobs and a maintenance activity	36
A review of explainable artificial intelligence in supply chain management using neurosymbolic approaches	36
A review on reinforcement learning algorithms and applications in supply chain management	36
Human centric innovation at the heart of industry 5.0 – exploring research challenges and opportunities	36
Resilience analysis of supply chain networks under cascading failure model considering tolerance state and competitive recovery	36
Assessing supply chain responsiveness, resilience and robustness (Triple-R) by computer simulation: a systematic review of the literature	36
Application of a novel approach of production system modelling, analysis and improvement for small and medium-sized manufacturers: a case study	35
How a platform's private label interacts with a manufacturer's financing strategy	35
Optimising batch withdrawal strategies for non-safety-related defects under risk sensitivity	35
Life can’t be too sweet: the effects of sugar-sweetened beverage labelling on the government’s health battle	35
A framework of tolerance specification for freeform point clouds and capability analysis for reverse engineering processes	35
Due-date assignment scheduling with only mean and support of processing times	35
Optimising coordination mechanisms for a sustainable ethanol-blended fuel supply chain in India's transportation sector	34
Deep learning-based energy consumption prediction and anomaly detection of drying system in automotive paint shop	34
Correction Notice	34
Beyond prototyping: mapping the relative advantages of adopting additive manufacturing for industrial production	34
As an intermediary or a direct financier? An analysis of operations-finance interface strategies in supply chain finance	34
Simulator for cost analysis of inconsistent and unsolicited in-kind donations: insights and projections from a sustainable perspective	34
Impacts of incentive-based programmes on supply chains	34
Contracts for biopharmaceutical manufacturing based on production cost and capabilities	34
Multi-agent scheduling models and methods for manufacturing as a service systems	33
Real-time stochastic flexible flow shop scheduling in a credit factory with model-based reinforcement learning	33
Financing the retailers with default probabilities: capital constrained supplier vs. bank	33
Industrial internet platform-driven decentralised multi-level synchronised reconfiguration of assembly supply chains	33
Evidential feature differentiated learning for trustworthy recognition of mixed-type defects in wafer maps	33
Travel time model for multiple-deep shuttle-based storage and retrieval systems	32
Optimal stocking policies for inventory systems with uncertain returns	32
An MBD-driven order remaining completion time prediction method based on SSA-BiLSTM in the IoT-enabled manufacturing workshop	32
Optimal N-policy for the maintenance of k-out-of-n systems with dynamic minor repairs considering second-hand component income	32
Turret-index optimisation with mathematical programming and metaheuristic approaches	32
The risk management of customized product supply chains based on digital twin technology	32
Multi-objective design of the material handling system in zone-based job shop manufacturing environments using supervised machine learning	32
Emission abatement in low-carbon supply chains with government subsidy and information asymmetry	31
Risk-averse product line design in distribution channels: a mean-variance perspective	31
A human-cyber-physical system framework for steel structure manufacturing management towards Industry 5.0	31

AI and emerging technology adoption: a research agenda for operations management	31
Digital twin design and analytics for scaling up electric vehicle battery production using robots	31
Trend and seasonality features extraction with pre-trained CNN and recurrence plot	31
A framework and system architecture for value-oriented digital services in data-driven production logistics	30
Dynamic cloud manufacturing service composition with re-entrant services: an online policy perspective	30
Toward lean industry 5.0: a human-centered model for integrating lean and industry 4.0 in an automotive supplier	30
The flow shop batch scheduling problem in a prefabricated component manufacturing system with two-dimensional bin packing constraints	30
The influence of Industry 4.0 enabling technologies on social, economic and environmental sustainability of the food sector	30
Evolve ensemble rules automatically for the block spatial scheduling under dynamic environments via surrogate-assisted cooperative evolution genetic programming	30
A large language model-based manufacturing process planning approach under industry 5.0	30
Effects of adaptive cooperation among heterogeneous manufacturers on supply chain viability under fluctuating demand in post-COVID-19 era: an agent-based simulation	29
Serial- and hierarchical-batch scheduling: a systematic review and future research directions	29
A hybrid decision-support framework for cost-efficient manufacturing system design and operations under demand uncertainty	29
Microservices-based cloud-edge collaborative condition monitoring platform for smart manufacturing systems	29
Matrix-structured manufacturing systems: literature review and future directions	29
Towards resilient product-service systems in Industry 5.0: a self-adaptive resilience management framework	29
The physics of decision approach: a physics-based vision to manage supply chain resilience	29
Enhancing end-of-life product recyclability through modular design and social engineering optimiser	28
Blockchain technology adoption strategies of a supply chain considering possible product defects	28
Traditional or drop-shipping? channel choice and product quality	28
Supply chain visibility: A Delphi study on managerial perspectives and priorities	28
The application of blockchain technology in the recycling chain: a state-of-the-art literature review and conceptual framework	28
Improvement of steel strip quality based on reinforcement learning with offline data constraints	28
Sustainable collaborative strategy in pharmaceutical refrigerated logistics routing problem	28
A formal skill model to enable reconfigurable assembly systems	28
Blockchain innovations for addressing pharmaceutical counterfeit in the global supply chain: a PLS–ANN approach	28
Methodological approaches and managerial insights in supply chain stress testing	28
Single machine scheduling with variable maintenance in the battery manufacturing	28
Forecasting spare part extractions from returned systems in a closed-loop supply chain	28
A systematic energy-aware scheduling framework for manufacturing factories integrated with renewables	27
A logistics ratio-optimised inventory routing problem with lateral transhipment using mixed-integer robust fractional programming	27
End-to-end supply chain resilience management using deep learning, survival analysis, and explainable artificial intelligence	27
Integrated lot-sizing and energy supply planning with onsite generation of intermittent renewable energy	27
Home healthcare network design with sustainability and inventory considerations	27
Distribution network design problem considering warehouse types: framework, model, and algorithm	27
Comparison of pull management policies for a divergent process with DDMRP buffers: an industrial case study	26
Optimising procurement strategies: prioritising procurement cost and supply uncertainty for dual-component sourcing	26
Responding to epidemic-driven demand: the role of supply channels	26
Motivations and impediments to blockchain adoption in the supply chain: an empirical investigation and evaluation	26
Optimal production strategies for manufacturer with renewable energy supply fluctuations and financial risk mitigation	26
An exact method for machining lines design with equipment selection and line balancing	25
On the impact of supply uncertainty on inventory decisions: EOQ-based models	25
Mathematical programming and heuristic approaches to the turret-index optimisation problem with tool duplications	25
A scalable Deep Q-Learning approach for hot stamping process under dynamic control environment	25
Synergizing ChatGPT and experiential learning: unravelling TOC based production planning and control variants through the dice game	25
Cultural and organisational variables in blockchain technology acceptance	25
Correction	25
AGV scheduling in automated container terminals considering multi-load strategy and charging requirements	25
Financing deep-tier suppliers in a pull supply chain under blockchain technology	25
Uncertainty-aware physics-data fusion for RUL prediction for manufacturing tools	25
Correction	25
Optimisation framework and method for solving the serial dual-shop collaborative scheduling problem	25
Evolve-learn-adjust for seru production system	24
Non-conformances in infrastructure engineer-to-order production systems	24
Sustainable multi-objective scheduling in fabric dyeing: a hybrid TLBO-eEDA approach with redyeing operations and due windows	24
The potential of AI-enabled quality control facing high inspection standard in resilient cross-border operations	24
Line balancing and task scheduling to minimise power peak of reconfigurable manufacturing systems	24
Multi-objective optimisation of U-shaped yard layout in automated container terminals	24
Introducing blockchain into low-carbon e-commerce supply chains: a differential game analysis in monopoly and oligopoly markets	24
Mitigating healthcare supply chain challenges under disaster conditions: a holistic AI-based analysis of social media data	24
A multi-objective discrete differential evolution algorithm for energy-efficient distributed blocking flow shop scheduling problem	24
Transportation scheduling for modules used in modular integrated construction	24
Zero defect manufacturing in 2024: a holistic literature review for bridging the gaps and forward outlook	24
A matheuristic approach for the multi-level capacitated lot-sizing problem with substitution and backorder	24
Coordinated production and delivery scheduling for service-oriented manufacturing systems with deterioration effect	24
Scheduling on parallel dedicated machines with job rejection	24
Joint optimisation of product family configuration and supply chain resilience	24
Green supply chain knowledge networks and corporate ESG performance: the role of green technology innovation and knowledge integration capability	24
Digital twin-driven design and application paradigm for assembly accuracy performance prototype	24
Machine learning in feature recognition for manufacturing: taxonomy, analytical review, comparisons, trends, challenges, and outlook	23
A matheuristic for flexible job shop scheduling problem with lot-streaming and machine reconfigurations	23
Service-level-driven procurement and production lot-sizing problem with demand fulfilment	23
A review of explainable artificial intelligence in smart manufacturing	23
Digital twin-driven real-time collaborative scheduling for U-shaped automated container terminals	23
Pricing and emission reduction strategies: competition between carbon capture, utilization, and storage and autonomous emission reduction technologies	22
A prediction-based iterative Kuhn-Munkres approach for service vehicle reallocation in ride-hailing	22
The design of a parallel zone-picking system with cooperation area between neighbouring zones and its cooperation methods	22
Should firms invest in demand forecasting? Benefits of improving forecasting accuracy on order smoothing, dual-sourcing and multi-stage supply chain problems	22
Multi-objective scheduling of cloud-edge cooperation in distributed manufacturing via multi-agent deep reinforcement learning	22
A novel resilient scheduling method based on multi-agent system for flexible job shops	22
Network flow-based deterministic and stochastic models for the integrated lot-sizing and scheduling problem with sequence-dependent set-up costs	22
Two’s company, three’s a crowd: on the bystander effect and other barriers to collaboration in multi-stage supply chains	22
Roxana ontology: a standard-based knowledge model for the formalisation of adaptive human-based processes in the manufacturing industry	22
Market-based multiagent system for task allocation and battery charging of AGVs using collision-free path	22
Mixed-model sequencing versus car sequencing: comparison of feasible solution spaces	22
Carbon trade finance: a perspective of supply chain management	22
Optimal decisions of power battery production and repurposing rate under different repurposed battery markets and repurposing parties	22
The asymmetric industry contagion effects of peer behaviours for decisioning trade credit	22
Condition-Based maintenance for a multi-state weighted k -out-of- n : G system considering stochastic depe	21
The interplay between carbon regulations and green technology innovation: a comparative analysis	21
Decentralised collaborative job reassignments in additive manufacturing	21
Scheduling algorithms for multi-stage flow shops with reworks under overlapped queue time limits	21
A dynamic condition-based maintenance policy for heterogeneous-wearing tools with considering product quality deterioration	21
An improved deep reinforcement learning-based scheduling approach for dynamic task scheduling in cloud manufacturing	21
Real-time AGV scheduling optimisation method with deep reinforcement learning for energy-efficiency in the container terminal yard	21