OOIR: Observatory of International Research

Papers

(The median citation count of Flexible Services and Manufacturing Journal is 1. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)

Article	Citations
Fixturing-driven determination of multi-product assembly plans in the context of product variety and reconfiguration	40
An efficient metaheuristic algorithm for the organ transplant logistics network considering urban traffic and cold ischemia constraints	27
Elite solutions and Tabu assisted variable neighbourhood descent for rescheduling problems in the steelmaking-refining-continuous casting process	24
Fluid models for customer service web chat systems with interactive automated service	22
A Benders decomposition approach for planning home blood donations	21
In the driver’s seat: the role of transformational leadership in safe and productive truck cargo transport	19
Liner feeder service network design problem for joint operation: a case study from China	18
Improving access to emergency medical services using advanced air mobility vehicles	18
Valuing labor flexibility in cross-training using a real options approach	17
Multi-neighborhood simulated annealing for the integrated patient-to-room and nurse-to-patient assignment problem	17
Dynamic product planning for online service platform coordinating with service agents and operations resource providers: a three-level optimization approach	16
Potentials of using real-time data to increase the update frequency of production planning and control strategies in MTO: a discrete event simulation study	15
Flexible scheduling of diagnostic tests in automotive manufacturing	14
Correction to: Robust multi-period capacity, location, and access of rural cardiovascular services under uncertainty	13
Smart scheduling of hanging workshop via digital twin and deep reinforcement learning	12
Assigning orders and pods to picking stations in a multi-level robotic mobile fulfillment system	12
Balancing and sequencing of mixed-model parallel robotic assembly lines considering energy consumption	12
Storage prioritization by redistributing wafer lot transfers to enhance real-world fab throughput	12
Machine-based identification system via optical character recognition	12
Multi-objective restarted simulated annealing algorithm for assembly line balancing problem with collaborative robots considering ergonomics risks	11
A restless bandit approach for capacitated condition based maintenance scheduling	11
Three-stage service network design in rail-road networks with demand and capacity uncertainty	11
Balancing earliness and tardiness within workload control order release: an assessment by simulation	10
Puzzle-based movable rack system with diagonal movements and class-based storage policy	10
Queueing network models for the analysis and optimisation of material handling systems: a systematic literature review	10

A dynamic flexible job shop scheduling method based on collaborative agent reinforcement learning	10
A reinforcement learning/ad-hoc planning and scheduling mechanism for flexible and sustainable manufacturing systems	9
A first optimization approach to parameterize demand-driven MRP in the presence of multiple products and finite capacity	9
Efficient heuristics to minimize the total tardiness of chemotherapy drug production and delivery	9
Uses and challenges of digital twins-based augmented reality in operator training and data visualization in process manufacturing lines	9
Machine as a smart service: a hybrid knowledge graph approach	8
Leveraging digital twin to enhance humanitarian logistics operations	8
Balancing and sequencing of mixed-model assembly line considering preventive maintenance scenarios: mathematical model and a migrating birds optimization algorithm	8
Choice-driven location-allocation model for healthcare facility location problem	7
Digital twin-based storage tank scheduling for unloading and transport operations at a liquid bulk terminal	7
Robust berth scheduling using machine learning for vessel arrival time prediction	7
30th international conference on flexible automation and intelligent manufacturing (FAIM2021) special issue: modern manufacturing systems management	7
Correction: Measuring the performance of medical waste recycling systems in China’s new frst-tier cities with a novel bounded adjusted measure model	7
Integrated planning approach for fleet sizing and fleet management of freight railcars	7
Multi-resource constrained scheduling considering process plan flexibility and lot streaming for the CNC machining industry	6
Clusters of floor locations-allocation of stores to cross-docking warehouse considering satisfaction and space using MOGWO and NSGA-II algorithms	6
Computationally efficient approximate dynamic programming for multi-site production capacity planning with uncertain demands	6
Integrated storage assignment for an E-grocery fulfilment centre: accounting for day-of-week demand patterns	6
Real-time rescheduling for smart shop floors: an integrated method	6
Dynamic optimal pricing considering advertising and improvement quality strategies over product life-cycle horizon	6
Data-driven aggregate modeling of a semiconductor wafer fab to predict WIP levels and cycle time distributions	5
An integrated scheduling method for AGVs in an automated container terminal considering battery swapping and battery degradation	5
Correction to: Anticipating technical car sequencing rules in the master production scheduling of mixed-model assembly lines	5
Capacity planning in a decentralized autologous cell therapy manufacturing network for low-cost resilience	5
Robotic stochastic assembly line balancing	5
Correction: A memetic NSGA‑II for the multi‑objective flexible job shop scheduling problem with real‑time energy tariffs	4
Multi-period integrated production and delivery scheduling to enhance online orders fulfillment considering due dates	4
Lean and Industry 4.0 mitigating common losses in Engineer-to-Order theory and practice: an exploratory study	4
Assessment of coal supply chain under carbon trade policy by extended exergy accounting method	4
Designing a computer-vision-based artifact for automated quality control: a case study in the food industry	4
On a bi-objective distributed permutation flow shop problem with batch processing machines	4
Balancing picking and outbound loading efficiency in an SBS/RS through a digital twin	4
Constraint programming models for parallel robotic assembly line balancing problems considering energy-efficiency	4
Service-oriented multi-stakeholder collaborative network optimization for EoL batteries recycling	3
Co-opetition behaviors of capital-constrained retailers in a closed-loop supply chain with pricing and recycling decisions	3
Material flow control in make-to-stock production systems: an assessment of order generation, order release and production authorization by simulation	3
To share or not to share? Remanufacturing design responsibility in an authorized remanufactured supply chain	3
Berth planning and real-time disruption recovery: a simulation study for a tidal port	3
Formulations and exact solution approaches for a coupled bin-packing and lot-sizing problem with sequence-dependent setups	3
Design and calibration of a DRL algorithm for solving the job shop scheduling problem under unexpected job arrivals	3
A material handling system modeling framework: a data-driven approach for the generation of discrete-event simulation models	3
A review of current trends and future directions in reverse logistics research	3
Self-adaptive memetic algorithms for multi-objective single machine learning-effect scheduling problems with release times	3
The impacts of stockout cost on a stochastic production-inventory system in minimizing total cost conditional value-at-risk	3
Joint optimization of production, maintenance, and distribution planning in a multi-site environment	3
Berth and yard scheduling optimization for a port with diagonal yard layout	2
Using mathematical modeling to meet service levels in production planning in market foundries	2
A machine learning framework for explainable knowledge mining and production, maintenance, and quality control optimization in flexible circular manufacturing systems	2
Integrated maintenance and production scheduling for unrelated parallel machines with setup times	2
Cut the scrap? the impact of truck age on driver retention, driving safety, and driving productivity	2

Improved swarm-based metaheuristics for optimizing human–robot collaborative assembly lines with multi-type collaborative robots	2
Reimbursement policy considering patient revisits from online to offline in a public healthcare system	2
Simulation of worker collaboration in production cell based on hybrid model under fluctuating environment	2
Optimizing production levels in maritime inventory routing with load-dependent speed optimization	2
Performance analysis of a drop-swap terminal to mitigate truck congestion at chemical sites	2
Cooperative and non-cooperative algorithms for distributed parallel jobs scheduling	2
Day-ahead demand response decision and charging planning for multiple battery swapping stations	2
A deep Q network algorithm for a car resequencing problem in automobile factories	2
Tiered prediction models for port vessel emissions inventories	2
AI for in-line vehicle sequence controlling: development and evaluation of an adaptive machine learning artifact to predict sequence deviations in a mixed-model production line	2
A stack-based retrieval method for the steel plate yard retrieval problem in shipbuilding	2
A prediction model of patient satisfaction: policy evaluation and sensitivity analysis	2
Anticipating technical car sequencing rules in the master production scheduling of mixed-model assembly lines	2
Realization-based robust assignments for a nurse-to-patient assignment problem in home health care services	2
Design of empty container depot layouts using data and analytics	2
A digital twin modeling method of production lines based on flexible manufacturing	1
The shunting scheduling of EMU first-level maintenance in a stub-end depot	1
Decision modeling of the challenges to human–robot collaboration in industrial environment: a real world example of an emerging economy	1
Simulation-based approach to analyze modular intralogistic systems in the chemical industry	1
A simulation-based digital twin for data-driven maintenance scheduling of risk-prone production lines via actor critics	1
Integrated task sequence planning and assignment for human–robot collaborative assembly station	1
Train maintenance personnel shift scheduling: case study	1
A real options approach to value manufacturing flexibilities with regime-switching product demand	1
Multi-objective-based differential evolution for balancing production cost, diversity and aggregated performance attributes in product family design	1
Digitalization trends and industry 4.0: ensuring knowledge workers’ sustainable productivity and innovative capability	1
Algorithms for minimization of total flow time to achieve resilience in a flow shop environment	1
Modelling forgetting due to intermittent production in mixed-model line scheduling	1
A digital twin-driven flexible scheduling method in a human–machine collaborative workshop based on hierarchical reinforcement learning	1
The emission reduction cooperation in a supply chain with corporate social responsibility	1
Bundle generation for the vehicle routing problem with occasional drivers and time windows	1
Robust multi-period capacity, location, and access of rural cardiovascular services under uncertainty	1
A memetic NSGA-II for the multi-objective flexible job shop scheduling problem with real-time energy tariffs	1
Dynamic crane scheduling for green automated warehousing: learning-based simulation-optimization approach	1
Human-Robot collaboration in the next generation manufacturing and logistics system	1
A simulation–optimization approach for defining long-term staffing levels at healthcare facilities	1
Overflow in systems with two servers: the negative consequences	1
Managing premature idleness in high-variety manufacturing	1
A genetic algorithm for seafood processing with flexible flow shops and sequence-dependent setups	1
No-wait lines optimisation: a procedure based on scheduling enhanced by digital twin	1
Scheduling offshore cargo handling with operational dynamics including cost composites, downtime periods, and cargo attributes	1
Optimal product service system configuration considering pairing utility and uncertain customer behavior	1
A data-efficient active learning architecture for anomaly detection in industrial time series data	1
Smart factory concepts and their fitness to the plastics processing industry: a critical review	1
Research on the evolution law of supply chain disruption based on Complex Adaptive System	1
Efficiency in radiology departments: a two-stage analysis	1
Measuring the performance of medical waste recycling systems in China’s new first-tier cities with a novel bounded adjusted measure model	1
Determining the pricing strategy for different preference structures for the earth observation satellite scheduling problem through simulation and VIKOR	1
Interpretable chip-quality classification with signal and feature selection in wire bonding	1
Sparse flexible design: a machine learning approach	1
Solving the picker routing problem in multi-block high-level storage systems using metaheuristics	1