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Real-time stochastic flexible flow shop scheduling in a credit factory with model-based reinforcement learning.
Chen, Liao ; Liu, Hongjia ; Jia, Ning ; et al.
International Journal of Production Research. Feb2025, Vol. 63 Issue 3, p845-864. 20p.
Mastering Reinforcement Learning with Python
Bilgin, Enes ; Bilgin, Enes ; Bilgin, Enes ; et al.
Unsupervised reward engineering for reinforcement learning controlled manufacturing.
Hirtz, Thomas ; Tian, He ; Yang, Yi ; et al.
Journal of Intelligent Manufacturing. Dec2025, Vol. 36 Issue 8, p5875-5888. 14p.
SmartFixture: Physics-guided reinforcement learning for automatic fixture layout design in manufacturing systems.
Wang, Yinan ; Lutz, Tim ; Yue, Xiaowei ; et al.
IISE Transactions. Nov2025, Vol. 57 Issue 11, p1360-1375. 16p.
Deep reinforcement learning approach for dynamic capacity planning in decentralised regenerative medicine supply chains.
Tseng, Chin-Yuan ; Li, Junxuan ; Lin, Li-Hsiang ; et al.
International Journal of Production Research. Jan2025, Vol. 63 Issue 2, p555-570. 16p.
Performance of deep reinforcement learning algorithms in two-echelon inventory control systems.
Stranieri, Francesco ; Stella, Fabio ; Kouki, Chaaben
International Journal of Production Research. Sep2024, Vol. 62 Issue 17, p6211-6226. 16p.
Adaptive acquisition planning for visual inspection in remanufacturing using reinforcement learning.
Kaiser, Jan-Philipp ; Gäbele, Jonas ; Koch, Dominik ; et al.
Journal of Intelligent Manufacturing. Oct2025, Vol. 36 Issue 7, p4867-4893. 27p.
Hybrids of Reinforcement Learning and Evolutionary Computation in Finance: A Survey.
Yadav, Sandarbh ; Ravi, Vadlamani ; Kalyanakrishnan, Shivaram
ACM Computing Surveys. Oct2025, Vol. 57 Issue 10, p1-36. 36p.
Deep Reinforcement Learning in Non-Markov Market-Making.
Lalor, Luca ; Swishchuk, Anatoliy
Risks. Mar2025, Vol. 13 Issue 3, p40. 27p.
Optimization of laser annealing parameters based on bayesian reinforcement learning.
Chang, Chung-Yuan ; Feng, Yen-Wei ; Rawat, Tejender Singh ; et al.
Journal of Intelligent Manufacturing. Apr2025, Vol. 36 Issue 4, p2479-2492. 14p.
Explainable reinforcement learning in production control of job shop manufacturing system.
Kuhnle, Andreas ; May, Marvin Carl ; Schäfer, Louis ; et al.
International Journal of Production Research. Oct2022, Vol. 60 Issue 19, p5812-5834. 23p. 9 Diagrams, 10 Charts, 2 Graphs.
A multi-objective reinforcement learning approach for resequencing scheduling problems in automotive manufacturing systems.
Leng, Jinling ; Wang, Xingyuan ; Wu, Shiping ; et al.
International Journal of Production Research. Aug2023, Vol. 61 Issue 15, p5156-5175. 20p. 6 Diagrams, 3 Charts, 7 Graphs.
Information-directed policy sampling for episodic Bayesian Markov decision processes.
Diaz, Victoria ; Ghate, Archis
IISE Transactions. Aug2025, Vol. 57 Issue 8, p905-919. 15p.
Self-Improving Agentic AI Through Bayesian Meta-Learning.
Bar, Kaushik
IUP Journal of Telecommunications. May2025, Vol. 17 Issue 2, p63-82. 20p.
Mastering PyTorch : Create and deploy deep learning models from CNNs to multimodal models, LLMs, and beyond
Ashish Ranjan Jha ; Ashish Ranjan Jha
Real-time AGV cluster scheduling using attention-enhanced PPO and strategy transfer in large-scale solar cell production workshops with multiple concurrent tasks.
Zhou, Zhuo ; Xu, Liyun ; Chen, Yiyang ; et al.
International Journal of Production Research. Dec2025, Vol. 63 Issue 24, p10677-10699. 23p.
A policy-based Monte Carlo tree search method for container pre-marshalling.
Wang, Ziliang ; Zhou, Chenhao ; Che, Ada ; et al.
International Journal of Production Research. Jul2024, Vol. 62 Issue 13, p4776-4792. 17p.
Reinforcement Learning Approaches for the Orienteering Problem with Stochastic and Dynamic Release Dates.
Li, Yuanyuan ; Archetti, Claudia ; Ljubić, Ivana
Transportation Science. Sep/Oct2024, Vol. 58 Issue 5, p1143-1165. 23p.
A deep Q network algorithm for a car resequencing problem in automobile factories.
Zhong, Weiya ; Yang, Yechen ; Ye, Dedi ; et al.
Flexible Services & Manufacturing Journal. Sep2025, Vol. 37 Issue 3, p730-749. 20p.
End-to-end on-line rescheduling from Gantt chart images using deep reinforcement learning.
Palombarini, Jorge Andrés ; Martínez, Ernesto Carlos
International Journal of Production Research. Jul2022, Vol. 60 Issue 14, p4434-4463. 30p. 1 Color Photograph, 5 Charts, 7 Graphs.
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