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Research article

First published 2025-12

Active fault-tolerant control based on DDQN architecture applied to HVAC system

Yanis Masdoua, Moussa Boukhnifer, Kondo H Adjallah

Transactions of the Institute of Measurement and Control

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Research article

First published 2025-11

Multi-objective optimization of PV-powered EV charging stations: Minimizing energy costs and extending battery lifespan using DQN and DDQN reinforcement learning

Abir Mouelhi, Youssef Kraiem, Mohamed Faouzi Mimouni

Intelligent Decision Technologies

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Research article

First published 2025-11

FL-DDQN: A federated double deep Q-learning framework for enhancing irrigation management across family multi-farms environments

Rabaie Benameur, Amine Dahane, Adel Boudiaf [...]

Journal of Ambient Intelligence and Smart Environments

Open access

Research article

First published 2026-3

Enhanced navigation for mobile robots in unknown environments using PER-DDQN with multi-step techniques

Moharam Habibnejad Korayem, Niloufar Takzare

International Journal of Advanced Robotic Systems

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Research article

First published 2026

Hierarchical optimization for multi-criteria lane-changing strategy and decoupled trajectory planning of autonomous vehicles in heterogeneous traffic

Xinyou Lin, Zhenxing Xie, Biao Zhang

Proceedings of the Institution of Mechanical Engineers,Part D: Journal of Automobile Engineering

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Research article

First published 2025

Research on Lane-Changing Decision-Making of Autonomous Vehicles Considering Epistemic Uncertainty

Tiangen Chang, Guofu Tian, Yuanyuan Tang [...]

Proceedings of the Institution of Mechanical Engineers,Part D: Journal of Automobile Engineering

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Research article

First published 2024-7

Research on Dueling Double Deep Q Network Algorithm Based on Single-Step Momentum Update

Peicheng Shi, Jianguo Zhang, Bin Hai [...]

Transportation Research Record: Journal of the Transportation Research Board

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Research article

First published 2025

A batch scheduling method for multi-production line hybrid flow shop integrating genetic algorithm and deep reinforcement learning

Jing Tian, Xueliang Zhou, Jiewu Leng [...]

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

Open access

Research article

First published 2020-5

A novel mobile robot navigation method based on deep reinforcement learning

Hao Quan, Yansheng Li, Yi Zhang

International Journal of Advanced Robotic Systems

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Research article

First published 2025-7

Dynamic flexible job shop scheduling based on deep reinforcement learning

Dan Yang, Xiantao Shu, Zhen Yu [...]

Proceedings of the Institution of Mechanical Engineers,Part B: Journal of Engineering Manufacture

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