Recent publications
Article
Wu, Y, He, D, Li, J, Zhou, Q & Xu, H 2026, 'Transfer Learning-Enhanced Multi-objective Predictive Control for Electric Vehicular Platoon', IEEE Transactions on Transportation Electrification. https://doi.org/10.1109/TTE.2026.3665598
Guo, S, Zheng, S, Li, J, Zhou, Q & Xu, H 2025, 'A lightweight social cognitive risk potential field model for path planning with dedicated dynamic and static traffic factors', IET Intelligent Transport Systems, vol. 19, no. 1, e12595. https://doi.org/10.1049/itr2.12595
Wang, J, Du, C, Yan, F, Hua, M, Gongye, X, Yuan, Q, Xu, H & Zhou, Q 2025, 'Bayesian optimization for hyper-parameter tuning of an improved twin delayed deep deterministic policy gradients based energy management strategy for plug-in hybrid electric vehicles', Applied Energy, vol. 381, 125171. https://doi.org/10.1016/j.apenergy.2024.125171
Hua, M, Chen, D, Jiang, K, Zhang, F, Wang, J, Wang, B, Zhou, Q & Xu, H 2025, 'Communication-Efficient MARL for Platoon Stability and Energy-Efficiency Co-Optimization in Cooperative Adaptive Cruise Control of CAVs', IEEE Transactions on Vehicular Technology, vol. 74, no. 4, pp. 6076-6087. https://doi.org/10.1109/TVT.2024.3511091
Hua, M, Shuai, B, Zhang, F, Wang, J, Zhang, C, Zhou, Q & Xu, H 2025, 'Efficient Energy Management of Plug-In Hybrid Electric Vehicles Through Ensemble with In-Target Minimization Q-Learning', IEEE Transactions on Transportation Electrification, vol. 11, no. 5, pp. 11570-11581. https://doi.org/10.1109/TTE.2025.3579614
Wang, J, Du, C, Yan, F, Duan, X, Hua, M, Xu, H & Zhou, Q 2025, 'Energy Management of a Plug-In Hybrid Electric Vehicle Using Bayesian Optimization and Soft Actor-Critic Algorithm', IEEE Transactions on Transportation Electrification, vol. 11, no. 1, pp. 912-921. https://doi.org/10.1109/TTE.2024.3398046
Li, J, Li, Z, Wen, C, Wu, Y, Dixon, R, Hu, X & Xu, H 2025, 'Experience-Shared Variable-Step Predictive Control of Range-Extended Electric Vehicles Using Transferable Driver Model', IEEE Transactions on Intelligent Transportation Systems, vol. 26, no. 1, pp. 1123-1133. https://doi.org/10.1109/TITS.2024.3489018
Li, Y, Hu, J, Li, J, Xu, H, Wu, Y, Cai, Z, Lin, Y, Wu, H & Li, Z 2025, 'Experimental study on electrically heated catalyst coupling strategies for ultra-low emissions and energy-efficient thermal management in diesel engines', Applied Thermal Engineering, vol. 280, no. Part 4, 128450. https://doi.org/10.1016/j.applthermaleng.2025.128450
Wen, C, Li, J, Wang, B, Lu, G & Xu, H 2025, 'Expertise-guided NOx emission modeling of hybrid vehicle engines via peak-valley-enhanced Gaussian process regression', Energy, vol. 322, 135166. https://doi.org/10.1016/j.energy.2025.135166
Jiang, K, Hua, M, He, X, Dong, L, Zhou, Q, Xu, H & Sun, C 2025, 'Improving String Stability in Cooperative Adaptive Cruise Control Through Multiagent Reinforcement Learning With Potential-Driven Motivation', IEEE Transactions on Artificial Intelligence, vol. 6, no. 5, pp. 1114-1127. https://doi.org/10.1109/TAI.2024.3511513
Zhang, F, Zhou, Q, Zhang, C, Hua, M, Du, S, Duan, Y, Li, J, Williams, H & Xu, H 2025, 'Meta-Heuristic Adaptive Equivalent Consumption Minimization of a Fuel Cell Vehicle Incorporating Fuzzy Inference and Particle Swarm Optimization', IEEE Transactions on Transportation Electrification, vol. 11, no. 2, pp. 5237-5248. https://doi.org/10.1109/TTE.2024.3478187
Zhang, G, Zhang, Y, Shi, P, Chen, P, Schneider, L, Xu, H & Wu, D 2025, 'Near-field jet characteristics of a single-hole medium-/low-pressure hydrogen injector', Energy, vol. 314, 134122. https://doi.org/10.1016/j.energy.2024.134122
Shuai, B, Hua, M, Li, Y, Shuai, S, Xu, H & Zhou, Q 2025, 'Optimal Energy Management of Plug-In Hybrid Electric Vehicles Through Ensemble Reinforcement Learning With Exploration-to-Exploitation Ratio Control', IEEE Transactions on Intelligent Vehicles, vol. 10, no. 4, pp. 2479-2489. https://doi.org/10.1109/TIV.2024.3377215
Chapter
Li, J, Zhou, Q, Wu, Y & Xu, H 2025, Driver Behavior Prediction and Driver-Oriented Control of Electric Vehicles. in H Zhang & Q Zhou (eds), Big Data and Electric Mobility. 1st edn, CRC Press, pp. 171-189. https://doi.org/10.1201/9781003302827-12
Review article
Hua, M, Qi, X, Chen, D, Jiang, K, Liu, ZE, Sun, H, Zhou, Q & Xu, H 2025, 'Multi-Agent Reinforcement Learning for Connected and Automated Vehicles Control: Recent Advancements and Future Prospects', IEEE Transactions on Automation Science and Engineering, vol. 22, pp. 16266-16286. https://doi.org/10.1109/TASE.2025.3574280
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