A review of reinforcement learning based energy management systems for electrified powertrains: Progress, challenge, and potential solution

AH Ganesh, B Xu - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
The impact of internal combustion engine-powered automobiles on climate change due to
emissions and the depletion of fossil fuels has contributed to the progress of electrified …

Deep reinforcement learning based energy management strategies for electrified vehicles: Recent advances and perspectives

H He, X Meng, Y Wang, A Khajepour, X An… - … and Sustainable Energy …, 2024 - Elsevier
Electrified vehicles provide an effective solution to address the unfavorable impacts of fossil
fuel use in the transportation sector. Energy management strategy (EMS) is the core …

[HTML][HTML] Energy management of multi-mode plug-in hybrid electric vehicle using multi-agent deep reinforcement learning

M Hua, C Zhang, F Zhang, Z Li, X Yu, H Xu, Q Zhou - Applied Energy, 2023 - Elsevier
The recently emerging multi-mode plug-in hybrid electric vehicle (PHEV) technology is one
of the pathways making contributions to decarbonization, and its energy management …

Visual detection and deep reinforcement learning-based car following and energy management for hybrid electric vehicles

X Tang, J Chen, K Yang, M Toyoda… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Practical vision-based technology is essential for the autonomous driving of intelligent
hybrid electric vehicles. In this article, a hierarchical control structure is proposed, which …

Deep reinforcement learning based adaptive energy management for plug-in hybrid electric vehicle with double deep Q-network

D Shi, H Xu, S Wang, J Hu, L Chen, C Yin - Energy, 2024 - Elsevier
The equivalent consumption minimization strategy (ECMS) with pre-calibrated constant
equivalence factor (EF) can ensure near global optimal solution for certain driving cycle and …

[HTML][HTML] Energy management of hybrid electric propulsion system: Recent progress and a flying car perspective under three-dimensional transportation networks

C Yang, Z Lu, W Wang, Y Li, Y Chen, B Xu - Green Energy and Intelligent …, 2023 - Elsevier
abstract The hybrid electric propulsion system (HEPS) holds clear potential to support the
goal of sustainability in the automobile and aviation industry. As an important part of the …

Systematic modeling and analysis of on-board vehicle integrated novel hybrid renewable energy system with storage for electric vehicles

KA Mamun, FR Islam, R Haque, AA Chand, KA Prasad… - Sustainability, 2022 - mdpi.com
The automobile industry and technology are putting a great significance in improving
vehicles to become more fuel economical, but with incremental costs relative to conventional …

Energy management for regional microgrids considering energy transmission of electric vehicles between microgrids

F Jiao, Y Zou, Y Zhou, Y Zhang, X Zhang - Energy, 2023 - Elsevier
As the proliferation of electric vehicles (EVs) continues to accelerate, the inherent attributes
of EVs warrant meticulous consideration in the realm of energy dispatch. In order to evaluate …

[HTML][HTML] A review of the design process of energy management systems for dual-motor battery electric vehicles

E Louback, A Biswas, F Machado, A Emadi - Renewable and Sustainable …, 2024 - Elsevier
Dual-motor battery electric vehicles (DM-BEVs) are a trending technology in the electric
vehicle market. They have the potential to achieve higher energy savings and dynamic …

Recent progress in learning algorithms applied in energy management of hybrid vehicles: A comprehensive review

D Xu, C Zheng, Y Cui, S Fu, N Kim, SW Cha - International Journal of …, 2023 - Springer
Hybrid vehicles (HVs) that equip at least two different energy sources have been proven to
be one of effective and promising solutions to mitigate the issues of energy crisis and …