Optimization method of electric vehicle energy system based on machine learning
IntroductionTo enhance energy management in electric vehicles (EVs), this study proposes an optimization model based on reinforcement learning.MethodsThe model integrates gated recurrent units (GRU) with double deep Q-networks (DDQN) to improve time-series data processing and action value estimation...
Saved in:
| Main Author: | Huanmei Ren |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Frontiers Media S.A.
2025-07-01
|
| Series: | Frontiers in Mechanical Engineering |
| Subjects: | |
| Online Access: | https://www.frontiersin.org/articles/10.3389/fmech.2025.1597558/full |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
-
Energy Consumption Optimization for an Electric Delivery Vehicle
by: Andrzej Łebkowski
Published: (2024-11-01) -
Reinforcement learning in electric vehicle energy management: a comprehensive open-access review of methods, challenges, and future innovations
by: Georginio Ananganó-Alvarado, et al.
Published: (2025-06-01) -
Research on the Application of Reinforcement Learning in Hybrid Electric Vehicle Energy Management
by: ZHENG Chunhua, et al.
Published: (2020-08-01) -
Optimization Scheduling of Integrated Energy System Scheduling in Industrial Park containing Electric Vehicles
by: Zhipeng LV, et al.
Published: (2024-04-01) -
Energy management strategy for hybrid electric vehicle based on improved PPO algorithm
by: Chao MA, et al.
Published: (2025-06-01)