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Real-Time Energy Management Control of Hybrid Electric Vehicles with Dedicated Hybrid Transmission Based on Equivalent Consumption Minimization Strategy and Dynamic Programming

Authors

  • Wei Wang School of Statistics and Data Science, HeBei Finance University, Baoding, 071001, China
  • Yi Tian School of Statistics and Data Science, HeBei Finance University, Baoding, 071001, China
  • Zhenjiang Cai College of Mechanical and Electrical Engineering, HeBei Agricultural University, Baoding, China https://orcid.org/0000-0002-1373-3786
  • Jian Wang School of Statistics and Data Science, HeBei Finance University, Baoding, 071001, China
  • Xiaoyuan Zhang School of Statistics and Data Science, HeBei Finance University, Baoding, 071001, China
  • Shaofei Liu Engineering Research Institute, FOTON Motor Corporation, Beijing, 102206, China

DOI:

https://doi.org/10.37256/cm.6520257208

Keywords:

Hybrid Electric Vehicle (HEV), real-time control, ECMS, energy management, Dedicated Hybrid Transmission (DHT), Dynamic Programming (DP)

Abstract

This paper proposes a real-time energy management strategy for Dedicated Hybrid Transmission (DHT) Hybrid Electric Vehicles based on Equivalent Consumption Minimization Strategy-Dynamic Programming (ECMS-DP), which supports four operating modes: pure electric, boost electric, series and parallel modes. The strategy uses Dynamic Programming (DP) algorithm to solve the Worldwide Harmonized Light Vehicles Test Cycle (WLTC) cycle off-line to obtain the optimal shift line with the objective of energy loss minimization. And the real-time control strategy is based on Adaptive Equivalent Consumption Minimization Strategy (A-ECMS) and the optimal shift line, with minimizing energy loss, engine start/stop times, engine power change and engine speed change as mixed target functions. Then a real-time energy management control system based on ECMS-DP is established. The system utilizes series and parallel Hamiltonian functions to judge the series and parallel modes, and significantly reduces the calibration workload. Through verification in real-vehicle revolving drum test, it has been verified that this strategy can effectively utilize the power battery capacity while maintaining electric balance compared to rule-based strategies such as Rule-Based Threshold Control, and it achieves better fuel economy, with a fuel-saving rate of approximately 5.18%.

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Published

2025-09-17

How to Cite

1.
Wang W, Tian Y, Cai Z, Wang J, Zhang X, Liu S. Real-Time Energy Management Control of Hybrid Electric Vehicles with Dedicated Hybrid Transmission Based on Equivalent Consumption Minimization Strategy and Dynamic Programming. Contemp. Math. [Internet]. 2025 Sep. 17 [cited 2026 Jun. 13];6(5):6355-76. Available from: https://ojs.wiserpub.com/index.php/CM/article/view/7208