Fusion Control Strategy Based on Rule and Dynamic Objective of Heat Pump Type Thermal Management System for Electric Vehicles

2025-01-7023

01/31/2025

Features
Event
SAE 2024 Vehicle Powertrain Diversification Technology Forum
Authors Abstract
Content
Thermal management system of electric vehicles (EVs) is critical for the vehicle's safety and stability. While maintaining the components within their optimal temperature ranges, it is also essential to reduce the energy consumption of thermal management system. Firstly, a kind of architecture for the integrated thermal management system (ITMS) is proposed, which can operate in multiple modes to meet various demands. Two typical operating modes for vehicle cooling in summer and heating in winter, which utilizes the residual heat from the electric drive system, are respectively introduced. The ITMS based on heat pump enables efficient heat transfer between different components. Subsequently, an ITMS model is developed, including subsystems such as the battery system, powertrain system, heat pump system and cabin system. The description of modeling process for each subsystem is provided in detail. The model is tested under world light vehicle test cycle (WLTC) condition of six different temperature groups to validate its feasibility. Next, a dynamic objective control strategy is proposed. It divides the operating condition into multiple time steps, where at each step, non-dominated sorting genetic algorithm II (NSGA-II) algorithm is employed to perform multi-objective optimization of cabin temperature, battery temperature, and state of charge (SOC). Different objectives are prioritized at different stages to achieve dynamic objective control. A fusion control strategy is developed by combining rule-based control with dynamic objective control. Finally, a comparative validation of the three control strategies—rule-based control, multi-objective control, and fusion control—is conducted under 40°C conditions. The results indicate that the designed thermal management system is effective. The fusion control strategy not only achieves desirable temperature control of each subsystem but also achieve energy reduction to a certain extent, which also alleviates range anxiety.
Meta TagsDetails
DOI
https://doi.org/10.4271/2025-01-7023
Pages
14
Citation
Zhao, L., Tan, P., Yang, X., Yao, C. et al., "Fusion Control Strategy Based on Rule and Dynamic Objective of Heat Pump Type Thermal Management System for Electric Vehicles," SAE Technical Paper 2025-01-7023, 2025, https://doi.org/10.4271/2025-01-7023.
Additional Details
Publisher
Published
Jan 31
Product Code
2025-01-7023
Content Type
Technical Paper
Language
English