Multi-Objective Optimisation-Based Design of an Electric Vehicle Cabin Heating Control System for Improved Thermal Comfort and Driving Range
Energies, Vol. 14, No. 4, pp. 252021Modern electric vehicle heating, ventilation, and air-conditioning (HVAC) systems operate in more efficient heat pump mode, thus, improving the driving range under cold ambient conditions. Coupling those HVAC systems with novel heating technologies such as infrared heating panels (IRP) results in a complex system with multiple actuators, which needs to be optimally coordinated to maximise the efficiency and comfort. The paper presents a multi-objective genetic algorithm-based control input allocation method, which relies on a multi-physical HVAC model and a CFD-evaluated cabin airflow distribution model implemented in Dymola. The considered control inputs include the cabin inlet air temperature, blower and radiator fan air mass flows, secondary coolant loop pump speeds, and IRP control settings. The optimisation objective is to minimise total electric power consumption and thermal comfort described by predictive mean vote (PMV) index. Optimisation results indicate that HVAC and IRP controls are effectively decoupled, and that a significant reduction of power consumption (typically from 20% to 30%) can be achieved using IRPs while maintaining the same level of thermal comfort. The previously proposed hierarchical HVAC control strategy is parameterised and extended with a PMV-based controller acting via IRP control inputs. The performance is verified through simulations in a heat-up scenario, and the power consumption reduction potential is analysed for different cabin air temperature setpoints. control; electric vehicle; heat pump; multi-objective optimisation; optimal allocation; thermal comfort
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Energies, Vol. 14, No. 4, pp. 25
2021
Cited by 18
▾
-
[2] Review of Vehicle Heating and Ventilation Systems Development Techniques🔗Periodica Polytechnica Transportation Engineering, 2025
-
[3] Modeling and Control Strategies of the Thermal Management System for Electric Vehicles🔗SAE technical paper series, 2025
-
[4] Real-Time PMV Thermal Comfort Index Observer Based on Artificial Neural Networks for Infrared Heating Panel Control🔗SAE technical paper series, 2025
-
[5] Control Trajectory Optimization of Electric Vehicle Heat Pump-Based Cabin Heating System🔗SAE technical paper series, 2025
-
[6] Investigation of cabin heating in electric vehicles with integrating solar cells and heat storage systems🔗Journal of Energy Storage, 2024
-
[8] State-Of-The-Art Thermal Comfort Models for Car Cabin Environment🔗Building and Environment, 2024
-
[10] A Switching Control Strategy for Multiple Heating Modes Based on the Integrated Thermal Management System of Electric Vehicles🔗SAE technical paper series, 2024
-
[11] Optimization of the Energy-Comfort Trade-Off of HVAC Systems in Electric City Buses Based on a Steady-State Model🔗Control Engineering Practice, 2024
-
[12] Design and Implementation of Comprehensive Thermal Management Verification Model for Electric Vehicles Operating in Cold Climates🔗International journal of automotive technology, 2024
-
[13] Robust Thermal Management of Electric Vehicles Using Model Predictive Control With Adaptive Optimization Horizon and Location-Dependent Constraint Handling Strategies🔗IEEE Transactions on Control Systems Technology, 2023
-
[14] Design of multi-objective optimal control algorithm for automatic driving of EMU based on PSO🔗2023 2nd International Conference on 3D Immersion, Interaction and Multi-sensory Experiences (ICDIIME), 2023
-
[15] Highly Efficient Year-Round Energy and Comfort Optimization of HVAC Systems in Electric City Buses🔗IFAC-PapersOnLine, 2023
-
[16] Innovative HMI and Control Concept for Efficient Thermal Management of Electric Vehicles🔗IEEE transactions on intelligent transportation systems (Print), 2022
-
[17] Research on energy consumption evaluation of electric vehicles for thermal comfort🔗Environmental science and pollution research international, 2022
-
[18] Efficient Heating Strategies Based On Variable Set-Point Temperature of a Bus Cabin with No Air Recirculation🔗Proceedings of the 8th International Conference on Fluid Flow, Heat and Mass Transfer (FFHMT'21), 2021