journal article·2024-07-23Open access

The Effect of Energy Management in Heating–Cooling Systems of Electric Vehicles on Charging and Range

Muhsin Kılıç, Mehmet Özgün Korukçu

Applied Sciences· Volume 14· Issue 15

Abstract

In this study, an energy management model for electric vehicles including the entire vehicle such as the cabin, electric motors, battery, and the heating–cooling system was prepared. The heating and cooling processes for electric vehicles were run according to the internationally recognized driving cycles as well as at constant speeds to investigate them under different ambient conditions. The heating–cooling processes were managed in line with the cabin temperature target determined by considering the comfort conditions. The energy consumption of each of the system elements and the system in the heating–cooling process in electric vehicles was analyzed. Under different operating conditions, the variation of cabin temperature with time, instantaneous power, and cumulative energy consumption was calculated. The effect of heating and cooling processes on energy consumption, charging rate, and range were analyzed and interpreted. The results showed that the heating–cooling system for the heating process consumed more energy when the ambient temperature decreased, and the charge consumption ratio as well as the range deformation rate increased to about 30% when the ambient temperature was –10 °C. Similarly, the heating–cooling system for the cooling process consumed more energy when the ambient temperature increased, and the charge consumption ratio as well as the range deformation rate reached up to 40% when the ambient temperature was 40 °C. When the outdoor conditions were close to the thermal comfort temperature of 23 °C inside the cabin, the total energy consumption and the range deformation rates were reduced to less than 10%.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Refrigeration and Air Conditioning Technologies · Vehicle emissions and performance · Electric and Hybrid Vehicle Technologies

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Department of Mechanical Engineering, University of Bursa Uludag, Gorukle, Bursa 16059, Turkey

References (32)

Show source-provided references
1. Trends in electric vehicles research10.1016/j.trd.2023.103881 ↗
2. (2024, May 17). EV Statistics.pdf. Available online: https://www.statista.com/outlook/mmo/electric-vehicles/worldwide.
3. A comprehensive review on estimation strategies used in hybrid and battery electric vehicles10.1016/j.rser.2014.10.047 ↗
4. Driving electric vehicles at highway speeds: The effect of higher driving speeds on energy consumption and driving range for electric vehicles in Australia10.1016/j.rser.2016.05.060 ↗
5. Energy consumption effects of speed and acceleration in electric vehicles: Laboratory case studies and implications for drivers and policymakers10.1016/j.trd.2017.04.020 ↗
6. Review of thermal management system for battery electric vehicle10.1016/j.est.2022.106443 ↗
7. Thermal Management for Electrified Vehicles10.1007/s38313-016-0026-1 ↗
8. Combined influence of concentration-dependent properties, local deformation and boundary confinement on the migration of Li-ions in low-expansion electrode particle during lithiation10.1016/j.est.2022.104908 ↗
9. A Review of Recent Research on Automotive HVAC Systems for EVs10.1142/S2010132517300038 ↗
10. Estimating the HVAC energy consumption of plug-in electric vehicles10.1016/j.jpowsour.2014.02.033 ↗
11. Geographical and temporal differences in electric vehicle range due to cabin conditioning energy consumption10.1016/j.jpowsour.2014.10.142 ↗
12. Design of efficient air-conditioning systems for electric vehicles10.4271/2013-01-0864 ↗
13. Transient effects of different heating modes on temperature and humidity inside the automobile cabin during heating period
14. Simulation of battery energy consumption in an electric car with traction and HVAC model for a given source and destination for reducing the range anxiety of the driver10.1016/j.energy.2022.123657 ↗
15. Lahlou, A., Ossart, F., Boudard, E., Roy, F., and Bakhouya, M. (2018, January 27–30). A dynamic programming approach for thermal comfort control in electric vehicles. Proceedings of the 2018 IEEE Vehicle Power and Propulsion Conference, Chicago, IL, USA.10.1109/VPPC.2018.8604983 ↗
16. Integrated cabin heating and powertrain thermal energy management for a connected hybrid electric vehicle10.1016/j.apenergy.2020.116353 ↗
17. Design and comparison of model-based controllers for an automotive air conditioning system in an electric vehicle10.1016/j.conengprac.2022.105376 ↗
18. Russi, L., Guidorzi, P., Pulvirenti, B., Aguiari, D., Pau, G., and Semprini, G. (2022). Air Quality and Comfort Characterisation within an Electric Vehicle Cabin in Heating and Cooling Operations. Sensors, 22.10.3390/s22020543 ↗
19. Reversible heat pump HVAC system with regenerative heat exchanger for electric vehicles: Analysis of its impact on driving range10.1016/j.applthermaleng.2017.10.020 ↗
20. The investigation of the innovative hybrid heat pump system designed and prototyped for heating process of electric vehicles10.1016/j.aej.2023.01.045 ↗
21. Computational fluid dynamics simulation and performance optimization of an electrical vehicle Air-conditioning system10.1016/j.aej.2021.05.001 ↗
22. Performance assessment of a range-extended electric vehicle under real driving conditions using novel PCM-based HVAC system
23. Economic Model Predictive Control of HVAC System in Electric Vehicles10.1016/j.ifacol.2021.11.278 ↗
24. Assessing the influence of glass properties on cabin solar heating and range of an electric vehicle using a comprehensive system model10.1016/j.apenergy.2023.120973 ↗
25. De Nunzio, G., Sciarretta, A., Steiner, A., and Mladek, A. (2018, January 10–12). Thermal management optimization of a heat-pump-based HVAC system for cabin conditioning in electric vehicles. Proceedings of the Thirteenth International Conference on Ecological Vehicles and Renewable Energies (EVER), Monte Carlo, Monaco.10.1109/EVER.2018.8362408 ↗
26. Control-oriented Model of HVAC and Battery Cooling Systems in Electric Vehicles10.1016/j.ifacol.2022.11.159 ↗
27. Control algorithm of HVAC system power management in OLEV® application
28. Thermal Management for the Cabin of a Battery Electric Vehicle Considering Passengers’ Comfort10.1109/TCST.2019.2914888 ↗
29. Şen, M., Özcan, M., and Eker, Y.R. (2024). Fuzzy Logic-Based Energy Management System for Regenerative Braking of Electric Vehicles with Hybrid Energy Storage System. Appl. Sci., 14.10.3390/app14073077 ↗
30. Kılıç, M., and Yiğit, A. (2018). Isı Transferi, Dora Yayıncılık. [6th ed.]. (In Turkish).
31. Gaseous Emissions from Light-Duty Vehicles: Moving from NEDC to the New WLTP Test Procedure10.1021/acs.est.5b01364 ↗
32. Bielaczyc, P., Woodburn, J., and Szczotka, A. (2015). A Comparison of Carbon Dioxide Exhaust Emissions and Fuel Consumption for Vehicles Tested over the NEDC, FTP-75 and WLTC Chassis Dynamometer Test Cycles. SAE Tech. Pap.10.4271/2015-01-1065 ↗