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A Critical Review and Future Prospects of Control-Oriented HVAC Modeling Strategies in Electric Vehicles
Electric vehicles (EVs) have emerged as a promising solution in the transportation industry,
but their adoption is hindered by range anxiety due to uncertainty in driving range …
but their adoption is hindered by range anxiety due to uncertainty in driving range …
A thermal management system control strategy for electric vehicles under low-temperature driving conditions considering battery lifetime
H Min, Z Zhang, W Sun, Z Min, Y Yu, B Wang - Applied Thermal …, 2020 - Elsevier
Electric vehicle thermal management system (EVTMS) is essential for electric vehicles (EVs)
to guarantee cabin thermal comfort and battery appropriate temperature. However, under …
to guarantee cabin thermal comfort and battery appropriate temperature. However, under …
Review of integrated thermal management system research for battery electrical vehicles
The integration of thermal management systems (TMS) is a key development trend for
battery electric vehicles (BEVs). This paper reviews the integrated thermal management …
battery electric vehicles (BEVs). This paper reviews the integrated thermal management …
A two-stage eco-cooling control strategy for electric vehicle thermal management system considering multi-source information fusion
Thermal management systems (TMS) of electric vehicles (EV) have a significant impact on
cabin thermal comfort and battery life, and few studies have adequately considered it. This …
cabin thermal comfort and battery life, and few studies have adequately considered it. This …
An improved intelligent model predictive controller for cooling system of electric vehicle
This paper establishes a dynamic thermal model for the Air Conditioning (AC)-cabin coupled
system that includes the influences of vehicle speed and external environment on the heat …
system that includes the influences of vehicle speed and external environment on the heat …
An intelligent thermal comfort control strategy for air conditioning of fuel cell vehicles
D Hu, C Qiu, D Lu, J Wang, H Huang, H Xue - Applied Thermal Engineering, 2024 - Elsevier
Thermal comfort is an important indicator for evaluating vehicle air conditioning, with many
influencing factors, but traditional vehicle air conditioning control only take temperature as …
influencing factors, but traditional vehicle air conditioning control only take temperature as …
[HTML][HTML] Control strategy analysis of multistage speed compressor for vehicle air conditioning based on particle swarm optimization
L He, P Li, Y Zhang, H **g, Z Gu - Case Studies in Thermal Engineering, 2023 - Elsevier
For electric vehicles (EVs), there is an urgent need to reduce the energy consumption of the
air conditioning (AC) system while ensuring the cabin's comfort. This paper proposes a …
air conditioning (AC) system while ensuring the cabin's comfort. This paper proposes a …
A novel multistage constant compressor speed control strategy of electric vehicle air conditioning system based on genetic algorithm
This study establishes a passenger cabin-coupled air conditioning model that the heat
exchangers adopted in the air conditioning model, are calibrated by testing, during which …
exchangers adopted in the air conditioning model, are calibrated by testing, during which …
A two-layered eco-cooling control strategy for electric car air conditioning systems with integration of dynamic programming and fuzzy PID
A two-layered control strategy is proposed for the air conditioning (AC) systems of electric
vehicles. Unlike traditional rule-based controllers such as the on–off controller and …
vehicles. Unlike traditional rule-based controllers such as the on–off controller and …
Intelligent control of electric vehicle air conditioning system based on deep reinforcement learning
L He, P Li, Y Zhang, H **g, Z Gu - Applied Thermal Engineering, 2024 - Elsevier
The existing AC system of EVs consumes a lot of energy in summer, resulting in reduced
range. Additionally, the cabin temperature (T cabin) fluctuates due to varying driving …
range. Additionally, the cabin temperature (T cabin) fluctuates due to varying driving …