A review on soft computing and nanofluid applications for battery thermal management

A Can, F Selimefendigil, HF Öztop - Journal of Energy Storage, 2022 - Elsevier
This study is about applications of nanofluids and various soft computing algorithms on
designs of battery thermal management systems and their potential performance …

Cabin and battery thermal management of connected and automated HEVs for improved energy efficiency using hierarchical model predictive control

MR Amini, H Wang, X Gong… - … on Control Systems …, 2019 - ieeexplore.ieee.org
Incorporating traffic information in power management optimization process for electrified
and connected vehicles offers opportunities for improving fuel economy. Integrating the …

An intelligent thermal management system for optimized lithium-ion battery pack

W Zhuang, Z Liu, H Su, G Chen - Applied Thermal Engineering, 2021 - Elsevier
Battery thermal management system is one of the most essential parts for the battery pack in
electric vehicles. In this paper, a new battery thermal management system is developed …

Self-adapting J-type air-based battery thermal management system via model predictive control

Y Liu, J Zhang - Applied energy, 2020 - Elsevier
Battery thermal control plays an indispensable role in terms of the safety and performance
for electric vehicles. For air-based cooling technologies, one of the most pressing …

Battery thermal management strategy for electric vehicles based on nonlinear model predictive control

Y Ma, H Ding, H Mou, J Gao - Measurement, 2021 - Elsevier
As the temperature has a great effect on the cycle life and capacity of power battery on
electric vehicles (EVs), a practical battery thermal management (BTM) strategy is required to …

Robust model-predictive thermal control of lithium-ion batteries under drive cycle uncertainty

S Bhavsar, K Kant, R Pitchumani - Journal of Power Sources, 2023 - Elsevier
The exposure of electric vehicle batteries to rapid charging and discharging profiles,
particularly under uncertainty in the drive schedules, requires effective strategies to forecast …

Computationally efficient stochastic model predictive controller for battery thermal management of electric vehicle

S Park, C Ahn - IEEE Transactions on Vehicular Technology, 2020 - ieeexplore.ieee.org
The performance and safety of batteries of electric vehicles deteriorate when the battery
temperature is too low or too high. The thermal management system regulating the battery …

PTC power control of electric vehicle thermal management system based on neural network feedforward

F Fei, D Wang - Applied Thermal Engineering, 2024 - Elsevier
Thermal management system (TMS) plays a crucial role in improving driving range and
passenger comfort for electric vehicles (EVs) in winter. However, EVTMS still faces unsolved …

Eco-cooling control strategy for automotive air-conditioning system: Design and experimental validation

H Wang, MR Amini, Q Hu… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
The operation of the air-conditioning (A/C) system can significantly increase the energy
consumption of passenger vehicles. In this article, aiming at reducing the vehicle-level …

Online prediction for heat generation rate and temperature of lithium-ion battery using multi-step-ahead extended Kalman filtering

C Lyu, Y Song, D Yang, W Wang, Y Ge… - Applied Thermal …, 2023 - Elsevier
It is well known that the performance, reliability, and safety of lithium-ion batteries (LIBs) are
strongly influenced by temperature. Owing to the hysteresis of temperature regulation, multi …