Combined film and pulse heating of lithium ion batteries to improve performance in low ambient temperature (2405.11388v1)
Abstract: Low ambient temperatures significantly reduce Lithium ion batteries' (LIBs') charge/discharge power and energy capacity, and cause rapid degradation through lithium plating. These limitations can be addressed by preheating the LIB with an external heat source or by exploiting the internal heat generation through the LIB's internal impedance. Fast external heating generates large temperature gradients across the LIB due to the low thermal conductivity of the cell, while internal impedance heating (usually through AC or pulse charge/discharging) tends to be relatively slow, although it can achieve more uniform temperature distribution. This paper investigates the potential of combining externally sourced resistive film heating with bidirectional pulse heating to achieve fast preheating without causing steep temperature gradients. The LIB is modeled with the Doyle Fuller Newman (DFN) electrochemical model and 1D thermal model, and reinforcement learning (RL) is used to optimize the pulse current amplitude and film voltage concurrently. The results indicate that the optimal policy for maximizing the rate of temperature rise while limiting temperature gradients has the film heating dominate the initial phases and create the ideal conditions for pulse heating to take over. In addition, the pulse component shares the heating load and reduces the energy rating of the auxiliary power source.
- Maximum a posteriori policy optimisation. 6th International Conference on Learning Representations, ICLR 2018 - Conference Track Proceedings.
- Multi-objective optimization discharge method for heating lithium-ion battery at low temperatures. IEEE Access, 6. 10.1109/ACCESS.2018.2837652.
- Thermodynamic understanding of li-dendrite formation. 10.1016/j.joule.2020.06.016.
- The limits of low-temperature performance of li-ion cells. Journal of the electrochemical society, 147.
- Heating strategies for li-ion batteries operated from subzero temperatures. Electrochimica Acta, 107, 664–674. 10.1016/j.electacta.2013.03.147.
- Researches on Modeling and Experiment of Li-ion Battery PTC Self-heating in Electric Vehicles. Energy Procedia, 104, 62–67. 10.1016/j.egypro.2016.12.012.
- Preheating method of lithium-ion batteries in an electric vehicle. Journal of Modern Power Systems and Clean Energy, 3, 289–296. 10.1007/s40565-015-0115-1.
- An Asymptotic Derivation of a Single Particle Model with Electrolyte. Journal of The Electrochemical Society, 166(15), A3693–A3706. 10.1149/2.0341915jes.
- Energy-Conscious Warm-Up of Li-Ion Cells from Subzero Temperatures. IEEE Transactions on Industrial Electronics, 63(5), 2954–2964. 10.1109/TIE.2016.2523440.
- A review on recent advances in hybrid supercapacitors: Design, fabrication and applications. Renewable and Sustainable Energy Reviews, 101, 123–145. 10.1016/J.RSER.2018.10.026.
- Reinforcement learning-based fast charging control strategy for li-ion batteries. CCTA 2020 - 4th IEEE Conference on Control Technology and Applications, 100–107. 10.1109/CCTA41146.2020.9206314.
- Plett, G.L. (2015). Battery Management Systems, Volume I: Battery Modeling, volume 1.
- A rapid lithium-ion battery heating method based on bidirectional pulsed current: Heating effect and impact on battery life. Applied Energy, 280, 115957. 10.1016/j.apenergy.2020.115957.
- Effects of sei on the kinetics of lithium intercalation. Journal of Power Sources, 97-98, 137–139. 10.1016/S0378-7753(01)00682-6.
- Proximal Policy Optimization Algorithms. 1–12.
- Electrolytes for low‐temperature lithium batteries based on ternary mixtures of aliphatic carbonates. Journal of The Electrochemical Society, 146. 10.1149/1.1391633.
- Hev battery heating using ac currents. Journal of Power Sources, 129. 10.1016/j.jpowsour.2003.10.014.
- Python battery mathematical modelling (pybamm). Journal of Open Research Software, 9(1), 14. 10.5334/jors.309.
- Mathematical modeling of lithium batteries. In Advances in lithium-ion batteries, 345–392. Springer.
- Modeling of lithium plating induced aging of lithium-ion batteries: Transition from linear to nonlinear aging. Journal of Power Sources, 360, 28–40. 10.1016/j.jpowsour.2017.05.110.
- Understanding the trilemma of fast charging, energy density and cycle life of lithium-ion batteries. Journal of Power Sources, 402, 489–498. 10.1016/j.jpowsour.2018.09.069.