Overview of lithium-ion battery modeling methods for state-of-charge estimation in electrical vehicles

J Meng, G Luo, M Ricco, M Swierczynski, DI Stroe… - Applied sciences, 2018 - mdpi.com
As a critical indictor in the Battery Management System (BMS), State of Charge (SOC) is
closely related to the reliable and safe operation of lithium-ion (Li-ion) batteries. Model …

A comprehensive overview and comparison of parameter benchmark methods for lithium-ion battery application

J Peng, J Meng, J Wu, Z Deng, M Lin, S Mao… - Journal of Energy …, 2023 - Elsevier
To deal with the indeterminacy of the renewable energy in power system, electrochemical
energy storage system is a promising solution for improving the flexibility of grid. As lithium …

Soft sensors for state of charge, state of energy, and power loss in formula student electric vehicle

K Purohit, S Srivastava, V Nookala, V Joshi… - Applied System …, 2021 - mdpi.com
The proliferation of electric vehicle (EV) technology is an important step towards a more
sustainable future. In the current work, two-layer feed-forward artificial neural-network-based …

[HTML][HTML] Distance to empty soft sensor for ford escape electric vehicle

R Sekhar, P Shah, S Panchal, M Fowler… - Results in Control and …, 2022 - Elsevier
Electric vehicle (EV) drivers require reliable distance to empty (DTE) indication to plan their
trips. In the current study, feed forward neural networks based soft sensors were designed to …

A study on parameter variation effects on battery packs for electric vehicles

L Zhou, Y Zheng, M Ouyang, L Lu - Journal of Power Sources, 2017 - Elsevier
As one single cell cannot meet power and driving range requirement in an electric vehicle,
the battery packs with hundreds of single cells connected in parallel and series should be …

A generalized SOC-OCV model for lithium-ion batteries and the SOC estimation for LNMCO battery

C Zhang, J Jiang, L Zhang, S Liu, L Wang, PC Loh - Energies, 2016 - mdpi.com
A state-of-charge (SOC) versus open-circuit-voltage (OCV) model developed for batteries
should preferably be simple, especially for real-time SOC estimation. It should also be …

General parameter identification procedure and comparative study of Li-Ion battery models

H Miniguano, A Barrado, A Lázaro… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Accurate and robust battery models are required for the proper design and operation of
battery-powered systems. However, the parametric identification of these models requires …

Development and validation of cycle and calendar aging model for 144Ah NMC/graphite battery at multi temperatures, DODs, and C-rates

S Panchal, V Pierre, M Cancian, O Gross, F Estefanous… - 2023 - sae.org
As compared with other batteries, lithium-ion batteries are featured by high power density,
long service life, high energy density, environmental friendliness and thus have found wide …

A unified modeling framework for lithium-ion batteries: An artificial neural network based thermal coupled equivalent circuit model approach

QK Wang, YJ He, JN Shen, ZF Ma, GB Zhong - Energy, 2017 - Elsevier
The thermal coupled equivalent circuit model provides a vital role not only in accurate and
reliable state monitoring, but also in effective thermal management of lithium-ion batteries …

Massive battery pack data compression and reconstruction using a frequency division model in battery management systems

L Zhou, L He, Y Zheng, X Lai, M Ouyang, L Lu - Journal of Energy Storage, 2020 - Elsevier
Battery data storage is one of the essential functions in battery management systems (BMS).
For a limited memory space in BMS, reducing the recording frequency obviously increases …