Towards machine-learning driven prognostics and health management of Li-ion batteries. A comprehensive review

S Khaleghi, MS Hosen, J Van Mierlo… - … and Sustainable Energy …, 2024 - Elsevier
Prognostics and health management (PHM) has emerged as a vital research discipline for
optimizing the maintenance of operating systems by detecting health degradation and …

Lithium-ion battery operation, degradation, and aging mechanism in electric vehicles: An overview

J Guo, Y Li, K Pedersen, DI Stroe - Energies, 2021 - mdpi.com
Understanding the aging mechanism for lithium-ion batteries (LiBs) is crucial for optimizing
the battery operation in real-life applications. This article gives a systematic description of …

[HTML][HTML] Estimation of electric vehicle battery capacity requirements based on synthetic cycles

M Etxandi-Santolaya, LC Casals, C Corchero - … Research Part D: Transport …, 2023 - Elsevier
The adoption of the Electric Vehicle requires a switch towards a circular system to reduce
their environmental impact. Under this framework, the correct sizing of the batteries and …

A Comprehensive Study of Degradation Characteristics and Mechanisms of Commercial Li(NiMnCo)O2 EV Batteries under Vehicle-To-Grid (V2G) Services

Y Wei, Y Yao, K Pang, C Xu, X Han, L Lu, Y Li, Y Qin… - Batteries, 2022 - mdpi.com
Lithium-ion batteries on electric vehicles have been increasingly deployed for the
enhancement of grid reliability and integration of renewable energy, while users are …

Designing and Prototyping an Axial-Flux Machine Using Ferrite PM and Round Wire for Traction Applications: Comparison with a Radial-Flux Machine Using Nd-Fe-B …

R Tsunata, K Izumiya, M Takemoto… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This paper proposes a novel axial-flux permanent magnet machine (AFPM) employing
ferrite permanent magnets (PMs) and round copper wire. The proposed AFPM adopts a …

Impact of the User Charging Practice on the Battery Aging in an Electric Vehicle

A Ndiaye, R German, A Bouscayrol… - IEEE Transactions …, 2024 - ieeexplore.ieee.org
This paper studies how the user charging practice affects battery degradation over time. To
achieve this objective, a system oriented simplified aging model based on the literature is …

Estimating the health status of Li-ion NMC batteries from energy characteristics for EV applications

A Hammou, R Petrone, D Diallo… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Capacity and Direct Current Internal Resistance are good health indicators for Li-ion
batteries. But they cannot be measured. This work proposes to estimate these indicators …

[PDF][PDF] Second Life for Lithium-Ion Traction Batteries.

LH Guenther, V Klein, G Loef, A Pohl… - Sustainability (2071 …, 2024 - researchgate.net
For the reuse of traction batteries, many different scenarios exist, for example, stationary
storage farms or fast charging stations. Another second-life usage scenario is the reuse of …

[HTML][HTML] Critical comparison of equivalent circuit and physics-based models for lithium-ion batteries: A graphite/lithium-iron-phosphate case study

M Lagnoni, C Scarpelli, G Lutzemberger… - Journal of Energy …, 2024 - Elsevier
Accurate modelling of Li-ion batteries is essential for optimising performance and safety
across a range of applications, from electric vehicles (EVs) to grid storage. This paper …

Energy consumption prediction strategy for electric vehicle based on LSTM-transformer framework

Z Feng, J Zhang, H Jiang, X Yao, Y Qian, H Zhang - Energy, 2024 - Elsevier
As the market share of electric vehicles (EVs) continues to grow, driving range capability has
emerged as a primary concern for drivers, car manufacturers, and policymakers. Accurate …