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 …

A comprehensive review of lithium-ion capacitor technology: Theory, development, modeling, thermal management systems, and applications

D Karimi, H Behi, J Van Mierlo, M Berecibar - Molecules, 2022 - mdpi.com
This review paper aims to provide the background and literature review of a hybrid energy
storage system (ESS) called a lithium-ion capacitor (LiC). Since the LiC structure is formed …

[HTML][HTML] PCM assisted heat pipe cooling system for the thermal management of an LTO cell for high-current profiles

H Behi, D Karimi, FH Gandoman, M Akbarzadeh… - Case Studies in Thermal …, 2021 - Elsevier
This paper presents the concept of a passive thermal management system (TMS), including
natural convection, heat pipe, and phase change material (PCM) for electric vehicles …

[HTML][HTML] Novel thermal management methods to improve the performance of the Li-ion batteries in high discharge current applications

H Behi, D Karimi, J Jaguemont, FH Gandoman… - Energy, 2021 - Elsevier
Over the last few decades investigating the performance of thermal management in the high
charge/discharge current has been taken into consideration in many studies. In this study, a …

[HTML][HTML] Advanced hybrid thermal management system for LTO battery module under fast charging

H Behi, D Karimi, T Kalogiannis, J He, MS Patil… - Case Studies in Thermal …, 2022 - Elsevier
Nowadays, the use of electric vehicles (EVs) equipped with lithium-ion (Li-ion) batteries, has
been growing every day. Li-ion batteries' performance, effectiveness, and safety importantly …

Comprehensive passive thermal management systems for electric vehicles

H Behi, D Karimi, R Youssef, M Suresh Patil… - Energies, 2021 - mdpi.com
Lithium-ion (Li-ion) batteries have emerged as a promising energy source for electric vehicle
(EV) applications owing to the solution offered by their high power, high specific energy, no …

A hybrid thermal management system for high power lithium-ion capacitors combining heat pipe with phase change materials

D Karimi, MS Hosen, H Behi, S Khaleghi… - Heliyon, 2021 - cell.com
Lithium-ion capacitor (LiC) technology is an energy storage system (ESS) that combines the
working mechanism of electric double-layer capacitors (EDLC) and lithium-ion batteries …

Experimental investigation on energy consumption of power battery integrated thermal management system

J Ma, Y Sun, S Zhang - Energy, 2023 - Elsevier
The mileage range of electric vehicles is still restricted incredibly due to the limitation of the
onboard battery energy and long charging time; therefore, a comprehensive energy …

Equivalent circuit model for high-power lithium-ion batteries under high current rates, wide temperature range, and various state of charges

D Karimi, H Behi, J Van Mierlo, M Berecibar - Batteries, 2023 - mdpi.com
The most employed technique to mimic the behavior of lithium-ion cells to monitor and
control them is the equivalent circuit model (ECM). This modeling tool should be precise …

[HTML][HTML] Experimental and numerical analysis of holistic active and passive thermal management systems for electric vehicles: fast charge and discharge applications

D Karimi, H Behi, J Van Mierlo, M Berecibar - Results in Engineering, 2022 - Elsevier
Lithium-ion capacitors (LiCs) are commonly used as power sources for electric vehicles
(EVs) due to the combined advantages of electric double-layer capacitors (EDLCs) and …