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[HTML][HTML] Battery safety: Machine learning-based prognostics
Lithium-ion batteries play a pivotal role in a wide range of applications, from electronic
devices to large-scale electrified transportation systems and grid-scale energy storage …
devices to large-scale electrified transportation systems and grid-scale energy storage …
Challenges and recent advances in high capacity Li‐rich cathode materials for high energy density lithium‐ion batteries
W He, W Guo, H Wu, L Lin, Q Liu, X Han… - Advanced …, 2021 - Wiley Online Library
Li‐rich cathode materials have attracted increasing attention because of their high reversible
discharge capacity (> 250 mA hg− 1), which originates from transition metal (TM) ion redox …
discharge capacity (> 250 mA hg− 1), which originates from transition metal (TM) ion redox …
Artificial intelligence applied to battery research: hype or reality?
This is a critical review of artificial intelligence/machine learning (AI/ML) methods applied to
battery research. It aims at providing a comprehensive, authoritative, and critical, yet easily …
battery research. It aims at providing a comprehensive, authoritative, and critical, yet easily …
A review on recent progress, challenges and perspective of battery thermal management system
New energy vehicles have significant prospects in reducing greenhouse gas emission and
environmental pollution. Lithium-ion batteries are the favored power source in electric …
environmental pollution. Lithium-ion batteries are the favored power source in electric …
An end-to-end neural network framework for state-of-health estimation and remaining useful life prediction of electric vehicle lithium batteries
This study proposes an end-to-end prognostic framework for state-of-health (SOH)
estimation and remaining useful life (RUL) prediction. In such a framework, a hybrid neural …
estimation and remaining useful life (RUL) prediction. In such a framework, a hybrid neural …
Advanced battery management strategies for a sustainable energy future: Multilayer design concepts and research trends
Lithium-ion batteries are promising energy storage devices for electric vehicles and
renewable energy systems. However, due to complex electrochemical processes, potential …
renewable energy systems. However, due to complex electrochemical processes, potential …
Recent progress in lithium-ion battery thermal management for a wide range of temperature and abuse conditions
Lithium-ion batteries are important power sources for electric vehicles and energy storage
devices in recent decades. Operating temperature, reliability, safety, and life cycle of …
devices in recent decades. Operating temperature, reliability, safety, and life cycle of …
[HTML][HTML] Battery digital twins: Perspectives on the fusion of models, data and artificial intelligence for smart battery management systems
Effective management of lithium-ion batteries is a key enabler for a low carbon future, with
applications including electric vehicles and grid scale energy storage. The lifetime of these …
applications including electric vehicles and grid scale energy storage. The lifetime of these …
Intelligent disassembly of electric-vehicle batteries: a forward-looking overview
Retired electric-vehicle lithium-ion battery (EV-LIB) packs pose severe environmental
hazards. Efficient recovery of these spent batteries is a significant way to achieve closed …
hazards. Efficient recovery of these spent batteries is a significant way to achieve closed …
Toward sustainable reuse of retired lithium-ion batteries from electric vehicles
Y Hua, X Liu, S Zhou, Y Huang, H Ling… - Resources, Conservation …, 2021 - Elsevier
As attractive energy storage technologies, Lithium-ion batteries (LIBs) have been widely
integrated in renewable resources and electric vehicles (EVs) due to their advantages such …
integrated in renewable resources and electric vehicles (EVs) due to their advantages such …