A review of SOH prediction of Li-ion batteries based on data-driven algorithms
As an important energy storage device, lithium-ion batteries (LIBs) have been widely used in
various fields due to their remarkable advantages. The high level of precision in estimating …
various fields due to their remarkable advantages. The high level of precision in estimating …
Oxygen loss in layered oxide cathodes for Li-ion batteries: Mechanisms, effects, and mitigation
Layered lithium transition metal oxides derived from LiMO2 (M= Co, Ni, Mn, etc.) have been
widely adopted as the cathodes of Li-ion batteries for portable electronics, electric vehicles …
widely adopted as the cathodes of Li-ion batteries for portable electronics, electric vehicles …
A comprehensive review of battery modeling and state estimation approaches for advanced battery management systems
With the rapid development of new energy electric vehicles and smart grids, the demand for
batteries is increasing. The battery management system (BMS) plays a crucial role in the …
batteries is increasing. The battery management system (BMS) plays a crucial role in the …
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 …
Data-driven state of charge estimation for lithium-ion battery packs based on Gaussian process regression
Since a battery pack consists of hundreds of cells in series and parallel, inconsistencies
between cells make it difficult to create an explicit model to simulate its behaviors effectively …
between cells make it difficult to create an explicit model to simulate its behaviors effectively …
State-of-charge estimation and remaining useful life prediction of supercapacitors
As a new type of energy storage device, supercapacitors are widely applied in various fields
owing to their irreplaceable extraordinary characteristics. The remaining useful life …
owing to their irreplaceable extraordinary characteristics. The remaining useful life …
Sorting, regrouping, and echelon utilization of the large-scale retired lithium batteries: A critical review
With the rapid development of electric vehicles, the safe and environmentally friendly
disposal of retired lithium batteries (LIBs) is becoming a serious issue. Echelon utilization of …
disposal of retired lithium batteries (LIBs) is becoming a serious issue. Echelon utilization of …
State-of-charge estimation of Li-ion batteries using deep neural networks: A machine learning approach
Abstract Accurate State of Charge (SOC) estimation is crucial to ensure the safe and reliable
operation of Li-ion batteries, which are increasingly being used in Electric Vehicles (EV) …
operation of Li-ion batteries, which are increasingly being used in Electric Vehicles (EV) …
A review of lithium-ion battery state of charge estimation and management system in electric vehicle applications: Challenges and recommendations
Due to increasing concerns about global warming, greenhouse gas emissions, and the
depletion of fossil fuels, the electric vehicles (EVs) receive massive popularity due to their …
depletion of fossil fuels, the electric vehicles (EVs) receive massive popularity due to their …
Critical review on the battery state of charge estimation methods for electric vehicles
Battery technology is the bottleneck of the electric vehicles (EVs). It is important, both in
theory and practical application, to do research on the modeling and state estimation of …
theory and practical application, to do research on the modeling and state estimation of …