In the field of new energy vehicles, lithium-ion batteries have become an inescapable
energy storage device. However, they still face significant challenges in practical use due to …

Predicting, monitoring, and optimizing the performance and health of a battery system
entails a variety of complex variables as well as unpredictability in given conditions. Data …

Lithium-ion batteries can last many years but sometimes exhibit rapid, nonlinear
degradation that severely limits battery lifetime. In this work, we review prior work on" knees" …

The state-of-health (SOH) estimation is an important and open issue in battery health
management. Most existing data driven SOH estimation methods are based on supervised …

Extending lithium-ion battery lifetime is essential for mainstream uptake of electric vehicles.
However, battery degradation is complex and involves coupling of underpinning …

A comprehensive understanding of lithium-ion battery (LiB) lifespan is the key to designing
durable batteries and optimizing use protocols. Although battery lifetime prediction methods …

Lithium-ion batteries are ubiquitous in modern society with a presence in storage systems,
electric cars, portable electronics, and many more applications. Consequently, to enable …

Photovoltaics supply a growing share of power to the electric grid worldwide. To mitigate
resource intermittency issues, these systems are increasingly being paired with …

Extreme fast charging (XFC) has become a focal research point in the lithium-battery
community over the last several years. As adoption of electric vehicles increases, fast …

Diagnosing lithium-ion battery degradation is challenging due to the complex, nonlinear,
and path-dependent nature of the problem. Here, we develop a generalised and rapid …