Comparison of Li-Ion Battery State of Charge Prediction by Artificial Neural Network and Adaptive Neuro Fuzzy Inference System

Enhancing Lithium-Ion Battery Performance for Accurate State of Charge Prediction Under Various Operating Cycles and Dynamic Environmental Conditions

Optimization Design of Lithium-Ion Battery Remaining Useful Life Prediction Based on Particle Swarm Optimization

Accurate remaining useful life (RUL) prediction is the core support for battery health management in new energy vehicles and energy storage systems. Aiming at the accuracy bottleneck caused by empirical parameter setting in neural network (NN) prediction models, this paper constructs a coupled RUL prediction model opti...

AI driven real-time battery SOC estimation with intelligent power control

This paper presents an integrated hardware–software framework for real-time SOC estimation and intelligent power control using a machine learning approach and demonstrates high prediction accuracy with a mean absolute error of 0.0062% and R2 of 99.9997%, outperforming conventional and deep learning-based approaches.

Research on State Evaluation Method of Energy Storage Lithium-Ion Batteries Based on Multi-Source Non-Invasive Big Data

Lithium-ion batteries are the backbone of electric vehicles, renewable energy storage, and new emerging smart grid applications. However, the safety and the economic value of such batteries depend heavily on the proper assessment of State of Health (SOH). Conventional invasive measurements provide detailed information;...

A Review of Current Approaches to Fault Diagnosis in Lithium-Ion Batteries

In the age of rapid digital transformation, electric vehicles have become more and more common, and have gradually displaced the status of diesel. It is essential for people to pay more attention to the safety of lithium batteries. To illustrate, a lithium-ion battery is prone to error under long-term charging or disch...

A Review of State-of-Charge Estimation Methods for Lithium-Ion Batteries Based on Improved Particle Filtering Algorithms

Lithium-ion batteries have become the core energy carrier of electric vehicles and energy storage systems due to their high energy density and long cycle life. Their state of charge (SOC) is an important parameter in battery management systems, playing a key role in energy management, safety protection, and life pred...