Machine Learning-Based Data-Driven Fault Detection/Diagnosis of Lithium-Ion Battery: A Critical Review

An Enhanced Multicell-to-Multicell Battery Equalizer Based on Bipolar-Resonant LC Converter

(2021) Xuan Luo et al.   Electronics

Adaptive State-of-Charge Estimation for Lithium-Ion Batteries by Considering Capacity Degradation

(2021) Peipei Xu et al.   Electronics

Machine Learning-Based Vehicle Trajectory Prediction Using V2V Communications and On-Board Sensors

(2021) Dongho Choi et al.   Electronics

A sample entropy based prognostics method for lithium-ion batteries using relevance vector machine

(2021) Shun Jia et al.   JOURNAL OF MANUFACTURING SYSTEMS

A New SOC Estimation for LFP Batteries: Application in a 10 Ah Cell (HW 38120 L/S) as a Hysteresis Case Study

(2021) Younghwi Ko et al.   Electronics

An ANN-Based Adaptive Predistorter for LED Nonlinearity in Indoor Visible Light Communications

(2021) Jenn-Kaie Lain et al.   Electronics

Real-Time Prediction of Capacity Fade and Remaining Useful Life of Lithium-Ion Batteries Based on Charge/Discharge Characteristics

(2021) Chul-Jun Lee et al.   Electronics

Automated Classification of Mental Arithmetic Tasks Using Recurrent Neural Network and Entropy Features Obtained from Multi-Channel EEG Signals

(2021) Abhishek Varshney et al.   Electronics

Internal short circuit detection in Li-ion batteries using supervised machine learning

(2020) Arunava Naha et al.   Scientific Reports

Identifying degradation patterns of lithium ion batteries from impedance spectroscopy using machine learning

(2020) Yunwei Zhang et al.   Nature Communications

Electromagnetic Susceptibility of Battery Management Systems’ ICs for Electric Vehicles: Experimental Study

(2020) Orazio Aiello   Electronics

Advanced Fault Diagnosis for Lithium-Ion Battery Systems: A Review of Fault Mechanisms, Fault Features, and Diagnosis Procedures

(2020) Xiaosong Hu et al.   IEEE Industrial Electronics Magazine

An Active and Passive Hybrid Battery Equalization Strategy Used in Group and between Groups

(2020) Mingyu Gao et al.   Electronics

Core Temperature Estimation for a Lithium ion 18650 Cell

(2020) Sumukh Surya et al.   Energies

An Intelligent Fault Diagnosis Method for Lithium Battery Systems Based on Grid Search Support Vector Machine

(2020) Lei Yao et al.   ENERGY

Machine learning‐based model for lithium‐ion batteries in BMS of electric/hybrid electric aircraft

(2020) Seyed Reza Hashemi et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

A Hybrid Prognostics Deep Learning Model for Remaining Useful Life Prediction

(2020) Zhiyuan Xie et al.   Electronics

Performance Evaluation of CNN-Based End-Point Detection Using In-Situ Plasma Etching Data

(2020) Bobae Kim et al.   Electronics

Active Cell Balancing of Lithium-ion Battery Pack Using Dual DC-DC Converter and Auxiliary Lead-acid Battery

(2020) Akash Samanta et al.   Journal of Energy Storage

A Hybrid Method for Remaining Useful Life Estimation of Lithium-Ion Battery with Regeneration Phenomena

(2019) Lin Zhao et al.   Applied Sciences-Basel

A Novel Arc Fault Detection Method Integrated Random Forest, Improved Multi-scale Permutation Entropy and Wavelet Packet Transform

(2019) Zhendong Yin et al.   Electronics

Fault prognosis of battery system based on accurate voltage abnormity prognosis using long short-term memory neural networks

(2019) Jichao Hong et al.   APPLIED ENERGY

Implementation of SOH Estimator in Automotive BMSs Using Recursive Least-Squares

(2019) Sung et al.   Electronics

Cell Voltage Equalizer Using a Selective Voltage Multiplier with a Reduced Selection Switch Count for Series-Connected Energy Storage Cells

(2019) Masatoshi Uno et al.   Electronics

Deep Gaussian process regression for lithium-ion battery health prognosis and degradation mode diagnosis

(2019) Piyush Tagade et al.   JOURNAL OF POWER SOURCES

A Novel Multi-Class EEG-Based Sleep Stage Classification System

(2018) Pejman Memar et al.   IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING

A fractional-order model-based battery external short circuit fault diagnosis approach for all-climate electric vehicles application

(2018) Ruixin Yang et al.   JOURNAL OF CLEANER PRODUCTION

Battery Management System Hardware Concepts: An Overview

(2018) Markus Lelie et al.   Applied Sciences-Basel

State of health estimation of second-life LiFePO4 batteries for energy storage applications

(2018) Yan Jiang et al.   JOURNAL OF CLEANER PRODUCTION

Failure modes and mechanisms for rechargeable Lithium-based batteries: a state-of-the-art review

(2018) Dandan Lyu et al.   ACTA MECHANICA

Applying machine learning to continuously monitored physiological data

(2018) Barret Rush et al.   JOURNAL OF CLINICAL MONITORING AND COMPUTING

Design and Implementation of a Smart Lithium-Ion Battery System with Real-Time Fault Diagnosis Capability for Electric Vehicles

(2017) Zuchang Gao et al.   Energies

Image Classification Using RapidEye Data: Integration of Spectral and Textual Features in a Random Forest Classifier

(2017) Huanxue Zhang et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Fault Diagnosis of a Rolling Bearing Using Wavelet Packet Denoising and Random Forests

(2017) Ziwei Wang et al.   IEEE SENSORS JOURNAL

A New Fault Diagnosis and Prognosis Technology for High-Power Lithium-Ion Battery

(2017) Chao Wu et al.   IEEE TRANSACTIONS ON PLASMA SCIENCE

Adaptive prognosis of lithium-ion batteries based on the combination of particle filters and radial basis function neural networks

(2017) Claudio Sbarufatti et al.   JOURNAL OF POWER SOURCES

A comprehensive review of lithium-ion batteries used in hybrid and electric vehicles at cold temperatures

(2016) J. Jaguemont et al.   APPLIED ENERGY

Safety focused modeling of lithium-ion batteries: A review

(2016) S. Abada et al.   JOURNAL OF POWER SOURCES

Multiple Sclerosis Detection Based on Biorthogonal Wavelet Transform, RBF Kernel Principal Component Analysis, and Logistic Regression

(2016) Shui-Hua Wang et al.   IEEE Access

A Review on Fault Mechanism and Diagnosis Approach for Li-Ion Batteries

(2015) Chao Wu et al.   Journal of Nanomaterials

Lithium-ion battery remaining useful life estimation with an optimized Relevance Vector Machine algorithm with incremental learning

(2015) Datong Liu et al.   MEASUREMENT

Discrimination of Mine Seismic Events and Blasts Using the Fisher Classifier, Naive Bayesian Classifier and Logistic Regression

(2015) Longjun Dong et al.   ROCK MECHANICS AND ROCK ENGINEERING

Decentralized fault detection and isolation in wireless structural health monitoring systems using analytical redundancy

(2014) Kay Smarsly et al.   ADVANCES IN ENGINEERING SOFTWARE

Fully automated recognition of spontaneous facial expressions in videos using random forest classifiers

(2014) Mostafa K. Abd El Meguid et al.   IEEE Transactions on Affective Computing

Lessons Learned from the 787 Dreamliner Issue on Lithium-Ion Battery Reliability

(2013) Nicholas Williard et al.   Energies

A review on the key issues for lithium-ion battery management in electric vehicles

(2012) Languang Lu et al.   JOURNAL OF POWER SOURCES

Battery Management Systems in Electric and Hybrid Vehicles

(2011) Yinjiao Xing et al.   Energies