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

Illustration of experimental, machine learning, and characterization methods for study of performance of Li‐ion batteries

(2020) Akhil Garg et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Improving a battery charger architecture for electric vehicles with photovoltaic system

(2020) Unal Yilmaz et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

An equivalent circuit model of a deformed Li‐ion battery with parameter identification

(2020) Wenquan Shuai et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Toward Enhanced State of Charge Estimation of Lithium-ion Batteries Using Optimized Machine Learning Techniques

(2020) M. A. Hannan et al.   Scientific Reports

Research on parameter identification and state of charge estimation of improved equivalent circuit model of Li‐ion battery based on temperature effects for battery thermal management

(2020) YuTao Huo et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Data-Driven Fault Diagnosis in Battery Systems Through Cross-Cell Monitoring

(2020) Michael Schmid et al.   IEEE SENSORS JOURNAL

Active Model-Based Fault Diagnosis in Reconfigurable Battery Systems

(2020) Michael Schmid et al.   IEEE TRANSACTIONS ON POWER ELECTRONICS

Data-driven prediction of battery cycle life before capacity degradation

(2019) Kristen A. Severson et al.   Nature Energy

A Data-Driven Predictive Prognostic Model for Lithium-Ion Batteries based on a Deep Learning Algorithm

(2019) Phattara Khumprom et al.   Energies

Big data driven lithium-ion battery modeling method based on SDAE-ELM algorithm and data pre-processing technology

(2019) Shuangqi Li et al.   APPLIED ENERGY

A novel fractional variable-order equivalent circuit model and parameter identification of electric vehicle Li-ion batteries

(2019) Qi Zhang et al.   ISA TRANSACTIONS

Assessing the potential of a hybrid battery system to reduce battery aging in an electric vehicle by studying the cycle life of a graphite∣NCA high energy and a LTO∣metal oxide high power battery cell considering realistic test profiles

(2018) Raphael Wegmann et al.   APPLIED ENERGY

A Novel Method for Lithium-Ion Battery Online Parameter Identification Based on Variable Forgetting Factor Recursive Least Squares

(2018) Zizhou Lao et al.   Energies

Battery State-of-Charge Estimation Based on Regular/Recurrent Gaussian Process Regression

(2018) Gozde O. Sahinoglu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Complete cell-level lithium-ion electrical ECM model for different chemistries (NMC, LFP, LTO) and temperatures (−5 °C to 45 °C) – Optimized modelling techniques

(2018) Alexandros Nikolian et al.   INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS

State-of-the-Art and Energy Management System of Lithium-Ion Batteries in Electric Vehicle Applications: Issues and Recommendations

(2018) Mahammad A. Hannan et al.   IEEE Access

A novel systematic algorithm paradigm for the electric vehicle data anomaly detection based on association data mining

(2018) Yan Wang et al.   CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE

A novel fault diagnosis technique based on model and computational intelligence applied to vehicle active suspension systems

(2018) Mahdi Shahab et al.   INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS

Model based insulation fault diagnosis for lithium-ion battery pack in electric vehicles

(2018) Yujie Wang et al.   MEASUREMENT

An imprecise extension of SVM-based machine learning models

(2018) Lev V. Utkin   NEUROCOMPUTING

A comparative study of global optimization methods for parameter identification of different equivalent circuit models for Li-ion batteries

(2018) Xin Lai et al.   ELECTROCHIMICA ACTA

Model-based unscented Kalman filter observer design for lithium-ion battery state of charge estimation

(2017) Taipeng Wang et al.   INTERNATIONAL JOURNAL OF ENERGY RESEARCH

Structural analysis based sensors fault detection and isolation of cylindrical lithium-ion batteries in automotive applications

(2016) Zhentong Liu et al.   CONTROL ENGINEERING PRACTICE

Electrochemical model parameter identification of a lithium-ion battery using particle swarm optimization method

(2016) Md Ashiqur Rahman et al.   JOURNAL OF POWER SOURCES

Adaptive Nonlinear Model-Based Fault Diagnosis of Li-Ion Batteries

(2015) Amardeep Sidhu et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Internet-based control of FCU hardware-in-the-loop simulators

(2015) Behrooz Rahmani et al.   SIMULATION MODELLING PRACTICE AND THEORY

The compensation of actuator delay for hardware-in-the-loop simulation of a jet engine fuel control unit

(2014) SR Hashemi et al.   SIMULATION-TRANSACTIONS OF THE SOCIETY FOR MODELING AND SIMULATION INTERNATIONAL

Development of an Experimental Testbed for Research in Lithium-Ion Battery Management Systems

(2013) Nima Lotfi et al.   Energies