Machine learning pipeline for battery state of health estimation

1 February 2021

Papers citing "Machine learning pipeline for battery state of health estimation"

21 / 21 papers shown

Title
Chemistry-aware battery degradation prediction under simulated real-world cyclic protocols Yuqi Li Han Zhang Xiaofan Gui Z. Chen Yongqian Li ... Ziheng Lu W. Xu Jiang Bian Lu Chen Hong Li 20 0 0 25 Mar 2025
Diagnostic-free onboard battery health assessment Yunhong Che Vivek N. Lam Jinwook Rhyu Joachim Schaeffer Minsu Kim M. Bazant W. Chueh R. D. Braatz 52 0 0 10 Mar 2025
BatteryLife: A Comprehensive Dataset and Benchmark for Battery Life Prediction Ruifeng Tan Weixiang Hong Jiayue Tang Xibin Lu Ruijun Ma Xiang Zheng Jia Li Jiaqiang Huang T. Zhang AI4TS 64 0 0 26 Feb 2025
PulseBat: A field-accessible dataset for second-life battery diagnostics from realistic histories using multidimensional rapid pulse test Shengyu Tao Guangyuan Ma Huixiong Yang Minyan Lu Guodan Wei Guangmin Zhou Xuan Zhang 43 6 0 24 Feb 2025
Coupling Machine Learning with Ontology for Robotics Applications Osama F. Zaki 18 0 0 08 Jun 2024
Health Index Estimation Through Integration of General Knowledge with Unsupervised Learning Kristupas Bajarunas Marcia Baptista Kai Goebel M. A. Chao 24 3 0 08 May 2024
Machine Learning based prediction of Vanadium Redox Flow Battery temperature rise under different charge-discharge conditions Anirudh Narayan Akshat Johar Divye Kalra Bhavya Ardeshna Ankur Bhattacharjee 16 0 0 26 Apr 2024
Modelling the Formation of Peer-to-Peer Trading Coalitions and Prosumer Participation Incentives in Transactive Energy Communities Ying Zhang Valentin Robu Sho Cremers Sonam Norbu Benoit Couraud M. Andoni David Flynn H. V. Poor 13 26 0 19 Nov 2023
Accurate battery lifetime prediction across diverse aging conditions with deep learning Han Zhang Yuqi Li Shun Zheng Ziheng Lu Xiaofan Gui Wei Xu Jiang Bian 18 0 0 08 Oct 2023
Distribution-free risk assessment of regression-based machine learning algorithms Sukrita Singh Neeraj Sarna Yuanyuan Li Yang Li Agni Orfanoudaki Michael Berger OOD 11 2 0 05 Oct 2023
Health diagnosis and recuperation of aged Li-ion batteries with data analytics and equivalent circuit modeling R. I. Made Jing Lin Jintao Zhang Yu Zhang L. Moh ... Ning Ding S. Y. Chiam Edwin Khoo Xuesong Yin Guangyuan Wesley Zheng 13 5 0 21 Sep 2023
Depth analysis of battery performance based on a data-driven approach Zhen Zhang Hong-Bing Sun Hui Sun 13 3 0 30 Aug 2023
Toward High-Performance Energy and Power Battery Cells with Machine Learning-based Optimization of Electrode Manufacturing M. Duquesnoy C. Liu Vishank Kumar E. Ayerbe A. Franco 18 2 0 07 Jul 2023
Uncertainty Quantification in Machine Learning for Engineering Design and Health Prognostics: A Tutorial V. Nemani Luca Biggio Xun Huan Zhen Hu Olga Fink Anh Tran Yan Wang Xiaoge Zhang Chao Hu AI4CE 30 75 0 07 May 2023
A Self-attention Knowledge Domain Adaptation Network for Commercial Lithium-ion Batteries State-of-health Estimation under Shallow Cycles Xin Chen Yuwen Qin Weidong Zhao Qiming Yang Ningbo Cai Kai Wu 38 7 0 11 Apr 2023
Lithium-ion Battery Online Knee Onset Detection by Matrix Profile K. Zhou Yan Qin Chau Yuen 15 8 0 03 Apr 2023
Random Search Hyper-Parameter Tuning: Expected Improvement Estimation and the Corresponding Lower Bound D. Navon A. Bronstein 11 3 0 17 Aug 2022
Dynaformer: A Deep Learning Model for Ageing-aware Battery Discharge Prediction Luca Biggio Tommaso Bendinelli Chetan S. Kulkarni Olga Fink 30 10 0 01 Jun 2022
Multivariate Prediction Intervals for Random Forests Brendan Folie Maxwell Hutchinson 386 0 0 04 May 2022
Evaluating feasibility of batteries for second-life applications using machine learning Aki Takahashi A. Allam S. Onori 6 15 0 08 Mar 2022
Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles Balaji Lakshminarayanan Alexander Pritzel Charles Blundell UQCV BDL 276 5,661 0 05 Dec 2016