Early Prediction of Lithium-Ion Battery Cycle Life by Machine Learning Methods

Mathematics

• Lithium-ion Battery 100%
• Life Cycle 76%
• Battery 60%
• Machine Learning 60%
• Prediction 43%
• Cycle 38%
• Classifier 36%
• Charge 22%
• Ensemble Learning 19%
• Life Prediction 19%
• Regression Model 18%
• Support Vector Regression 16%
• K-nearest Neighbor 14%
• Decision tree 14%
• Support Vector Machine 13%
• Degradation 13%
• Prediction Error 12%
• Percentage 12%
• Large Set 11%
• Lifetime 11%
• Ensemble 10%
• Neural Networks 10%
• Predict 10%
• Life 9%
• Experiment 8%
• Design 6%
• Model 3%

Engineering & Materials Science

• Lithium-ion batteries 58%
• Life cycle 47%
• Machine learning 40%
• Classifiers 29%
• Support vector regression 16%
• Decision trees 13%
• Support vector machines 11%
• Degradation 9%
• Neural networks 8%
• Experiments 4%