Online estimation of lithium-ion battery capacity using deep convolutional neural networks

Mathematics

• Lithium-ion Battery 100%
• On-line Estimation 93%
• Neural Networks 51%
• Health 42%
• Battery 38%
• Cell 30%
• Charge 27%
• Relevance Vector Machine 25%
• Learning 24%
• Estimation Capacity 23%
• Local Connectivity 20%
• Resilience 19%
• Cycling 18%
• Monitor 15%
• Safety 15%
• Voltage 15%
• Machine Learning 15%
• High Accuracy 14%
• Industry 14%
• Robustness 11%
• Verify 11%
• Knowledge 10%
• Cycle 9%
• Performance 8%
• Estimate 6%
• Model 4%

Engineering & Materials Science

• Lithium-ion batteries 58%
• Deep neural networks 53%
• Convolutional neural networks 49%
• Lithium 40%
• Health 40%
• Ions 33%
• Deep learning 32%
• Battery management systems 24%
• Secondary batteries 23%
• Voltage measurement 22%
• Battery Pack 21%
• Electric current measurement 21%
• Machine learning 13%
• Neural networks 11%
• Industry 7%