Lifespan prediction of lithium-ion batteries based on various extracted features and gradient boosting regression tree model

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  GRF: Multi-Timescale Modeling for Optimizing Battery Management Systems in Electric Vehicles

  ZHANG, Z. (Principal Investigator / Project Coordinator), TSUI, K. L. (Co-Investigator) & YANG, F. (Co-Investigator)

  1/01/20 → 27/06/24

  Project: Research

  • Lithium-Ion Batteries 100%
  • Deep Learning Method 53%
  • Convolutional Neural Network 42%
  • Life Prediction 40%
  • Compressed Air Motors 38%

• GRF: Integrated Modeling for Remaining Useful Life Prediction and System Health Management

  TSUI, K. L. (Principal Investigator / Project Coordinator) & Zhou, Q. (Co-Investigator)

  1/01/15 → 12/12/18

  Project: Research

  • Remaining Useful Life 100%
  • Life Prediction 73%
  • Lithium-Ion Batteries 61%
  • Rolling Element 26%
  • Brownian Motion 25%