Tong Zhang

ORCID: 0000-0002-8157-9194
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About
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Research Areas
  • Advanced Battery Technologies Research
  • Reliability and Maintenance Optimization
  • Advancements in Battery Materials
  • Electric Vehicles and Infrastructure

Beihang University
2020-2021

We report an integrated methodology (FMC-XGBoost) that mainly consists of a five-state nonhomogeneous Markov chain model (FMC) and XGBoost model. Unlike those existing methods in which capacity fading processes are assumed to be irreversible, the proposed can combine user-specific driving patterns (UDP) recovery effects (CRE) predict battery dynamics even with partially available data for individual battery. The parameters constructed FMC linked known physicochemical material properties...

10.1109/access.2020.3029397 article EN cc-by IEEE Access 2020-01-01
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