Search Results for author: Stefan Adams

Found 3 papers, 0 papers with code

Lithium-ion Battery State of Health Estimation based on Cycle Synchronization using Dynamic Time Warping

no code implementations28 Sep 2021 Kate Qi Zhou, Yan Qin, Billy Pik Lik Lau, Chau Yuen, Stefan Adams

The state of health (SOH) estimation plays an essential role in battery-powered applications to avoid unexpected breakdowns due to battery capacity fading.

Dynamic Time Warping Time Series +1

A Transfer Learning-based State of Charge Estimation for Lithium-Ion Battery at Varying Ambient Temperatures

no code implementations11 Jan 2021 Yan Qin, Stefan Adams, Chau Yuen

After that, once the inability of the reference SoC estimation model is detected, consistent temporal dynamics between temperatures are selected for transfer learning.

Transfer Learning

Invariant learning based multi-stage identification for Lithium-ion battery performance degradation

no code implementations12 Aug 2020 Yan Qin, Chau Yuen, Stefan Adams

By informing accurate performance (e. g., capacity), health state management plays a significant role in safeguarding battery and its powered system.

Management

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