Publications

You can also find my articles on my Google Scholar profile.

Journal


Edge-Compatible SOH Estimation for Li-Ion Batteries via Hybrid Knowledge Distillation and Model Compression

Published in Journal of Energy Storage, 2025

This paper presents an edge-compatible SOH estimation method using hybrid knowledge distillation and model compression techniques.

Recommended citation: Kim T., Seo Y., & Barde, S. (2025). "Edge-Compatible SOH Estimation for Li-Ion Batteries via Hybrid Knowledge Distillation and Model Compression." Journal of Energy Storage. 135, 118275.
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Conference


Hybrid Compression for Accurate End of Life Prediction on Edge Battery Management System

Published in 2025 IEEE Global Reality & PHM Conference (PHM-Xi'an), 2024

This paper develops a hybrid compression method for accurate End of Life prediction on edge Battery Management Systems.

Recommended citation: Kim T., Seo Y., & Barde, S. (2025). "Hybrid Compression for Accurate End of Life Prediction on Edge Battery Management System." In 2025 IEEE Global Reliability & PHM Conference (PHM-Xi'an). Xi'an, China.
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Robust SOH Prediction for Lithium-Ion Batteries via ProbSparse Informer Architecture

Published in 2025 IEEE Global Reliability & PHM Conference (PHM-Xi'an), 2024

This paper proposes a robust SOH prediction method using ProbSparse Informer architecture for lithium-ion batteries.

Recommended citation: Seo Y., Kim T., & Barde, S. (2025). "Robust SOH Prediction for Lithium-Ion Batteries via ProbSparse Informer Architecture." In 2025 IEEE Global Reliability & PHM Conference (PHM-Xi'an). Xi'an, China.
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