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V. Murthy

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Conference Aug 2026

Quantifying the Information Ceiling of Classical Machine Learning for BMS-Constrained Battery State-of-Health Estimation

In this paper, the predictive ceiling of the classical machine learning-based lithium-ion battery state-of-health (SOH) estimation is estimated using 4 signal constraints. Current monitoring is also available for any production battery management system. Also available are the state of charge, terminal voltage, load cu...

Rajendra Kodamanchili, Talamu Rajyalakshmi, Gorinkala Hemasri et al. · 0 citations

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