DSFB Structural Semiotics Engine for Battery Health Monitoring: A Deterministic Early-Warning Framework for Capacity Fade, Internal Resistance Drift, and Knee-Onset Detection in Safety-Critical Energy Storage Systems
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Abstract
We present a deterministic residual-structure signal for lithium-ion battery health monitoringand evaluate it on the NASA PCoE battery aging dataset (cell B0005). The signal indicates atransition region at cycle 38, compared to cycle 79 for a standard 85% capacity threshold andcycle 101 for end-of-life (80%), corresponding to a 41-cycle lead relative to threshold crossing.The signal remains elevated over multiple cycles, indicating sustained structural change ratherthan a transient fluctuation. Results are reproducible using the accompanying dsfb-batterycrate and notebook.This work illustrates, on a real NASA PCoE battery trajectory under a fixed and reproducibleconfiguration, that the DSFB (Drift-Slew Fusion…
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Topics
Keywords
- Battery (electricity)
- Residual
- Estimator
- Battery capacity
- Charge cycle
- SIGNAL (programming language)
- Energy (signal processing)
- Sensitivity (control systems)
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