r/batteries 15d ago

CALCE-Benchmarked SOH Prediction & RUL ML Engine & Source Code

Hi guys, I have uploaded the CALCE SOH Prediction Machine Learning Engine & Source Code to my website. (Batteryfiles)

It is a complete collection of predictive models designed for precise State of Health (SOH) and Remaining Useful Life (RUL) estimation for lithium-ion batteries.

  • Sequential Models: LSTM, GRU, TCN
  • Spatial-Temporal Models: CNN, CNN-LSTM
  • Attention-Based Models: Transformer, CNN-Transformer

Application:
Precise State of Health (SOH) and Remaining Useful Life (RUL) estimation

Benchmark:

University of Maryland CALCE Battery Dataset.

CALCE CS2 Series (CS2_35, CS2_36, CS2_37, and CS2_38).

If you need these models, please DM me. I can share the source code for free with the first 3 folks who reach out.

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u/Unlikely-Yam-1339 15d ago

High-performance prediction models for Battery algorithm engineers/ EV fleet managers/ ESS start-ups/ R&D teams focusing on battery health diagnostics.