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NREL researchers develop AI models to improve battery diagnostics

  • Researchers at NREL have developed a physics-informed neural network model to predict battery health faster than traditional models.
  • The AI-based model separates a battery’s internal properties from its output voltage, allowing for quicker battery degradation diagnosis.
  • The study in the Journal of Energy Storage shows that the model can estimate battery lifespan changes during aging and adapt to different scenarios.
  • The NREL researchers aim to validate the model with real-world data and enhance its accuracy for broader internal battery parameter prediction.

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