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The AI Summit London 2023

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Estimating Battery State-of-Charge (SoC) with AI

15 Jun 2023
Industries
Industries Stage

Presented by MathWorks:

As industry adapts to the electrification market trend, battery design and modelling has increased in importance. Estimating internal battery states such as the state-of-charge (SoC) and state-of-health (SoH) can be a difficult and time-consuming problem to solve using traditional, physics-based methods. Data-driven AI modelling provides a fast and accurate alternative approach. In this talk, we describe an overall workflow for modelling battery SoC using AI, from data preparation to system simulation. Topics include: 

  

  • Electrical applications of virtual sensor modelling with AI 

  • Preparing data for machine learning: feature exploration and extraction 

  • Designing and training machine learning models 

  • Interpreting models and evaluating model performance 

  • Integrating AI models with Simulink for system simulation 

Speakers
Paul Huxel, Senior Application Engineer - MathWorks

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