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image for course Battery State Estimation

Battery State Estimation

Model Kalman filter-based techniques to estimate battery state using Simscape Battery. Learn to parameterize and tune the Kalman filter for battery state estimation. Estimate the state of charge, state of energy, and state of health to ensure optimum performance of the battery pack.

Course modules

Introduction

Preview the course and course example.

Lessons:
  • Introduction to Battery State

Setting up the Simulation

Explore the prebuilt simulation model.

Lessons:
  • Battery Pack Model
  • Test Current Profile

State of Charge Estimation

Estimate the state of charge using Kalman filter.

Lessons:
  • Introduction to SOC Estimation
  • SOC Estimation Using Kalman Filter
  • Effect of Noise on Estimation

State of Energy Estimation

Estimate battery state of energy.

Lessons:
  • State of Energy Estimation

State of Health Estimation

Estimate battery state of health.

Lessons:
  • Overview of Battery State of Health
  • SOH Estimation using Terminal Resistance
  • SOH Estimation using Battery Capacity

Dive Deeper

Explore a BMS model, know the course battery pack and learn about various estimation methods.

Lessons:
  • Battery Management Systems
  • About Course Battery Pack
  • Choosing Best State Estimation Method

Conclusion

Learn about next steps and give feedback on the course.

Lessons:
  • Conclusion
  • Additional Resources
  • Survey

Format:Self-paced

Language:English

Language

  • Hands-on exercises with automated feedback
  • Access to MATLAB through your web browser
  • Shareable progress report and course certificate

Battery Pack Modeling

Use Simscape to implement cell-to-pack workflows, battery pack thermal modeling, and adding a cooling plate to battery packs.

Power Electronics Simulation Onramp

Learn the basics of simulating power electronics converters in Simscape.

Power Systems Simulation Onramp

Learn how to progressively build and validate power systems using Simscape Electrical.

Simscape Battery Onramp

Learn the basics of simulating battery systems in Simscape.

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