Course Curriculum

    1. Welcome to the Course

    2. How to use Discussions option

    3. Piracy & infringement warning

    1. Introduction to course and recap of Kalman Filter algorithm

    1. Introduction to Least Squares

    2. Example: solving a linear regression problem

    1. Download these files for code simulation

    2. Overview of SOH estimation algorithm and cell ageing data

    3. Introduction to Ordinary Least Square method for SOH estimation

    4. Changes to EKF MATLAB code part 1

    5. Changes to EKF MATLAB code part 2

    6. Changes to EKF MATLAB code part 3

    7. Current integration SIMULINK model

    8. Deriving the merit function for OLS method

    9. Noise in measured data

    10. Normal distribution of measurements

    11. Simplification of simulation data

    12. Examples of MATLAB functions: ismembertol and unique

    13. MATLAB code for data simplification

    14. Trial simulation of MATLAB code

    15. MATLAB code simulation - 0 and 100 th cycle

    16. MATLAB code simulation - 200 and 300 th cycle

    17. MATLAB code simulation - 400 and 500 th cycle

    18. Summary of results and conclusion to OLS method

    1. Introduction to weighted least squares

    2. Recursive estimation of capacity

    3. Additions to MATLAB code

    4. MATLAB code simulation

    5. Summary of results and conclusion to WOLS method

    1. Other methods of SOH estimation

About this course

  • 35 lessons
  • 5 hours of video content