Enroll Course: https://www.coursera.org/learn/battery-state-of-charge
Introduction
In today’s world, where electric vehicles and renewable energy storage systems are becoming increasingly prevalent, understanding battery technology is essential. One critical aspect of battery management systems (BMS) is the State-of-Charge (SOC) estimation. If you’re looking to deepen your knowledge in this area, the Coursera course titled Battery State-of-Charge (SOC) Estimation is an excellent choice.
Course Overview
This course is not only a valuable resource for professionals but can also be taken for academic credit as ECEA 5732, part of CU Boulder’s Master of Science in Electrical Engineering degree. It covers various SOC estimation methods, allowing you to implement and evaluate their effectiveness.
What You Will Learn
Throughout the course, you will:
- Implement simple voltage-based and current-based SOC estimators and understand their limitations.
- Gain insights into the sequential-probabilistic inference process.
- Learn about the linear Kalman filter and its application in SOC estimation.
- Explore the extended Kalman filter (EKF) for nonlinear systems.
- Understand the sigma-point Kalman filter and its advantages over EKF.
- Improve computational efficiency using the bar-delta method.
- Engage in a capstone project to apply your knowledge practically.
Syllabus Breakdown
The course is structured into several weeks, each focusing on different aspects of SOC estimation:
- Week 1: Introduction to SOC estimation and its importance.
- Week 2: Deriving the linear Kalman filter.
- Week 3: Understanding and implementing the linear Kalman filter.
- Week 4: SOC estimation using the extended Kalman filter.
- Week 5: Implementing the sigma-point Kalman filter.
- Week 6: Enhancing computational efficiency with the bar-delta method.
- Capstone Project: Tuning EKF and SPKF for SOC estimation.
Why You Should Enroll
This course is perfect for anyone interested in battery technology, whether you’re a student, engineer, or researcher. The hands-on approach, combined with theoretical knowledge, ensures that you not only learn but also apply what you’ve learned in real-world scenarios. The capstone project is particularly beneficial, as it allows you to demonstrate your skills and understanding of SOC estimation.
Conclusion
In conclusion, the Battery State-of-Charge (SOC) Estimation course on Coursera is a comprehensive and practical resource for anyone looking to enhance their understanding of battery management systems. With its rigorous curriculum and hands-on projects, it is highly recommended for both academic and professional development.
Enroll Course: https://www.coursera.org/learn/battery-state-of-charge