University of Colorado System
Algorithms for Battery Management Systems Specialization
University of Colorado System

Algorithms for Battery Management Systems Specialization

Get Started in Algorithms for Battery Management. Learn how to model lithium-ion battery cells, and how to use those models to manage battery packs

Gregory Plett

Instructor: Gregory Plett

Sponsored by Louisiana Workforce Commission

25,213 already enrolled

Get in-depth knowledge of a subject
4.8

(1,738 reviews)

Intermediate level

Recommended experience

3 months
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
4.8

(1,738 reviews)

Intermediate level

Recommended experience

3 months
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • How to design equivalent-circuit models for lithium-ion battery cells

  • How to implement state-of-charge (SOC) estimators for lithium-ion battery cells

  • How to implement state-of-health (SOH) estimators for lithium-ion battery cells

  • How to design balancers and power-limits estimators for lithium-ion battery packs

Details to know

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Taught in English

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Specialization - 5 course series

Introduction to battery-management systems

Course 124 hours4.8 (2,129 ratings)

What you'll learn

  • Understand how lithium-ion battery cells work

  • Understand the requirements of a battery-management system

Skills you'll gain

Category: Engineering Analysis
Category: Failure Analysis
Category: Electrical and Computer Engineering
Category: Electronic Systems
Category: Electrical Engineering
Category: Power Electronics
Category: Structural Analysis
Category: Finite Element Methods
Category: Engineering Calculations
Category: Basic Electrical Systems
Category: Engineering
Category: Low Voltage
Category: Mechanical Engineering
Category: Thermal Management
Category: High Voltage

Equivalent Circuit Cell Model Simulation

Course 227 hours4.7 (538 ratings)

What you'll learn

  • How to design equivalent-circuit models for lithium-ion battery cells

Skills you'll gain

Category: Electrical and Computer Engineering
Category: Electrical Engineering
Category: Applied Mathematics
Category: Mathematical Modeling
Category: Advanced Mathematics
Category: Matlab
Category: Data Science
Category: Test Planning
Category: Test Data
Category: Computer Science
Category: Statistical Modeling
Category: Engineering Software
Category: Software Development
Category: Data Analysis
Category: Statistics
Category: Simulation and Simulation Software
Category: Software Quality Assurance
Category: Engineering
Category: Probability & Statistics
Category: Statistical Analysis

Battery State-of-Charge (SOC) Estimation

Course 327 hours4.8 (250 ratings)

What you'll learn

  • How to implement state-of-charge (SOC) estimators for lithium-ion battery cells

Skills you'll gain

Category: Advanced Mathematics
Category: Data Analysis
Category: Probability
Category: Simulation and Simulation Software
Category: General Mathematics
Category: Estimation
Category: Engineering Software
Category: Applied Mathematics
Category: Data Science
Category: Mathematical Modeling
Category: Statistical Analysis
Category: Statistical Inference
Category: Mathematical Theory & Analysis
Category: Numerical Analysis
Category: Analytics
Category: Statistical Methods
Category: Statistical Modeling

Battery State-of-Health (SOH) Estimation

Course 422 hours4.7 (157 ratings)

What you'll learn

  • How to implement state-of-health (SOH) estimators for lithium-ion battery cells

Skills you'll gain

Category: Matlab
Category: Mathematical Modeling
Category: Engineering Analysis
Category: Applied Mathematics
Category: Structural Analysis
Category: Statistical Analysis
Category: Electrical and Computer Engineering
Category: Statistical Inference
Category: Electrical Engineering
Category: Analytics
Category: Mathematics and Mathematical Modeling
Category: Finite Element Methods
Category: Simulations
Category: Engineering Software
Category: Engineering Calculations
Category: Engineering
Category: Simulation and Simulation Software
Category: Numerical Analysis
Category: Statistics
Category: Data Analysis

Battery Pack Balancing and Power Estimation

Course 522 hours4.9 (100 ratings)

What you'll learn

  • How to design balancers and power-limits estimators for lithium-ion battery packs

Skills you'll gain

Category: Electronic Systems
Category: Electrical and Computer Engineering
Category: Electrical Engineering
Category: Power Electronics
Category: Structural Analysis
Category: Finite Element Methods
Category: Engineering Calculations
Category: Engineering Analysis
Category: Engineering
Category: Network Engineering
Category: Simulations
Category: Statistical Modeling
Category: Network Infrastructure
Category: Applied Mathematics
Category: Mathematical Modeling
Category: Network Planning And Design
Category: Simulation and Simulation Software
Category: Cloud Engineering
Category: Load Balancing
Category: Engineering Software

Instructor

Gregory Plett
University of Colorado System
9 Courses73,532 learners

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Build toward a degree

This Specialization is part of the following degree program(s) offered by University of Colorado Boulder. If you are admitted and enroll, your completed coursework may count toward your degree learning and your progress can transfer with you.¹

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