Learners will start with supplied code templates (in the Octave/MATLAB language) to build their own code to simulate lithium-ion battery cells and packs, and to estimate battery cell state-of-charge, state-of-health (capacity and resistance), remaining energy, and available power.
Algorithms for Battery Management Systems 專項課程
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
本專項課程介紹
In this specialization, you will learn the major functions that must be performed by a battery management system, how lithium-ion battery cells work and how to model their behaviors mathematically, and how to write algorithms (computer methods) to estimate state-of-charge, state-of-health, remaining energy, and available power, and how to balance cells in a battery pack.
製作方：
5 courses
按照建議的順序或選擇您自己的順序。
項目
旨在幫助您實踐和應用所學到的技能。
證書
在您的簡歷和領英中展示您的新技能。
項目概覽
課程
- Intermediate Specialization.
- Some related experience required.
第 1 門課程
Introduction to battery-management systems
- 字幕
- English
課程概述
This course will provide you with a firm foundation in lithium-ion cell terminology and function and in battery-management-system requirements as needed by the remainder of the specialization. After completing this course, you will be able to: - List the您可以選擇只參加本課程。 了解更多。
第 2 門課程
Equivalent Circuit Cell Model Simulation
- 字幕
- English
課程概述
In this course, you will learn the purpose of each component in an equivalent-circuit model of a lithium-ion battery cell, how to determine their parameter values from lab-test data, and how to use them to simulate cell behaviors under different您可以選擇只參加本課程。 了解更多。
第 3 門課程
Battery State-of-Charge (SOC) Estimation
- 字幕
- English
課程概述
In this course, you will learn how to implement different state-of-charge estimation methods and to evaluate their relative merits. By the end of the course, you will be able to: - Implement simple voltage-based and current-based state-of-charge estim您可以選擇只參加本課程。 了解更多。
第 4 門課程
Battery State-of-Health (SOH) Estimation
於 October 2018 開始- 字幕
- English
課程概述
In this course, you will learn how to implement different state-of-health estimation methods and to evaluate their relative merits. By the end of the course, you will be able to: - Identify the primary degradation mechanisms that occur in lithium-ion cells and understand how they work - Execute provided Octave/MATLAB script to estimate total capacity using WLS, WTLS, and AWTLS methods and lab-test data, and to evaluate results - Compute confidence intervals on total-capacity estimates - Compute estimates of a cell’s equivalent-series resistance using lab-test data - Specify the tradeoffs between joint and dual estimation of state and parameters, and steps that must be taken to ensure robust estimates (honors)您可以選擇只參加本課程。 了解更多。
第 5 門課程
Battery Pack Balancing and Power Estimation
於 January 2019 開始- 字幕
- English
課程概述
In this course, you will learn how to design balancing systems and to compute remaining energy and available power for a battery pack. By the end of the course, you will be able to: - Evaluate different design choices for cell balancing and articulate their relative merits - Design component values for a simple passive balancing circuit - Use provided Octave/MATLAB simulation tools to evaluate how quickly a battery pack must be balanced - Compute remaining energy and available power using a simple cell model - Use provided Octave/MATLAB script to compute available power using a comprehensive equivalent-circuit cell model您可以選擇只參加本課程。 了解更多。
製作方
Gregory Plett
Professor
FAQs
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