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所在平台: Udemy |
课程主页: https://www.udemy.com/course/battery-and-battery-management-system-design-simulation/
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课程名称:电动车电池管理系统 课程概述:本课程专为电池管理系统及电动车电池建模而设计,涵盖电池的概念、数学建模、电池设计,及使用MATLAB进行电池建模与模拟。课程详细研究锂离子电池,包括不同的电池形式和锂离子化学,探讨电池的组装过程。学员将学习多种电池配置,清晰理解电池组设计的配置设计。此外,课程从基础入手介绍电池管理系统(BMS),深入讲解BMS的各项功能,包括单体均衡和电量估算,并教你如何选择集成电路(IC)以设计电池管理系统。电池的热管理系统是电动车电池中最关键的部分,课程讨论了多种行业内用于冷却电动车电池组的技术。 课程大纲: 1. 电池基础 - 能源存储解决方案 - 电池技术的历史 - 未来展望 - 一般架构 - 课程介绍 2. 商业电池市场 - 电池术语 - 应力因素 - 因素调节 - 电池类型及化学 - 电池选择 3. 电池组设计入门 - 电气设计 - 机械设计 - 热管理设计 - 电子设计 - 电池尺寸计算 4. 电池管理系统入门 - BMS基础 - 架构 - 基础理论 5. 控制理论 - 控制机制基础 6. 算法开发 - I - 状态充电(SoC)、状态健康(SoH) - 库仑计数 - Simulink应用 7. 算法开发 - II - 高级SoC、SoH - 卡尔曼滤波器 - Simulink应用 8. 机器学习入门 - 机器学习算法 - SoC与SoH - 神经网络建模 - Simulink应用 通过本课程,学员将全面了解电动车电池管理系统的各个方面,为未来的相关工作奠定坚实基础。
This course has been specifically designed for battery management systems and Electric Vehicle Battery Modelling. This course is going to cover the conceptual part, mathematical modeling, Battery Design, Battery modeling & simulation using MATLAB.This course covers in detail the study of lithium-ion batteries. It contains various form factors of the batteries, all the lithium-ion chemistry is discussed and the assembling of the batteries is covered. You will be learning various configurations of the batteries and getting a clear understanding of the configuration design of a Battery pack design.This course covers battery management systems from the basic level. You will learn about various features of BMS in more detail. It covers Cell balancing and State of Charge estimation. It also teaches you how to select an IC for designing a Battery management system.The thermal management system is the most critical part of an EV battery. This course discusses various techniques used in the industry for cooling an Electric vehicle battery Pack.Overview1. Funtamentals of BatteriesEnergy Storage solutions.History of Battery Technology.Future Scope.General Architecture.Course Introduction.2. Commercial Battery MarketBattery Terminologies.Stress Factors.Factor Tuning.Cell Types & Chemistries.Cell selection3. Introduction to Battery Pack DesignElectrical DesignMechanical DesignThermal DesignElectronics DesignBattery Sizing4. Introduction to BMSBasics of BMSArchitectureFundamentals5. Control TheoryBasics of Control Mechanism.6. Algorithm Development - ISoCSoHColumb CountingSimulink7. Algorithm Development - IIAdvance SoCSoHKalman FilterSimulink8. Introduction to Machine LearningML AlgorithmsSoC & SoHNeural Networks ModellingSimulink