Applied Kalman Filtering

所在平台: Coursera专项课程

课程主页: https://www.coursera.org/specializations/kalman-filtering-applied

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课程简介

本课程《应用卡尔曼滤波》由科罗拉多大学系统提供，旨在教授如何设计和实现卡尔曼滤波器。课程内容涵盖线性和非线性卡尔曼滤波器以及粒子滤波器，适合希望深入理解状态估计方法的学习者。 课程大纲包括四个部分，具体如下： 1. **卡尔曼滤波入门（Kalman Filter Boot Camp）**：介绍卡尔曼滤波作为解决隐藏状态估计问题的一种方法。可以在课程链接处免费注册。 2. **线性卡尔曼滤波深入分析（Linear Kalman Filter Deep Dive）**：作为“卡尔曼滤波入门”的后续课程，深入推导线性卡尔曼滤波的步骤。此课程同样可免费注册。 3. **非线性卡尔曼滤波与参数估计（Nonlinear Kalman Filters）**：此课程是“线性卡尔曼滤波深入分析”的进一步学习，主要推导非线性卡尔曼滤波的步骤，适合需要掌握更复杂滤波技术的学员。 4. **粒子滤波与导航（Particle Filters）**：作为“应用卡尔曼滤波”专业方向的最终课程，学习者将学习如何开发碎片滤波器，处理导航等具体应用。 所有课程均可免费注册，适合希望提高在信号处理和状态估计领域技能的学习者。更多课程信息和注册请访问：[Coursera 课程链接](https://www.coursera.org/learn/kalman-filter-boot-camp-state-estimation)。

课程大纲

Course Link: https://www.coursera.org/learn/kalman-filter-boot-camp-state-estimation

Name:Kalman Filter Boot Camp (and State Estimation)

Description:Offered by University of Colorado System. Introduces the Kalman filter as a method that can solve problems related to estimating the hidden ... Enroll for free.

Course Link: https://www.coursera.org/learn/kalman-filter-deep-dive-target-tracking

Name:Linear Kalman Filter Deep Dive (and Target Tracking)

Description:Offered by University of Colorado System. As a follow-on course to "Kalman Filter Boot Camp", this course derives the steps of the linear ... Enroll for free.

Course Link: https://www.coursera.org/learn/nonlinear-kalman-filters-parameter-estimation

Name:Nonlinear Kalman Filters (and Parameter Estimation)

Description:Offered by University of Colorado System. As a follow-on course to "Linear Kalman Filter Deep Dive", this course derives the steps of the ... Enroll for free.

Course Link: https://www.coursera.org/learn/particle-filters-navigation

Name:Particle Filters (and Navigation)

Description:Offered by University of Colorado System. As the final course in the Applied Kalman Filtering specialization, you will learn how to develop ... Enroll for free.

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