Kalman 滤波器理论与应用——基于MATLAB 实现
作者:金学波
开本:B5
字数:237
出版时间:2016/9/8
内容简介
本书以Kalman 滤波器为主要介绍对象,包含基本原理、推导方法及其在跟踪系统中的应用,同时配套MATLAB 源程序。具体内容包括Kalman 滤波器、扩展Kalman 滤波器、不敏Kalman 滤波器及其
在RFID 系统的跟踪应用研究。
本书凝练了作者二十余年来对Kalman 滤波器基础理论及在目标跟踪应用的研究成果,具体内容包括:根据目标运动特征进行自调整参数的“自适应动力学模型”、不敏变换的性能分析、RFID 跟踪系统的测量方程及其仿真平台等。
本书可作为自动化、电子信息、计算机应用、控制科学与工程、信号处理、导航与制导等相关专业高年级本科生和研究生的教材,也可供相关领域的工程技术人员和研究人员参考。
目录
前言
第1章 绪论 ·····················································································································1
第2章 MATLAB 基础知识介绍·····················································································7
第3章 最小二乘估计 ····································································································12
第4章 Kalman 滤波器·································································································35
第5章 非线性Kalman 滤波器·····················································································47
第6章 模型的离散化及目标机动轨迹仿真 ································································· 74
第7章 机动目标动力学模型 ······················································································105
第8章 基于RFID 的室内跟踪系统仿真研究···························································161