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分类: C/C++

2008-03-22 10:08:18

介绍一个的网站,该工具箱是由Kevin Murphy于1998年写的,最近的更新版本是2004年6月7号。
    该网站提供了卡尔曼滤波器Matlab工具箱的下载,介绍了卡尔曼滤波器,给出了用于跟踪的卡尔曼滤波和平滑的一些例子,说明了什么是非线性和非高斯系统,还有卡尔曼滤波器的一些其他软件包(有些用C语言写的滤波器算法模块)。
    该工具包的主要函数有:
    • Kalman_filter
    • Kalman_smoother - implements the RTS equations
    • Learn_kalman - finds maximum likelihood estimates of the parameters using EM
    • Sample_lds - generate random samples
    • AR_to_SS - convert Auto Regressive model of order k to State Space form
    • SS_to_AR
    • Learn_AR - finds maximum likelihood estimates of the parameters using least squares

    其它的卡尔曼滤波器的软件包有:

    • package in R. from the Mathworks implements many classical algorithms.
    • is an excellent package for autoregressive models.
    • has matlab code for EM in LDS's which is similar to mine, but is partially written in C.
    • , an implementation of the Kalman filter-smoother in Omatrix, a (supposedly faster) version of matlab.
    • , contains lots of excellent matlab time series modelling functions
    • . Most of the software is either commercial or written in Gauss, which is similar to Matlab.
    • is a set of C routines for state-space filtering.
    • is a commercial package for structural time series analysis.
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