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ukf
An implementation of Unscented Kalman Filter for nonlinear state estimation.
(Nonlinear state estimation is a challenge problem. The well-known Kalman Filter is only suitable for linear systems. The Extended Kalman Filter (EKF) has become a standarded formulation for nonlinear state estimation. However, it may cause significant error for highly nonlinear systems because of the propagation of uncertainty through the nonlinear system.
The Unscented Kalman Filter (UKF) is a novel development in the field. The idea is to produce several sampling points (Sigma points) around the current state estimate based on its covariance. Then, propagating these points through the nonlinear map to get more accurate estimation of the mean and covariance of the mapping results. In this way, it avoids the need to calculate the Jacobian, hence incurs only the similar computation load as the EKF.
For tutorial purpose, this code implements a simplified version of UKF formulation, where we assume both the process and measurement noises are additive to avoid augment of state and a)
- 2010-12-14 16:39:43下载
- 积分:1
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imageproc
Image processing functions. AMBE, median 2D, image standard deviation of a pdf
- 2013-10-05 05:21:23下载
- 积分:1
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shortest-path
dijkstra计算最短路径,算法在优化、图像处理、网格处理等相关领域有非常广泛的应用,希望能借此机会了解其实质内容,并灵活应用其到所学领域中。(dijkstra calculate the shortest path algorithm optimization, image processing, mesh processing and other related fields have a very wide range of applications, hoping to take this opportunity to learn about its substance, and the flexibility to apply their learning to the field.)
- 2013-11-17 16:45:16下载
- 积分:1
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designing_of_iir_highpass_filter
Designing a high pass filter using matlab
- 2010-09-25 01:14:17下载
- 积分:1
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work
信号功率谱分析,方法三、四,已在此详细编写(Signal power spectral analysis, methods, three, four, has been prepared in detail here)
- 2009-10-20 23:04:15下载
- 积分:1
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AC-MOTOR
AC motor, dq transformation,
- 2013-11-04 00:32:50下载
- 积分:1
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Dynamic-simulation-of-Electric-Machinery-using-MA
book which helps on developing matlab files for motors
- 2012-11-25 05:30:03下载
- 积分:1
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mimo_zf
Matlab code to detect MIMO signal using the zero-forcing algorithm.
- 2013-04-16 06:54:56下载
- 积分:1
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pottemp.m
Potential temperature from in-situ measurements
- 2012-01-26 09:35:07下载
- 积分:1
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matrics_multiply
Matlab中优化多个矩阵相乘以提高计算效率的源代码。(Optimize a number of Matlab matrices to improve the computational efficiency of the source code.)
- 2009-05-05 11:40:39下载
- 积分:1