| 引用本文: | 李翔,丁振良,袁峰.基于小波变换的多分辨率分布式滤波[J].控制理论与应用,2006,23(2):275~278.[点击复制] |
| LI Xiang,DING Zhen-liang,YUAN Feng.Distributed filtering techniques of multiresolution multisensor based on wavelet transform[J].Control Theory and Technology,2006,23(2):275~278.[点击复制] |
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| 基于小波变换的多分辨率分布式滤波 |
| Distributed filtering techniques of multiresolution multisensor based on wavelet transform |
| 摘要点击 1918 全文点击 1144 投稿时间：2005-01-05 修订日期：2005-06-24 |
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| DOI编号 10.7641/j.issn.1000-8152.2006.2.021 |
| 2006,23(2):275-278 |
| 中文关键词 小波变换 快速提升法 多分辨率 滤波 |
| 英文关键词 wavelet transform quick-lifting multiresolution filtering |
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| 中文摘要 |
| 小波变换的多尺度特点非常适合多尺度信号的处理,可以用于多分辨率多传感器滤波.通过研究快速提升法小波变换的特性,提出一种可将估计误差方差最小化的动态分辨率分布式滤波算法,算法不需要把小波系数当成白噪声处理,并且能够有效地降低向量和矩阵维数,减少运算,有较好的滤波性能.同时在不同的分辨率级中,利用快速提升法小波变换作为一种连接信号的桥梁.这种算法也可用于动态多分辨率多传感器数据融合. |
| 英文摘要 |
| Wavelet transform is very suitable for processing multi-scale signals,and it can be used in multi-resolution filtering.In this paper,an algorithm for dynamic distributed filtering of multi-resolution multi-sensor is proposed,based on quick-lifting wavelet transform.By avoiding big matrix computation and eliminating the assumption of white noises for wavelet coefficients,it is efficient and highly parallelizable.Simulation results also show that this algorithm improves the performance of multi-scale data filtering.Moreover the quick-lifting wavelet transform is used as a signallinking bridge between multi-resolution levels.The algorithm can thus be used for dynamic multi-resolution multi-sensor data fusion. |
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