| 引用本文: | 索超男,张慧,赵雄文.小波基在低压电力线信道有色背景噪声建模中的应用研究[J].电力系统保护与控制,2017,45(4):121-125.[点击复制] |
| SUO Chaonan,ZHANG Hui,ZHAO Xiongwen.Research on the application of wavelet basis functions in modeling of colored background noise for low-voltage power line channels[J].Power System Protection and Control,2017,45(4):121-125[点击复制] |
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| 摘要: |
| 小波马尔科夫链法可用于低压电力线信道中有色背景噪声的建模，但小波基函数的不同会对噪声的建模精度产生较大影响。基于常用的几种小波基函数对同一组有色背景噪声分别开展小波马尔科夫链仿真建模，并计算了建模前后的功率谱密度及其均方根误差。研究结果表明，Daubecies、Biorthogonal和Haar小波基函数中Daubecies小波基函数的建模精度较高，Haar小波基次之，Biorthogonal小波的建模效果较差。在这3种小波基函数中，Daubecies小波可选为有色背景噪声进行小波马尔科夫链建模的最佳小波基函数。 |
| 关键词: 小波马尔科夫链 有色背景噪声 小波基函数 Biorthogonal小波 Daubecies小波 Haar小波 |
| DOI：10.7667/PSPC160282 |
| 投稿时间：2016-03-07修订日期：2016-05-14 |
| 基金项目: |
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| Research on the application of wavelet basis functions in modeling of colored background noise for low-voltage power line channels |
| SUO Chaonan,ZHANG Hui,ZHAO Xiongwen |
| (School of Electrical & Electronic Engineering, North China Electric Power University, Beijing 102206, China) |
| Abstract: |
| The wavelet packet transform and peak typed Markov chain can be used to model the colored background noise for low-voltage power line channels. Different wavelet basis functions have a major impact on the accuracy of noise modeling. Under different wavelet basis functions, the simulated colored background noise is modeled by wavelet packet transform and peak typed Markov chain respectively, and their power spectrum densities before and after modeling are calculated as well as their corresponding root-mean-square errors (RMSE). In the aspect of modeling accuracy, it can be found that the Daubecies wavelet is the best and the Haar wavelet followed. Therefore, the Daubecies wavelet is the best wavelet basis function ofthe wavelet packet transform and peak typed Markov chain, which can be used to model the colored background noise in low-voltage power line channels. |
| Key words: wavelet packet transform and peak typed Markov chain colored background noise wavelet basis functions Biorthogonal wavelet Daubecies wavelet Haar wavelet |
