Support Vector Machines for DS-UWB Channel Equalisation
We propose a novel equalization scheme for the direct sequence (DS) based ultra wideband (UWB) indoor system, utilizing support vector machine (SVMs). SVMs are effective learning technique which gains more consideration in pattern classification. In this work, a bank of SV classifiers are trained by received signal chips in order to extract the subsequent corresponding symbols. Simulation results confirm the superb efficiency of the proposed technique for many scenarios of transmission, especially the performance in Light-of-Sight cases where only few pilot blocks are used for training.
Support vector machine UWB channel equalization.
Mohamed S. Musbah Xu Zhu
Department of Electrical Engineering & Electronics, University of Liverpool, UK
国际会议
上海
英文
2007-09-21（万方平台首次上网日期，不代表论文的发表时间）