The research of target auto-sensing system based on energy difference analysis

Wang Yang, Yu Jun
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Abstract

At the environmental awareness in the level of the Internet of Things, the target sensing system gradually becomes an important technology. Therefore, some aspects are becoming the key to improve the quality of applications of the Internet of Things, such as the pretreatment, feature extraction, classifier and hardware realization and so on. In this study, on the basis of analysis of the specific noise source generation mechanism, different testing algorithms are used to carry out the acoustic signal pretreatment, feature extraction and classifier design, then testing algorithms used in each process are integrated to gain the best result. Ultimately, the specific target automatic detection system has been achieved, including adaptive filtering algorithms, wavelet energy feature, and similarity coefficient clustering algorithm.
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基于能量差分析的目标自动感知系统研究
在物联网层面的环境意识层面,目标传感系统逐渐成为一项重要的技术。因此,预处理、特征提取、分类器和硬件实现等方面正成为提高物联网应用质量的关键。本研究在分析具体噪声源产生机理的基础上,采用不同的测试算法对声信号进行预处理、特征提取和分类器设计,然后将各个过程中使用的测试算法进行综合,以获得最佳结果。最终实现了具体目标的自动检测系统,包括自适应滤波算法、小波能量特征和相似系数聚类算法。
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