{"title":"A Novel Matched Filter for Neural Action Potential Detection","authors":"Jianhua Dai, H. Zhang, Xiaochun Liu, Shaomin Zhang, Weidong Chen, Xiaoxiang Zheng","doi":"10.4156/JCIT.VOL5.ISSUE9.5","DOIUrl":null,"url":null,"abstract":"Detection of neural action potentials in background noise is the fist step to many neural researches. Matched filter is a simple and effective action potential detector, but it is found to be too sensitive to the amplitudes differences among the action potentials to be useful in general applications. By introducing adjust function, an improved matched filter detector is proposed. The detector eliminates the variance of differences among action potential amplitudes produced by matched filter. The method is tested and the results show that the improved matched filter outperforms classic matched filter method and energy operator method by getting higher correct ratio and lower false ratio.","PeriodicalId":360193,"journal":{"name":"J. Convergence Inf. Technol.","volume":"30 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"J. Convergence Inf. Technol.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.4156/JCIT.VOL5.ISSUE9.5","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2
Abstract
Detection of neural action potentials in background noise is the fist step to many neural researches. Matched filter is a simple and effective action potential detector, but it is found to be too sensitive to the amplitudes differences among the action potentials to be useful in general applications. By introducing adjust function, an improved matched filter detector is proposed. The detector eliminates the variance of differences among action potential amplitudes produced by matched filter. The method is tested and the results show that the improved matched filter outperforms classic matched filter method and energy operator method by getting higher correct ratio and lower false ratio.