V. Krizhanovski, V. Komarov, S. Serhiienko, V. Kryzhanovskyi
{"title":"Allan方差在传感器网络数据控制中的应用","authors":"V. Krizhanovski, V. Komarov, S. Serhiienko, V. Kryzhanovskyi","doi":"10.1109/aict52120.2021.9628918","DOIUrl":null,"url":null,"abstract":"This work proposes application of dynamic Allan variance for detection of failures or external interventions in data acquisition systems, cyber-physical systems, and Internet-of-Things (IoT). The work analyzed a number of sample data sequences to which a random noise of various spectra was added by means of simulation starting from some point of time. It was demonstrated that the dynamic Allan variance could detect the changes in the statistical characteristics of the random data sequence caused by the added noise. This can be one of the methods of automatic data control in sensor networks.","PeriodicalId":375013,"journal":{"name":"2021 IEEE 4th International Conference on Advanced Information and Communication Technologies (AICT)","volume":"23 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-09-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Application of Allan variance for data control in sensor networks\",\"authors\":\"V. Krizhanovski, V. Komarov, S. Serhiienko, V. Kryzhanovskyi\",\"doi\":\"10.1109/aict52120.2021.9628918\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"This work proposes application of dynamic Allan variance for detection of failures or external interventions in data acquisition systems, cyber-physical systems, and Internet-of-Things (IoT). The work analyzed a number of sample data sequences to which a random noise of various spectra was added by means of simulation starting from some point of time. It was demonstrated that the dynamic Allan variance could detect the changes in the statistical characteristics of the random data sequence caused by the added noise. This can be one of the methods of automatic data control in sensor networks.\",\"PeriodicalId\":375013,\"journal\":{\"name\":\"2021 IEEE 4th International Conference on Advanced Information and Communication Technologies (AICT)\",\"volume\":\"23 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-09-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 IEEE 4th International Conference on Advanced Information and Communication Technologies (AICT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/aict52120.2021.9628918\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 IEEE 4th International Conference on Advanced Information and Communication Technologies (AICT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/aict52120.2021.9628918","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Application of Allan variance for data control in sensor networks
This work proposes application of dynamic Allan variance for detection of failures or external interventions in data acquisition systems, cyber-physical systems, and Internet-of-Things (IoT). The work analyzed a number of sample data sequences to which a random noise of various spectra was added by means of simulation starting from some point of time. It was demonstrated that the dynamic Allan variance could detect the changes in the statistical characteristics of the random data sequence caused by the added noise. This can be one of the methods of automatic data control in sensor networks.
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