{"title":"离散跳变检测算法在连续系统中的应用","authors":"F. Chowdhury, J. Aravena","doi":"10.1109/SECON.1992.202243","DOIUrl":null,"url":null,"abstract":"The effectiveness of a discrete jump detection and state estimation algorithm applied to a continuous system is investigated. A three-state decision rule (yes, no, maybe) is used to detect parameter jumps. For the maybe region, a random walk model of the system is invoked. The continuous system modeling program was used to simulate a continuous system and obtain sampled input-output sequences. A sudden change in the original system produced a change in one of the parameters of its autoregressive moving average model, which was detected by the algorithm, and the new value was estimated. The problems of sensitivity and false alarm are discussed.<<ETX>>","PeriodicalId":230446,"journal":{"name":"Proceedings IEEE Southeastcon '92","volume":"144 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1992-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Application of a discrete jump-detection algorithm to a continuous system\",\"authors\":\"F. Chowdhury, J. Aravena\",\"doi\":\"10.1109/SECON.1992.202243\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The effectiveness of a discrete jump detection and state estimation algorithm applied to a continuous system is investigated. A three-state decision rule (yes, no, maybe) is used to detect parameter jumps. For the maybe region, a random walk model of the system is invoked. The continuous system modeling program was used to simulate a continuous system and obtain sampled input-output sequences. A sudden change in the original system produced a change in one of the parameters of its autoregressive moving average model, which was detected by the algorithm, and the new value was estimated. The problems of sensitivity and false alarm are discussed.<<ETX>>\",\"PeriodicalId\":230446,\"journal\":{\"name\":\"Proceedings IEEE Southeastcon '92\",\"volume\":\"144 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1992-04-12\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings IEEE Southeastcon '92\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SECON.1992.202243\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings IEEE Southeastcon '92","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SECON.1992.202243","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
摘要
研究了一种用于连续系统的离散跳跃检测和状态估计算法的有效性。一个三状态决策规则(yes, no, maybe)用于检测参数跳转。对于maybe区域,调用系统的随机游走模型。利用连续系统建模程序对连续系统进行仿真,得到采样后的输入输出序列。原始系统的突然变化会引起其自回归移动平均模型的一个参数的变化,该算法检测到该参数的变化,并估计出新的值。讨论了灵敏度和虚警问题。
Application of a discrete jump-detection algorithm to a continuous system
The effectiveness of a discrete jump detection and state estimation algorithm applied to a continuous system is investigated. A three-state decision rule (yes, no, maybe) is used to detect parameter jumps. For the maybe region, a random walk model of the system is invoked. The continuous system modeling program was used to simulate a continuous system and obtain sampled input-output sequences. A sudden change in the original system produced a change in one of the parameters of its autoregressive moving average model, which was detected by the algorithm, and the new value was estimated. The problems of sensitivity and false alarm are discussed.<>