{"title":"正稳定分布的应用","authors":"Robert D. Pierce","doi":"10.1109/HOST.1997.613559","DOIUrl":null,"url":null,"abstract":"Many physical phenomena are non-Gaussian and if the observed data have frequently occurring extreme values, then the phenomena may be modeled as a random process with an alpha-stable distribution. When positive and negative outcomes are equally likely, then the process would be symmetric alpha-stable (S/spl alpha/S); however when only positive outcomes are possible, then the process would be positive alpha-stable (P/spl alpha/S). Phenomena related to energy or power are examples. This paper presents the characteristics and potential applications for the P/spl alpha/S distribution. For this distribution all negative-order moments exist, and ratios of these moments are used to estimate alpha. Application areas that are examined include: seismic activity, ocean wave variability, and radar sea clutter modulation. The correlation properties of these data are examined.","PeriodicalId":305928,"journal":{"name":"Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics","volume":"2 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"1997-07-21","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"62","resultStr":"{\"title\":\"Application of the positive alpha-stable distribution\",\"authors\":\"Robert D. Pierce\",\"doi\":\"10.1109/HOST.1997.613559\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Many physical phenomena are non-Gaussian and if the observed data have frequently occurring extreme values, then the phenomena may be modeled as a random process with an alpha-stable distribution. When positive and negative outcomes are equally likely, then the process would be symmetric alpha-stable (S/spl alpha/S); however when only positive outcomes are possible, then the process would be positive alpha-stable (P/spl alpha/S). Phenomena related to energy or power are examples. This paper presents the characteristics and potential applications for the P/spl alpha/S distribution. For this distribution all negative-order moments exist, and ratios of these moments are used to estimate alpha. Application areas that are examined include: seismic activity, ocean wave variability, and radar sea clutter modulation. The correlation properties of these data are examined.\",\"PeriodicalId\":305928,\"journal\":{\"name\":\"Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics\",\"volume\":\"2 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"1997-07-21\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"62\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/HOST.1997.613559\",\"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 of the IEEE Signal Processing Workshop on Higher-Order Statistics","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/HOST.1997.613559","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Application of the positive alpha-stable distribution
Many physical phenomena are non-Gaussian and if the observed data have frequently occurring extreme values, then the phenomena may be modeled as a random process with an alpha-stable distribution. When positive and negative outcomes are equally likely, then the process would be symmetric alpha-stable (S/spl alpha/S); however when only positive outcomes are possible, then the process would be positive alpha-stable (P/spl alpha/S). Phenomena related to energy or power are examples. This paper presents the characteristics and potential applications for the P/spl alpha/S distribution. For this distribution all negative-order moments exist, and ratios of these moments are used to estimate alpha. Application areas that are examined include: seismic activity, ocean wave variability, and radar sea clutter modulation. The correlation properties of these data are examined.