{"title":"MIMO瑞利衰落信道容量的高斯近似","authors":"A. Kamath, B. Hughes, X. Yu","doi":"10.1109/ACSSC.2002.1197254","DOIUrl":null,"url":null,"abstract":"We consider the asymptotic behavior of the capacity of multiple antenna Rayleigh fading channels in the limit as the transmit and receive arrays become large. We show that the capacity random variable has a limiting Gaussian distribution, and give closed form formulas for its mean and variance when the arrays are uncorrelated. We also derive a more general formula for the variance in terms of the ergodic capacity which is applicable when either the transmit or the receive arrays are correlated. These results enable us to derive the first asymptotic formula for outage capacity, as well as a sharper estimate of the error in previously reported asymptotic formulas for ergodic capacity. Although these formulas are asymptotic, we show by simulations that they are often quite accurate, even for relatively small arrays.","PeriodicalId":284950,"journal":{"name":"Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002.","volume":"27 1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2002-11-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"40","resultStr":"{\"title\":\"Gaussian approximations for the capacity of MIMO Rayleigh fading channels\",\"authors\":\"A. Kamath, B. Hughes, X. Yu\",\"doi\":\"10.1109/ACSSC.2002.1197254\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"We consider the asymptotic behavior of the capacity of multiple antenna Rayleigh fading channels in the limit as the transmit and receive arrays become large. We show that the capacity random variable has a limiting Gaussian distribution, and give closed form formulas for its mean and variance when the arrays are uncorrelated. We also derive a more general formula for the variance in terms of the ergodic capacity which is applicable when either the transmit or the receive arrays are correlated. These results enable us to derive the first asymptotic formula for outage capacity, as well as a sharper estimate of the error in previously reported asymptotic formulas for ergodic capacity. Although these formulas are asymptotic, we show by simulations that they are often quite accurate, even for relatively small arrays.\",\"PeriodicalId\":284950,\"journal\":{\"name\":\"Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002.\",\"volume\":\"27 1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2002-11-03\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"40\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002.\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ACSSC.2002.1197254\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Conference Record of the Thirty-Sixth Asilomar Conference on Signals, Systems and Computers, 2002.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ACSSC.2002.1197254","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Gaussian approximations for the capacity of MIMO Rayleigh fading channels
We consider the asymptotic behavior of the capacity of multiple antenna Rayleigh fading channels in the limit as the transmit and receive arrays become large. We show that the capacity random variable has a limiting Gaussian distribution, and give closed form formulas for its mean and variance when the arrays are uncorrelated. We also derive a more general formula for the variance in terms of the ergodic capacity which is applicable when either the transmit or the receive arrays are correlated. These results enable us to derive the first asymptotic formula for outage capacity, as well as a sharper estimate of the error in previously reported asymptotic formulas for ergodic capacity. Although these formulas are asymptotic, we show by simulations that they are often quite accurate, even for relatively small arrays.