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博碩士論文 etd-0723109-165405 詳細資訊
Title page for etd-0723109-165405
論文名稱
Title
具有Weibull 分佈之Copula 模型: 在衰褪通道上的應用
Copula models with Weibull distributions : application in fading channels.
系所名稱
Department
畢業學年期
Year, semester
語文別
Language
學位類別
Degree
頁數
Number of pages
40
研究生
Author
指導教授
Advisor
召集委員
Convenor
口試委員
Advisory Committee
口試日期
Date of Exam
2009-06-19
繳交日期
Date of Submission
2009-07-23
關鍵字
Keywords
最大比率結合、選擇結合、相等獲取結合
equal-gain combining, maximal-ratio combining, selection combining
統計
Statistics
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中文摘要
已知copula 模型可以用來配適聯合分佈,而在通訊應用中的衰褪通道(fading channel)上,大多使用聯合韋伯分佈。在分析上,要求得衰褪通道(fading channel)中的數據,必須得知其聯合密度函數 (p.d.f) 和累積分佈函數 (c.d.f)。再來計算三種不同接收系統下的中斷機率,分別為選擇結合(SC),相等獲取結合(EGC),和最大比率結合(MRC)。在 Sagias (2005)中,分別在三個不同的系統,使用聯合韋伯分佈去求得中斷機率。在此篇論文中,則使用聯合copula 模型得到近似的聯合韋伯分佈之後,分別在三個不同的系統求得中斷機率,願能使計算上能更簡化些。

關鍵字: 選擇結合,相等獲取結合,最大比率結合
Abstract
In this work, copula models for fitting bivariate response data with Weibull marginal distributions are studied, which are motivated by the need of model fading channels in signal applications. The analytical expressions for the joint probability density function
(p.d.f.), and joint cumulative distribution function (c.d.f.) are utilized as the bivariate distribution of the fading channels data with not necessarily identical fading parameters and average powers. The performances of outage probability employing diversity receivers, called as selection combining (SC), equal-gain combining (EGC), and maximal-ratio combining (MRC) of two diversity receivers under bivariate copula models with Weibull marginal distributions are presented. They are also compared with the results in Sagias (2005) where the data assumed to follow the bivariate Weibull distribution. It will be demonstrated that the copula models can approximate the bivariate Weibull distribution used in Sagias (2005) very closely with suitable copula model, and the computations for
obtaining the performances of outage probability under SC are much simplified.
Keywords and phrases: equal-gain combining, maximal-ratio combining, selection combining
目次 Table of Contents
Abstract 1
1 Introduction 1
2 Review of wireless telecommunication processing 2
2.1 Outage probability...................................................... 3
2.2 Diversity receivers...................................................... 3
3 Copula models 5
3.1 Sklar's theorem......................................................... 5
3.2 Some bivariate copula models................................5
3.3 Probability-integral transform...................................6
4 Outage probability under bivariate copula models with Weibull marginal distributions 8
4.1 The bivariate copula model with Weibull marginal distribution........................................................................... 9
5 Conclusion 16
References 18
參考文獻 References
Adachi, F., Feeney, M. T., and Parsons, J. D. (1988), ``Effects of correlated fading on level crossing rates and average fade durations with predectection diversity reception," IEE Proceedings, 135, 1, 11-17.

Filho, J. C. S. S., Fraidenraich, G., and Yacoub, M. D. (2007), ``General Exact Level Crossing Rate and Average Fade Duration for
Dual-Diversity Combining of Nonidentical Correlated Weibull Signals," IEEE Transactions on Vehicular Technology, 56, 6, 3571-3577.

Luciano, U. C. E. and Vecchiato, W. (2004), ``Copula methods in Finance," John Wiley & Sons Hoboken, NJ.

Nelson, R. B. (1998), ``An Introduction to Copulas," Springer, New York.

Sagias, N. C. and Karagiannidis, G. K. (2005), ``Gaussian Class Multivariate Weibull Distributions: Theory and Applications in Fading Channels," IEEE Transactions on Information Theory, 51, 10, 3608-3319.

Simon M.K. and Alouini M.S. (2005), ``Digital Communication Over Fading Channels', Wiley-Interscience.

Trivedi, P. K. and Zimmer, D. M. (2005), ``Copula Modeling: An Introduction for Practitioners," Foundations and Trends in Econometrics.

William C.Y.L. (1997), ``Mobile Communications Engineering', McGraw-Hill, New York.
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