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  • 學位論文

以基因演算法為基礎之干擾消除技術於MC-CDMA多用戶偵測之應用研究

Multiuser Detection with GA-Based Interference Cancellation for MC-CDMA Communication Systems

指導教授 : 黃永發 譚旦旭

摘要


本論文發展基於基因演算法之多用戶偵測器(Genetic Algorithm-based Multi-User Detector, GA-MUD),以改善多載波分碼多工存取(Multi-Carrier Code Division Multiple Access, MC-CDMA)行動通訊系統之效能與運算複雜度。由於傳統GA-MUD在高用戶數時,無法以有限的代數(Generation)大幅改善系統效能,因此我們提出一種修正型GA-MUD架構,此架構將強迫突變(Forced Mutation, FM)加入每代演化中。於選擇性頻率衰減(Frequency Selective Fading)通道下的模擬結果顯示,FM-GA-MUD可在極低運算複雜度的情況下獲得與傳統GA-MUD相同的效能。除外,實驗結果亦顯示,FM-GA-MUD加上傳統之平行干擾消除(Parallel Interference Cancellation)技術,可進一步大幅降低位元錯誤率(Bit Error Rate, BER)。

並列摘要


In this study a novel genetic algorithm based multiuser detector (GA-MUD) is developed to improve the performance and computational complexity of the multi-carrier code-division multiple-access (MC-CDMA) communication systems. To overcome the difficulty of high computational complexity of the conventional GA-MUD, a forced mutation (FM) operation is proposed and employed to the initialization procedure at each GA generation. A series of simulation is considered over frequency selective fading channel and the simulation result indicates that our proposed scheme can achieve the same BER of the conventional GA-MUD with a considerable reduction in computation. Furthermore, this study also finds that the bit error rate can be improved substantially when partial parallel interference cancellation (PPIC) is applied to the proposed FM-GA-MUD.

並列關鍵字

MC-CDMA Multiuser Detection Genetic Algorithm PPIC

參考文獻


[1] J. A.C. Bingharm, “Multicarrier for Data Transmission: An Idea Whose Time Has Come,” IEEE Communications, May 1990, pp. 5-14.
[2] H. Sari, G. Karam and I. Jeanclaude, “Transmission Techniques for Digital Terrestrial TV Broadcasting,” IEEE Communication Magazine, Feb 1995, pp.100-109.
[4] V. M. Dasilva and E. S. Sousa, “Performance of Orthogonal CDMA Codes for Quasi-Synchronous Communication Systems,” Proc. of IEEE ICUPC ’93, Ottawa, Canada, Oct. 1993, pp.995-999.
[6] L. Vandendrope, “Multitone Spread Spectrum Multiple Access Communications System in a Multipath Rician Fadings Channel,” IEEE Trans. Veh. Technol., vol. 44, May 1995, pp. 327-337.
[7] R. Prasad and S. Hara, “Overview of Multicarrier CDMA,”IEEE Communications Magazine, vol. 35, no. 12, pp. 126-133, 1997.

被引用紀錄


呂翊僑(2011)。應用基因演算法於OFDMA系統之聯合通道估計與多用戶偵測〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2011.00278
王家駿(2010)。干擾消除技術及混合式最佳化演算法於正交互補碼MC-CDMA系統多用戶偵測之應用研究〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2010.00313
吳承翰(2009)。基因演算法與模擬退火法於MC-CDMA系統聯合通道估測及多用戶偵測之應用研究〔碩士論文,國立臺北科技大學〕。華藝線上圖書館。https://doi.org/10.6841/NTUT.2009.00247

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