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一种用于解调失真QAM信号的改进K-means聚类算法

An improved K-means clustering algorithm for demodulation of distorted QAM signals
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摘要 在短距离无线通信中,无线节点或移动终端通常有低成本、小体积、低功耗的要求,因此无法使用复杂的预失真或补偿电路克服功放的非线性影响,这是无线节点或移动终端在上行链路中难以使用高阶QAM调制的重要原因之一。基于QAM矩形星座的特点,提出了一种K-means聚类的改进算法作为中央基站节点的高阶QAM解调算法。在发送信号受到较严重的功放非线性失真时,所提改进算法解调性能更优,算法复杂度更低。 Wireless network nodes and mobile devices are always constrained by power,dimension and price in the shortrange wireless communication system.Thus,it's impossible for them to use some complex methods such as pre-distortion and compensation to restrain the nonlinear effects caused by power amplifier,which is one of the important reasons why the high order QAM could not be used in uplink.Based on the characteristics of QAM rectangular constellation,an improved K-means clustering algorithm is presented to be the demodulation algorithm of high order QAM.It has better demodulation performance and lower computational complexity.
机构地区 电子科技大学
出处 《电子技术应用》 北大核心 2014年第11期102-104,108,共4页 Application of Electronic Technique
基金 国家自然科学基金项目(61176025)
关键词 高阶QAM解调 K-MEANS聚类算法 功放非线性影响 demodulation of high order QAM K-means clustering algorithm nonlinearity of PA
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参考文献9

  • 1丁娟,刘三阳,张平.基于能量优化的WSN数据收集和融合算法[J].电子技术应用,2013,39(5):97-99. 被引量:3
  • 2CHANG G K, LIU C,ZHANG L.Architecture and applica- tions of a versatile small-cell, multi-service cloud radio access network using radio-over-fiber technologies[C].ICC, 2013 : 879-883.
  • 3曾德军,石栋元,李金政,夏威,何子述.基于双核NiosⅡ系统的数字预失真器设计[J].电子技术应用,2012,38(6):10-12. 被引量:3
  • 4GUERRERO N, CABALLERO A, AMAYA F, et al.Experimen- tal 2.5 Gbit/s QPSK WDM coherent phase modulated radio-over-fiber link with digital demodulation by a K-means algorithm [C ]. ECOC, Vienna, 2009 : 1 - 2.
  • 5GONZALEZ N,ZIBAR D,Yu Xianbin,et al.Optical phase- modulated radio-over-fiber links with K-means algorithm for digital demodulation of 8PSK subcarrier muhiplexed signals[C].OFC, San Diego, 2010 ~ 1-3.
  • 6NAZEER K A A,KUMAR S D M,SEBASTIAN M P.En- hancing the K-means clustering algorithm by using a O(n logn) Heuristic method for finding better initial cen- troids[C] .EAIT, 2011 : 261-264.
  • 7Feng Jinmei,Lu Zhimao,Yang Peng,et al.A K-means clustering algorithm based on the maximum triangle rule[C]. ICMA, IEEE, 2012 : 1456-1461.
  • 8REDMOND S J,HENEGHAN C.A method for initialising the K-means clustering algorithm using kd-trees[J].Pattern Recognition Letters, 2007,28(8) : 965-973.
  • 9ZENG X B,HU Q M,HE J M,et al. High power RF amplifier' s new nonlinear models [ C ]. APMC 2005.

二级参考文献14

  • 1HONG S,WOO Y Y, KIN J,et al.Weighted polynomial digital predistortion for low memory effect doherty power amplifier[J].IEEE Transaltions on Microwave Theory and Techniques, 2007,55(5) : 925-931.
  • 2YOUNES M, HAMMI O, KWAN A, et al.An accurate complexity-reduced "PLUME" model for behavioral modeling and digital predistortion of RF power amplifiers[J].IEEE Transactions on Industrial Electronics, 2011 , 58(4) : 1397- 1405.
  • 3GUAN L,ZHU A.Dual-loop model extraction for digital predistortion of wideband RF power amplifiers[J].IEEE Microwave and Wireless Components Letters, 2011 , 21(9) : 501-503.
  • 4GILABERT P, MONTORO G, BERTRAN E.FPGA imple- mentation of a real-time NARMA-based digital adaptive predistorter[J].IEEE Transactions Ciruits And System, 2011 , 58(7) : 402-406.
  • 5DING L,ZHOU G T,MORGAN D R.A robust digital baseband predistorter constructed using memory polynomials [J].IEEE Transactions on Communication, 2004,52(1): 159-165.
  • 6GILABERT P L, CESARI A, MONTORO G,et al. Multi- lookup table FPGA implementation of an adaptive digital predistorter for linearizing RF power amplifiers with memory effects[J].IEEE Transaction on Microwave Theory and Technigues, 2008,56(2) : 372-384.
  • 7CHATURVEDI A K,SHARMA G.A new family of con- current algorithms for adaptive volterra and linear filters [J].IEEE Transactions on Signal Processing, 1999,47(9) 2547- 2551.
  • 8HEINZELMAN W,CHANDRAKASAN A,BALAKRISHNAN H.Energy-efficient communication protocol for wireless micro- sensor networks[J].IEEE Computer Society,2002:3005-3014.
  • 9Duan Haibing. Ant colony algorithms:theory and applications[M]. Beijing:Science and Technology Press,2007.
  • 10李雅卿,李腊元.WSN中LEACH路由协议的改进及仿真[J].计算机工程,2009,35(10):104-106. 被引量:20

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