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논문검색

Research on Ant Colony Algorithm Optimization Neural Network Weights Blind Equalization Algorithm

원문정보

Yanxiang Geng, Liyi Zhang, Yunshan Sun, Yao Zhang, Nan Yang, Jiawei Wu

보안공학연구지원센터(IJSIA) International Journal of Security and Its Applications Vol.10 No.2 2016.02 pp.95-104
피인용수 : 0건 (자료제공 : 네이버학술정보)

초록

영어

The project of ant colony algorithm optimization neural network combining blind equalization algorithm is proposed. The better initial weights of neural networks are provided because of the randomness, ergodicity and positive feedback of the ant colony algorithm. And then, a combination of optimal weights are found through BP algorithm, which is fast local search speed. Thus blind equalization performance is improved. Computer simulation show that, the novel blind equalization algorithm speeds up the convergence rate, reduces the remaining steady-state error and bit error rate, which is compared with the Neural Network Blind Equalization Algorithm(NNBE) and Genetic Algorithm optimization Neural Network Blind Equalization Algorithm(GA-NNBE) .

목차

Abstract
 1. Introduction
 2. The Basic Ideas on Ant Colony Algorithm Optimizing Neural Network Weight in Blind Equalization Algorithm
 3. Ant Colony Algorithm Optimizing the Blind Equalization of Neural Network Initial Weight and its Realization
  3.1. The Selection of Neural Network
  3.2. Ant Colony Algorithm Optimizing the Initial Weight of Neural Network
  3.3. Ant Colony Algorithm Optimizing the Neural Network in Blind Equalization Algorithm
 4. Experimental Simulation
 5. Conclusions
 References

키워드

저자정보

  • Yanxiang Geng College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China
  • Liyi Zhang College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China; College of Information and Engineering Tianjin University, Tianjin, 300072, China
  • Yunshan Sun College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China; College of Information and Engineering Tianjin University, Tianjin, 300072, China
  • Yao Zhang College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China
  • Nan Yang College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China
  • Jiawei Wu College of Information and Engineering Tianjin University of Commerce, Tianjin, 300134, China

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자료제공 : 네이버학술정보

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