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A chaotic neural network mimicking an olfactory system and its application on image recognition 被引量:1

A chaotic neural network mimicking an olfactory system and its application on image recognition
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摘要 Based on the research of a biological olfactory system, a novel chaotic neural network model - K set model has been es- tablished. This chaotic neural network not only simulates the real brain activity of an olfactory system, but also presents a novel chaotic concept for signal processing and pattern recognition. The characteristics of the K set models are investigated and show that a KIII model can be used for image pattern classification. Based on the research of a biological olfactory system, a novel chaotic neural network model - K set model has been es- tablished. This chaotic neural network not only simulates the real brain activity of an olfactory system, but also presents a novel chaotic concept for signal processing and pattern recognition. The characteristics of the K set models are investigated and show that a KIII model can be used for image pattern classification.
出处 《Journal of Bionic Engineering》 SCIE EI CSCD 2004年第3期191-198,共8页 仿生工程学报(英文版)
关键词 olfactory system pattern recognition neural networks image classification olfactory system, pattern recognition, neural networks, image classification
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  • 1张锦,成奋华,林雪梅,李睿,王实.基于子图特征组合的人脸识别技术研究[J].湖南大学学报(自然科学版),2007,34(6):70-73. 被引量:7
  • 2FIRESTEIN S. How the olfactory system makes sense of scents [J]. Nature, 2001, 413(14): 211-218.
  • 3FREEMAN W J, YAO Y, BURKE B C. Central pattern generating and recognizing in olfactory bulb: a correlation learning rule [ J ]. Neural Networks, 1988, 1 (4) : 277 - 288.
  • 4YAO Y, FREEMAN W J. Model of biological pattern recognition with spatially chaotic dynamics[J ]. Neural Networks, 1990, 3 (2) :285 - 290.
  • 5CHANG H J, FREEMAN W J, BURKE B C. Optimization of olfactory model in ,software to give 1/f power spectra reveals numerical instabilities in solutions governed by aperiodic (chaotic) attractors[J ]. Neural Networks, 1998, 11 (3) : 449 - 466.
  • 6ZtlANG J, WANG Y, LI G, et al. Application of bionic neural network on face recognition based on SVD and DCT[C]//Proc of the 6th World Congress on Control and Automation. Dalian: IEEE Press, 2006:2733 - 2736.
  • 7LI G, ZHANG J, WALTER J F. Mandarin digital speech recognition based on a chaotic neural network and fuzzy c-means clustering[C]//Proe of IEEE International Fuzzy Systems Conference. London: IEEE Press, 2007:1-5.

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