期刊文献+

Study of a Bionic Pattern Classifier Based on Olfactory Neural System 被引量:1

Study of a Bionic Pattern Classifier Based on Olfactory Neural System
下载PDF
导出
摘要 Simulating biological olfactory neural system, KⅢnetwork, which is a high-dimensional chaotic neural network, is designed in this paper. Different from conventional artificial neural network, the KⅢnetwork works in its chaotic trajectory. It can simulate not only the output EEG waveform observed in electrophysiological experiments, but also the biological intelligence for pattern classification. The simulation analysis and application to the recognition of handwriting numerals are presented here. The classification performance of the KⅢnetwork at different noise levels was also investigated. Simulating biological olfactory neural system, KⅢnetwork, which is a high-dimensional chaotic neural network, is designed in this paper. Different from conventional artificial neural network, the KⅢnetwork works in its chaotic trajectory. It can simulate not only the output EEG waveform observed in electrophysiological experiments, but also the biological intelligence for pattern classification. The simulation analysis and application to the recognition of handwriting numerals are presented here. The classification performance of the KⅢnetwork at different noise levels was also investigated.
出处 《Journal of Bionic Engineering》 SCIE EI CSCD 2004年第2期133-140,共8页 仿生工程学报(英文版)
关键词 olfactory neural network artificial neural network CHAOS pattern classification olfactory neural network, artificial neural network, chaos, pattern classification
  • 相关文献

参考文献10

  • 1Chang Hungjen,Freeman Walter J.Local homeostasis stabilizes a model of the olfactory system globally in respect to perturbations by input during pattern classification[].International Journal of Bifurcation and Chaos.1998
  • 2Principe Jose C,Tavares Vitor G,Harris John G,Freeman Walter J.Design and implementation of a biologically realistic olfactory cortex in analog VLSI[].Proceedings of Tricomm.1989
  • 3Chang Hungjen,Freeman Walter J.Biologically modeled noise stabilizing neurodynamics for pattern recognition[].International Journal of Bifurcation and Chaos.1998
  • 4Freeman Walter J,Kozma Robert.Biocomplexity: adaptive behavior in complex stochastic dynamic systems[].Biosystems Engineering.2001
  • 5Freeman Walter J.Mesoscopic neurodynamics: from neuron to brain[].Journal of Physiology Paris.1994
  • 6Kozma R,Freeman Walter J.Chaotic resonance methods and applications for robust classification of noisy and variable patterns[].International Journal of Bifurcation and Chaos.2001
  • 7Freeman Walter J.A proposed name for aperiodic brain activity: stochastic chaos[].Neural Networks.2000
  • 8Chang Hung-Jen,Freeman Walter J.Parameter Optimization in Models of the Olfactory Neural System[].Neural Networks.1996
  • 9Chang Hungjen,Freeman Walter J.Optimization of olfactory model in software to give power spectra reveals numerical instabilities in solutions governed by aperiodic (chaotic)attractors[].Neural Networks.1998
  • 10Freeman Walter J.Noise-induced first-order phase transitions in chaotic basin activity[].International Journal of Bifurcation and Chaos.1999

同被引文献21

  • 1W. J. Freeman.Simulation of chaotic EEG patterns with a dynamic model of the olfactory system[J]. Biological Cybernetics . 1987 (2-3)
  • 2Dufresne S,,Johnson C,Mavris D N.Variable fidelity conceptual design environment for revolutionary unmanned aerial vehicles. Journal of Aircraft . 2008
  • 3Freeman W J.A neurobiological theory of meaning in perception.Part l:Information and meaning in nonconvergent and nonlocal brain dynamincs. International Journal of Bifurcation and Chaos . 2003
  • 4Bae Y,Kim J,Kim Y.Obstacle avoidance methods in the chaotic mobile robot with integrated some chaos equation. International Journal of Fuzzy Logic and Intelligent Systems . 2003
  • 5Arena P,De Fiore S,Fortuna L,Patané L.Perception-action map learning in controlled multiscroll systems applied to robot navigation.Chaos:An Interdisciplinary. Journal of Nonlinear Science . 2008
  • 6Kozma R,Freeman W J.The KIV model of intentional dynamics and decision making. Neural Networks . 2008
  • 7Freeman W J.The physiology of perception. Scientific American . 1991
  • 8Pyragas K.Continuous control of chaos by self_controlling feedback. Physics Letters . 1992
  • 9Khatib O.Real-time obstacle avoidance for manipulators and mobile robots. International Journal of Robotics Research . 1986
  • 10Ollero A.,Merino L.Control and perception techniques for aerial robotics. Annual Reviews in Control . 2004

引证文献1

  • 1Xiao-lei Yu~(1,2) Yong-rong Sun~1 Jian-ye Liu~1 Bing-wen Chen~31.Navigation Research Centre,Nanjing Universi~ of Aeronautics and Astronautics,Nanjing 210016,P.R.China2.Institute for Technology Research & Innovation,Deakin University,Vic 3217,Australia3.Institute.for Unmanned Aerial Vehicle Research,Beihang University,Beijing 100083,P.R.China.Autonomous Navigation for Unmanned Aerial Vehicles Based on Chaotic Bionics Theory[J].Journal of Bionic Engineering,2009,6(3):270-279. 被引量:3

二级引证文献3

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部