期刊文献+

利用前馈神经网络计算Lyapunov指数 被引量:5

Computing Lyapunov exponents with feedforward neural networks
下载PDF
导出
摘要 Lyapunov指数是混沌动力学系统的重要不变量.用基于前馈神经网络的自适应快速学习算法计算混沌动力学系统的全部Lyapunov指数.结果表明,本算法在有限的样本点及出现外部噪声的情况下,是非常可靠的. Lyapunov exponents are the important invariants of a chaotic dynamical system.Based on the fast learning algorithm of the feedforward neural networks with the adaptive variable stepsize,all Lyapunov exponents of a chaotic dynamical system are calculated.The results indicate this algorithm is very reliable in the case of limited sample points with the presence of external noise.
出处 《西南师范大学学报(自然科学版)》 CAS CSCD 北大核心 1997年第6期632-637,共6页 Journal of Southwest China Normal University(Natural Science Edition)
关键词 LYAPUNOV指数 前馈神经网络 浑沌 动力学系统 chaos Lyapunov exponents feedforward neural networks adaptive variable stepsize
  • 相关文献

参考文献1

  • 1邓志冬,模式识别与人工智能,1993年,6卷,4期,319页

同被引文献49

  • 1王万诚.用前馈神经网络对软件理解中函数调用序列的混沌识别[J].计算机科学,2005,32(11):235-237. 被引量:4
  • 2张建军,张润志,陈京元.松材线虫媒介昆虫种类及其扩散能力[J].浙江林学院学报,2007,24(3):350-356. 被引量:81
  • 3赵锦年,唐淑琴.短角幽天牛成虫林间种群动态的监测研究[J].林业科学研究,2007,20(4):528-531. 被引量:17
  • 4May R. M.. Biological populations with non overlapping generations: stable points, stable cycles and chaos. Sci ence, 1974,186:645-647.
  • 5May R. M.. Simple mathematical models with very complex dynamics. Nature, 1976(261):459-467.
  • 6May R. M. and Oster G. F.. Bifurcations and dynamic complexity in simple ecological models. American Naturalist, 1976(110) :573-599.
  • 7Allen J. C.. Are natural enemy populations chaotic? See Ref. ,1989(70) :190-205.
  • 8Logan J. A. , Allen J. C.. Nonlinear dynamics and chaos in insect population. Annu. Rev. Entomol. , 1992 ( 37 ) : 455-477.
  • 9Blasius B. , Huppert A. , and Stone L.. Complex dynamics and phase synchronization in spatially extended ecological systems. Nature,1999(399) :354-359.
  • 10Dennis B. , Desharnais R.A. , Cushing J.M. , et al. Estimating chaos and complex dynamics in an insect population. Ecological Monographs, 2001, 71 ( 2 ): 277-303.

引证文献5

二级引证文献5

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