信号处理中的Kolmogorov映射定理

M. Lagunas
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引用次数: 1

摘要

自从1957年安德烈·柯尔莫哥洛夫(Andrei Kolmogorov)发表用单变量函数映射多变量函数以来,许多数学家和工程师进行了尝试,取得了不同程度的成功,但并非没有争议。寻找它在多极值问题、多元多项式的求根、神经网络和模式识别中的直接应用。本文从广义信号处理体系结构的角度重新审视了这个定理。人们设想该定理在处理线性或非线性处理问题方面具有很高的潜力。本文报道了一个遵循该定理主要指导方针的具体实现,以及有关非线性系统的设计、实现和性能的一些初步结果。应用范围包括通信的非线性传输信道、瞬时信号和混沌序列的预测。
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The Kolmogorov Mapping Theorem In Signal Processing
Since the publication in 1957 of the work of Andrei Kolmogorov 181 in mapping a function of multiple variables by means functions of a single variable, many mathematicians and engineers try , with different degree of success and not without controversy 1191. to find the direct application of it to multiple extremes problems, rooting of multivariate polynomials, neural networks and pattern recognition. This paper revisits the theorem from the optic of a generalised architecture for signal processing 1281. It is envisaged the high potential of the theorem to handle either linear or non-linear processing problems. A specific implementation following the main guide-lines of the theorem is reported, as well as some preliminary results concerning the design, implementation and performance of non-linear systems. The applications cover non linear transmission channels for communications, instantaneous companders and prediction of chaotic series.
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