A new control method of nonlinear systems based on impulse responses of universal learning networks.

A new control method of nonlinear systems based on impulse responses of universal learning networks. Research Abstract Details 

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A new control method of nonlinear systems based on impulse responses of universal learning networks. Abstract Text:

K Hirasawa,J Hu,J Murata,C Jin,

A new control method of nonlinear dynamic systems is proposed based on the impulse responses of universal learning networks (ULNs), ULNs form a superset of neural networks. They consist of a number of interconnected nodes where the nodes may have any continuously differentiable nonlinear functions in them and each pair of nodes can be connected by multiple branches with arbitrary time delays. A generalized learning algorithm is derived for the ULNs, in which both the first order derivatives (gradients) and the higher order derivatives are incorporated. One of the distinguished features of the proposed control method is that the impulse response of the systems is considered as an extended part of the criterion function and it can be calculated by using the higher order derivatives of ULNs. By using the impulse response as the criterion function, nonlinear dynamics with not only quick response but also quick damping and small steady state error can be more easily obtained than the conventional nonlinear control systems with quadratic form criterion functions of state and control variables.

A new control method of nonlinear systems based on impulse responses of universal learning networks. Publishing Authors By Initials

K Hirasawa,J Hu,J Murata,C Jin,

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A new control method of nonlinear systems based on impulse responses of universal learning networks. Journal Published:

PUBLICATION TYPE: Journal Article

Journal: IEEE transactions on systems, man, and cybernetics

VOLUME: 31

Page Numbers: 362-72

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ISSN: 1083-4419

DAY: 4

MONTH: 02

YEAR: 2001

A new control method of nonlinear systems based on impulse responses of universal learning networks. Information

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LANGUAGE: eng

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Grant and Affiliation Information for A new control method of nonlinear systems based on impulse responses of universal learning networks.

AFFILIATION: Dept. of Electr. & Electron. Syst. Eng., Kyushu Univ., Fukuoka.

Country: United States

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MEDLINETA: IEEE Trans Syst Man Cybern B C

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