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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao https://doi.org/10.1...arrow_drop_down
image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
https://doi.org/10.1109/iceict...
Article . 2021 . Peer-reviewed
License: IEEE Copyright
Data sources: Crossref
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Nonlinear Device Modeling Based on Dynamic Neural Networks: A Review of Methods

Authors: Wenyuan Liu; Yi Su; Lin Zhu;

Nonlinear Device Modeling Based on Dynamic Neural Networks: A Review of Methods

Abstract

This paper reviews the recent modeling methods of nonlinear devices including dynamic Neuro-space mapping (Neuro-SM), time delay neural network (TDNN) and Wiener-type dynamic neural network (Wiener-type DNN). The dynamic Neuro-SM combines dynamic neural networks with existing models to reflect the dynamic characteristics of nonlinear devices. The TDNN and the Wiener-type DNN are dynamic neural networks to train input-output relation of nonlinear devices. The formulations of dynamic Neuro-SM, TDNN and Wiener-type DNN are presented allowing the training with dc, small signal, and large signal data. The modeling example of GaAs MESFET device illustrates that the Wiener-type DNN model can fast and accurately model microwave nonlinear devices and has good convergence and robustness.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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