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Guaranteed Locally-Stable Macromodels of Digital Devices via Echo State Networks

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4 Author(s)
I. S. Stievano ; Dip. Elettronica, Politecnico di Torino C. Duca degli Abruzzi 24, 10129 Torino, Italy. Ph. +39 011 5644184, Fax +39 011 5644099 e-mail igor.stievano@polito.it ; C. Siviero ; I. A. Maio ; F. G. Canavero

The assessment of signal integrity effects in high-speed digital systems requires accurate and efficient IC macromodels. The proposed methodology is based on parametric relations that are expressed in terms of discrete-time echo state networks. This approach overcomes the stability limitations of traditional parametric macromodels used so far. Applications of echo state networks to the modeling of real devices exhibiting a complex dynamical behavior are discussed

Published in:

2006 IEEE Electrical Performane of Electronic Packaging

Date of Conference:

Oct. 2006