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

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4 Author(s)
Stievano, I.S. ; Dept. Elettronica, Politecnico di Torino ; Siviero, C. ; Maio, I.A. ; Canavero, F.G.

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:

Electrical Performance of Electronic Packaging, 2006 IEEE

Date of Conference:

Oct. 2006