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EnglishThis paper addresses the problem of constructing a generative statistical model for an interconnect starting from a limited set of S-parameter samples, which are obtained by simulating or measuring the interconnect for a few random realizations of its stochastic physical properties. These original samples are first converted into a pole-residue representation with common poles. The corresponding residues are modeled as a correlated stochastic process by means of principal component analysis and kernel density estimation. The obtained model allows generating new samples with similar statistics as the original data. A passivity check is performed over the generated samples to retain only passive data. The proposed approach is applied to a representative coupled microstrip line example.
A novel methodology to create generative statistical models of interconnects / De Ridder, S; Manfredi, P; De Geest, J; Dhaene, T; De Zutter, D; Vande Ginste, D. - STAMPA. - (2016), pp. 69-71. ((Intervento presentato al convegno 2016 IEEE Electrical Design of Advanced Packaging and Systems Symposium (EDAPS 2016) tenutosi a Honolulu, HI (USA) nel December 14-16.
| Titolo: | A novel methodology to create generative statistical models of interconnects |
| Autori: | |
| Data di pubblicazione: | 2016 |
| Abstract: | This paper addresses the problem of constructing a generative statistical model for an interconne...ct starting from a limited set of S-parameter samples, which are obtained by simulating or measuring the interconnect for a few random realizations of its stochastic physical properties. These original samples are first converted into a pole-residue representation with common poles. The corresponding residues are modeled as a correlated stochastic process by means of principal component analysis and kernel density estimation. The obtained model allows generating new samples with similar statistics as the original data. A passivity check is performed over the generated samples to retain only passive data. The proposed approach is applied to a representative coupled microstrip line example. |
| ISBN: | 978-1-5090-6185-3 |
| Appare nelle tipologie: | 4.1 Contributo in Atti di convegno |
File in questo prodotto:
| File | Descrizione | Tipologia | Licenza | |
|---|---|---|---|---|
| cnf-2016-EDAPS.pdf | 2a Post-print versione editoriale / Version of Record | Non Pubblico - Accesso privato/ristretto | Administrator Richiedi una copia | |
| A_Novel_Methodology_to_Create_Generative_Statistical_Models_of_Interconnects-edaps-2016.pdf | 2. Post-print / Author's Accepted Manuscript | PUBBLICO - Tutti i diritti riservati | Visibile a tuttiVisualizza/Apri |
http://hdl.handle.net/11583/2715102
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