Transient Simulation for High-Speed Channels with Recurrent Neural Network

Thong Nguyen; Tianjian Lu; Ju Sun; Quang Le; Ken We; Jose Schut-Aine

doi:10.1109/EPEPS.2018.8534232

Transient Simulation for High-Speed Channels with Recurrent Neural Network

Thong Nguyen, Tianjian Lu, Ju Sun, Quang Le, Ken We, Jose Schut-Aine

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

22 Scopus citations

Abstract

Recent success of recurrent neural network (RNN) in modeling time sequence has drawn a lot of attentions across multiple fields. Prior works have shown that RNN modeling can be suitable and even powerful for macro-modeling in circuit simulation. In this work, we propose using RNN for high-speed channel simulation in the time domain, which can handle the nonlinear behaviors of the IO buffers. The numerical example has demonstrated the capability and the accuracy of the proposed approach. Through the numerical example, we investigate the multiple well-known RNN structures on their capability of accurate transient channel simulation. We also examine the tunable parameters in the RNN model such as the optimization method in dealing with nonlinearities.

Original language	English (US)
Title of host publication	EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	303-305
Number of pages	3
ISBN (Electronic)	9781538693032
DOIs	https://doi.org/10.1109/EPEPS.2018.8534232
State	Published - Nov 13 2018
Externally published	Yes
Event	27th IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2018 - San Jose, United States Duration: Oct 14 2018 → Oct 17 2018

Publication series

Name	EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems

Conference

Conference	27th IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2018
Country/Territory	United States
City	San Jose
Period	10/14/18 → 10/17/18

Bibliographical note

Publisher Copyright:
© 2018 IEEE.

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10.1109/EPEPS.2018.8534232

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Nguyen, T., Lu, T., Sun, J., Le, Q., We, K., & Schut-Aine, J. (2018). Transient Simulation for High-Speed Channels with Recurrent Neural Network. In EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems (pp. 303-305). Article 8534232 (EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/EPEPS.2018.8534232

Transient Simulation for High-Speed Channels with Recurrent Neural Network. / Nguyen, Thong; Lu, Tianjian; Sun, Ju et al.
EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems. Institute of Electrical and Electronics Engineers Inc., 2018. p. 303-305 8534232 (EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems).

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Nguyen, T, Lu, T, Sun, J, Le, Q, We, K & Schut-Aine, J 2018, Transient Simulation for High-Speed Channels with Recurrent Neural Network. in EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems., 8534232, EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems, Institute of Electrical and Electronics Engineers Inc., pp. 303-305, 27th IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2018, San Jose, United States, 10/14/18. https://doi.org/10.1109/EPEPS.2018.8534232

Nguyen T, Lu T, Sun J, Le Q, We K, Schut-Aine J. Transient Simulation for High-Speed Channels with Recurrent Neural Network. In EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems. Institute of Electrical and Electronics Engineers Inc. 2018. p. 303-305. 8534232. (EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems). doi: 10.1109/EPEPS.2018.8534232

Nguyen, Thong ; Lu, Tianjian ; Sun, Ju et al. / Transient Simulation for High-Speed Channels with Recurrent Neural Network. EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems. Institute of Electrical and Electronics Engineers Inc., 2018. pp. 303-305 (EPEPS 2018 - IEEE 27th Conference on Electrical Performance of Electronic Packaging and Systems).

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Transient Simulation for High-Speed Channels with Recurrent Neural Network

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