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- Publisher Website: 10.1109/EPEPS.2017.8329724
- Scopus: eid_2-s2.0-85049677354
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Conference Paper: A novel tensor-based model compression method via Tucker and tensor train decompositions
Title | A novel tensor-based model compression method via Tucker and tensor train decompositions |
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Authors | |
Keywords | model order reduction nonlinear circuit simulation tensor |
Issue Date | 2017 |
Publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000236 |
Citation | 2017 IEEE 26th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS), San Jose, CA, USA, 15-18 October 2017 How to Cite? |
Abstract | We develop a novel tensor-based Tucker-Tensor-Train-Model-Compression (T3MC) scheme for speeding up nonlinear circuit simulation. Experiment shows that T3MC achieves high efficiency with significantly higher accuracy than state-of-the-art nonlinear model order reduction (MOR) methods. |
Persistent Identifier | http://hdl.handle.net/10722/261960 |
ISSN |
DC Field | Value | Language |
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dc.contributor.author | Chen, C | - |
dc.contributor.author | Batselier, K | - |
dc.contributor.author | Wong, N | - |
dc.date.accessioned | 2018-09-28T04:51:00Z | - |
dc.date.available | 2018-09-28T04:51:00Z | - |
dc.date.issued | 2017 | - |
dc.identifier.citation | 2017 IEEE 26th Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS), San Jose, CA, USA, 15-18 October 2017 | - |
dc.identifier.issn | 2165-4115 | - |
dc.identifier.uri | http://hdl.handle.net/10722/261960 | - |
dc.description.abstract | We develop a novel tensor-based Tucker-Tensor-Train-Model-Compression (T3MC) scheme for speeding up nonlinear circuit simulation. Experiment shows that T3MC achieves high efficiency with significantly higher accuracy than state-of-the-art nonlinear model order reduction (MOR) methods. | - |
dc.language | eng | - |
dc.publisher | IEEE. The Journal's web site is located at http://ieeexplore.ieee.org/xpl/conhome.jsp?punumber=1000236 | - |
dc.relation.ispartof | Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS) proceedings | - |
dc.rights | Conference on Electrical Performance of Electronic Packaging and Systems (EPEPS) proceedings. Copyright © IEEE. | - |
dc.rights | ©2017 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. | - |
dc.subject | model order reduction | - |
dc.subject | nonlinear circuit simulation | - |
dc.subject | tensor | - |
dc.title | A novel tensor-based model compression method via Tucker and tensor train decompositions | - |
dc.type | Conference_Paper | - |
dc.identifier.email | Batselier, K: kbatseli@HKUCC-COM.hku.hk | - |
dc.identifier.email | Wong, N: nwong@eee.hku.hk | - |
dc.identifier.authority | Wong, N=rp00190 | - |
dc.identifier.doi | 10.1109/EPEPS.2017.8329724 | - |
dc.identifier.scopus | eid_2-s2.0-85049677354 | - |
dc.identifier.hkuros | 292473 | - |
dc.publisher.place | United States | - |
dc.identifier.issnl | 2165-4107 | - |