DC Field | Value | Language |
---|---|---|
dc.contributor.author | Kim, Minsu | ko |
dc.contributor.author | Kim, Joungho | ko |
dc.contributor.author | Park, Hyunwook | ko |
dc.contributor.author | Son, Keeyoung | ko |
dc.contributor.author | Kim, SeongGuk | ko |
dc.contributor.author | Kim, Haeyeon | ko |
dc.contributor.author | Song, Jinwook | ko |
dc.date.accessioned | 2023-02-02T06:00:53Z | - |
dc.date.available | 2023-02-02T06:00:53Z | - |
dc.date.created | 2023-01-25 | - |
dc.date.issued | 2021-10-17 | - |
dc.identifier.citation | 30th IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2021 | - |
dc.identifier.issn | 2165-4107 | - |
dc.identifier.uri | http://hdl.handle.net/10203/304943 | - |
dc.description.abstract | This paper proposes a novel problem-solving strategy for simultaneous escape routing (SER) by imitation learning (IL) which is beneficial to exclude human experts' domain knowledge for designing heuristic solvers. The SER is a crucial task for printed circuit boards (PCB) layout design, affecting signal integrity (SI). However, SER is NP-hard, heuristic solver that provides a fair solution in a reasonable time is needed. We utilize deep neural network (DNN) as a learn-able heuristic solver trained by IL. To be specific, a simple search-based expert policy generates a guiding solution; the DNN learns to imitate the guiding solution. Extensive experiments show that the proposed method significantly outperforms baseline SER methods, including genetic algorithm (GA). | - |
dc.language | English | - |
dc.publisher | IEEE | - |
dc.title | Imitation Learning for Simultaneous Escape Routing | - |
dc.type | Conference | - |
dc.identifier.wosid | 000758515900016 | - |
dc.identifier.scopusid | 2-s2.0-85123162272 | - |
dc.type.rims | CONF | - |
dc.citation.publicationname | 30th IEEE Conference on Electrical Performance of Electronic Packaging and Systems, EPEPS 2021 | - |
dc.identifier.conferencecountry | US | - |
dc.identifier.conferencelocation | Austin | - |
dc.identifier.doi | 10.1109/EPEPS51341.2021.9609145 | - |
dc.contributor.localauthor | Kim, Joungho | - |
dc.contributor.nonIdAuthor | Kim, Minsu | - |
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