Luis Francisco
College of Engineering
Works (5)
2023 journal article
A Deep Transfer Learning Design Rule Checker With Synthetic Training
IEEE DESIGN & TEST, 40(1), 77–84.
author keywords: Layout; Design methodology; Convolutional neural networks; Transfer learning; Generators; Deep learning; Manuals; Training data; Design Rule Checking; Machine Learning; IC Verification; Physical Verification; Convolutional Neural Network; Deep Learning; Synthetic Data Training; Transfer Learning
Sources: Web Of Science, ORCID
Added: January 24, 2023
2021 article
Fast and Accurate PPA Modeling with Transfer Learning
2021 ACM/IEEE 3RD WORKSHOP ON MACHINE LEARNING FOR CAD (MLCAD).
author keywords: PPA; Machine Learning; Power; Performance; Area; Gradient Boost; Neural Network; Transfer Learning
Sources: Web Of Science, ORCID
Added: November 15, 2021
2021 conference paper
Fast and Accurate PPA Modeling with Transfer Learning
2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD). Presented at the 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD), Munich, Germany.
Event: 2021 IEEE/ACM International Conference On Computer Aided Design (ICCAD) at Munich, Germany on November 1-4, 2021
author keywords: PPA; Machine Learning; Power; Performance; Area; Gradient Boost; Neural Network; Transfer Learning; Surrogate Modeling
Sources: Web Of Science, ORCID
Added: February 21, 2022
2020 article
Design Rule Checking with a CNN Based Feature Extractor
PROCEEDINGS OF THE 2020 ACM/IEEE 2ND WORKSHOP ON MACHINE LEARNING FOR CAD (MLCAD '20), pp. 9–14.
author keywords: Design Rule Checking; Machine Learning; IC Verification; Design for Manufacturing; Convolutional Neural Network; Deep Learning
arxiv.org (repository)
Sources: Web Of Science, ORCID
Added: August 16, 2021
2019 article
Multilayer CMP Hotspot Modeling Through Deep Learning
DESIGN-PROCESS-TECHNOLOGY CO-OPTIMIZATION FOR MANUFACTURABILITY XIII, Vol. 10962.
author keywords: CMP; Machine Learning; DFM; Advanced Lithography; Depth of Focus; CMP hotspots; Chip Topography
Source: Web Of Science
Added: November 11, 2019
