Pin Accessibility and Routing Congestion Aware DRC Hotspot Prediction Using Graph Neural Network and U-Net

Author:

Baek Kyeonghyeon1,Park Hyunbum1,Kim Suwan1,Choi Kyumyung1,Kim Taewhan1

Affiliation:

1. Seoul National University, Seoul, Korea

Publisher

ACM

Reference25 articles.

1. W.-T. J. Chan , Y. Du , A. B. Kahng , S. Nath , and K. Samadi , " Beol stack-aware routability prediction from placement using data mining techniques," in Proceedings of International Conference on Computer Design (ICCD) , 2016 . W.-T. J. Chan, Y. Du, A. B. Kahng, S. Nath, and K. Samadi, "Beol stack-aware routability prediction from placement using data mining techniques," in Proceedings of International Conference on Computer Design (ICCD), 2016.

2. W.-T. J. Chan , P.-H. Ho , A. B. Kahng , and P. Saxena , " Routability optimization for industrial designs at sub-14nm process nodes using machine learning," in Proceedings of International Symposium on Physical Design (ISPD) , 2017 . W.-T. J. Chan, P.-H. Ho, A. B. Kahng, and P. Saxena, "Routability optimization for industrial designs at sub-14nm process nodes using machine learning," in Proceedings of International Symposium on Physical Design (ISPD), 2017.

3. W.-T. Hung , J.-Y. Huang , Y.-C. Chou , C.-H. Tsai , and M. Chao , " Transforming global routing report into drc violation map with convolutional neural network," in Proceedings of International Symposium on Physical Design (ISPD) , 2020 . W.-T. Hung, J.-Y. Huang, Y.-C. Chou, C.-H. Tsai, and M. Chao, "Transforming global routing report into drc violation map with convolutional neural network," in Proceedings of International Symposium on Physical Design (ISPD), 2020.

4. RouteNet

5. T.-C. Yu , S.-Y. Fang , H.-S. Chiu , K.-S. Hu , P. H.-Y. Tai , C. C.-F. Shen , and H. Sheng , " Pin accessibility prediction and optimization with deep learning-based pin pattern recognition," IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems , 2020 . T.-C. Yu, S.-Y. Fang, H.-S. Chiu, K.-S. Hu, P. H.-Y. Tai, C. C.-F. Shen, and H. Sheng, "Pin accessibility prediction and optimization with deep learning-based pin pattern recognition," IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2020.

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