Post-layout simulation driven analog circuit sizing

被引:0
作者
Gao, Xiaohan [1 ,2 ]
Zhang, Haoyi [1 ]
Ye, Siyuan [1 ]
Liu, Mingjie [4 ]
Pan, David Z. [4 ]
Shen, Linxiao [1 ]
Wang, Runsheng [1 ,3 ]
Lin, Yibo [1 ,3 ]
Huang, Ru [1 ,3 ]
机构
[1] Peking Univ, Sch Integrated Circuits, Beijing 100871, Peoples R China
[2] Peking Univ, Sch Comp Sci, Beijing 100871, Peoples R China
[3] Peking Univ, Inst Elect Design Automat, Wuxi 214000, Peoples R China
[4] Univ Texas Austin, Dept Elect & Comp Engn, Austin, TX 78712 USA
基金
中国国家自然科学基金;
关键词
analog EDA; transistor sizing; Bayesian optimization; post-layout simulation;
D O I
10.1007/s11432-022-3878-5
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Post-layout simulation provides accurate guidance for analog circuit design, but post-layout performance is hard to be directly optimized at early design stages. Prior work on analog circuit sizing often utilizes pre-layout simulation results as the optimization objective. In this work, we propose a post-layout-simulation-driven (post-simulation-driven for short) analog circuit sizing framework that directly optimizes the post-layout simulation performance. The framework integrates automated layout generation into the optimization loop of transistor sizing and leverages a coupled Bayesian optimization algorithm to search for the best post-simulation performance. Experimental results demonstrate that our framework can achieve over 20% better post-layout performance in competitive time than manual design and the method that only considers pre-layout optimization.
引用
收藏
页数:12
相关论文
共 32 条
[1]  
[Anonymous], 2017, Deep learning
[2]  
Bergstra J., 2011, ADV NEURAL INFORM PR, V24, P2546, DOI DOI 10.5555/2986459.2986743
[3]   CircuitNet: an open-source dataset for machine learning applications in electronic design automation (EDA) [J].
Chai, Zhuomin ;
Zhao, Yuxiang ;
Lin, Yibo ;
Liu, Wei ;
Wang, Runsheng ;
Huang, Ru .
SCIENCE CHINA-INFORMATION SCIENCES, 2022, 65 (12)
[4]  
Chang E, 2018, IEEE CUST INTEGR CIR
[5]   Toward Silicon-Proven Detailed Routing for Analog and Mixed-Signal Circuits [J].
Chen, Hao ;
Zhu, Keren ;
Liu, Mingjie ;
Tang, Xiyuan ;
Sun, Nan ;
Pan, David Z. .
2020 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER AIDED-DESIGN (ICCAD), 2020,
[6]   MAGICAL 1.0: An Open-Source Fully-Automated AMS Layout Synthesis Framework Verified With a 40-nm 1GS/s ΔΣ ADC [J].
Chen, Hao ;
Liu, Mingjie ;
Tang, Xiyuan ;
Zhu, Keren ;
Mukherjee, Abhishek ;
Sun, Nan ;
Pan, David Z. .
2021 IEEE CUSTOM INTEGRATED CIRCUITS CONFERENCE (CICC), 2021,
[7]  
Crossley J, 2013, ICCAD-IEEE ACM INT, P74, DOI 10.1109/ICCAD.2013.6691100
[8]   BagNet: Berkeley Analog Generator with Layout Optimizer Boosted with Deep Neural Networks [J].
Hakhamaneshi, Kourosh ;
Werblun, Nick ;
Abbeel, Pieter ;
Stojanovic, Vladimir .
2019 IEEE/ACM INTERNATIONAL CONFERENCE ON COMPUTER-AIDED DESIGN (ICCAD), 2019,
[9]  
Hennig P, 2012, J MACH LEARN RES, V13, P1809
[10]   Optimal design of a CMOS op-amp via geometric programming [J].
Hershenson, MD ;
Boyd, SP ;
Lee, TH .
IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2001, 20 (01) :1-21