Circuit Connectivity Inspired Neural Network for Analog Mixed-Signal Functional Modeling

被引：8

作者：

Hassanpourghadi, Mohsen ^{[1
]}

Su, Shiyu ^{[1
]}

Rasul, Rezwan A. ^{[1
]}

Liu, Juzheng ^{[1
]}

Zhang, Qiaochu ^{[1
]}

Chen, Mike Shuo-Wei ^{[1
]}

机构：

[1] Univ Southern Calif, Dept Elect & Comp Engn, Los Angeles, CA 90007 USA

来源：

2021 58TH ACM/IEEE DESIGN AUTOMATION CONFERENCE (DAC) | 2021年

关键词：

Analog Mixed-Signal; Modeling; Computer Aided Design; Artificial Neural Network; Modular NN; circuit-connectivity-inspired NN;

D O I：

10.1109/DAC18074.2021.9586236

中图分类号：

TP [自动化技术、计算机技术];

学科分类号：

0812 ;

摘要：

Among different types of regression methods to model Analog/Mixed-Signal (AMS) circuits, the Artificial Neural Network (ANN) is a promising candidate due to its reasonable accuracy and fast evaluation. However, for complex AMS circuits with wide specification ranges, creating an ANN model requires a large training dataset. To reduce the required training dataset's volume, we have proposed a circuit-connectivity-inspired ANN (CCI-NN), including multiple sub-ANNs linked according to the actual circuit connections. For validation, we have employed CCI-NN to model a three-stage amplifier and a current-steering digital-to-analog converter. For a certain modeling accuracy, the training dataset requirement is reduced by 3.5x-7.6x.

引用

页码：505 / 510

页数：6

共 13 条

[1] Creech G. L., 1997, IEEE Transactions on Microwave Theory and Techniques, V45, P794, DOI 10.1109/22.575602
[2] Simulation-based generation of posynomial performance models for the sizing of analog integrated circuits
Daems, W
Gielen, G
Sansen, W
[J]. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2003, 22 (05) : 517 - 534
[3] Garitselov O., 2012, Proceedings of the 25th International Conference on VLSI Design. VLSI Design 2012. Held jointly with 11th International Conference on Embedded Systems, P316, DOI 10.1109/VLSID.2012.90
[4] Performance modeling of analog integrated circuits using least-squares support vector machines
Kiely, T
Gielen, G
[J]. DESIGN, AUTOMATION AND TEST IN EUROPE CONFERENCE AND EXHIBITION, VOLS 1 AND 2, PROCEEDINGS, 2004, : 448 - 453
[5] A Distributed Energy-Efficient Resource Allocation Mechanism for Multimedia Broadband Services in 5G Ultra-dense Networks
Li, Yijing
Yu, Peng
Feng, Lei
Zhou, Fanqin
Li, Wenjing
Qiu, Xuesong
[J]. 2019 IEEE INTERNATIONAL SYMPOSIUM ON BROADBAND MULTIMEDIA SYSTEMS AND BROADCASTING (BMSB), 2019,
[6] Liu J., 2020, 2020 IEEE ACM INT C
[7] Lourenço N, 2019, INT C SYNTH MODEL AN, P13, DOI [10.1109/smacd.2019.8795282, 10.1109/SMACD.2019.8795282]
[8] Template-Free Symbolic Performance Modeling of Analog Circuits via Canonical-Form Functions and Genetic Programming
McConaghy, Trent
Gielen, Georges G. E.
[J]. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2009, 28 (08) : 1162 - 1175
[9] Methodology for the Design of Analog Integrated Interfaces Using Contracts
Nuzzo, Pierluigi
Sangiovanni-Vincentelli, Alberto
Sun, Xuening
Puggelli, Alberto
[J]. IEEE SENSORS JOURNAL, 2012, 12 (12) : 3329 - 3345
[10] A 16-bit 12-GS/s Single-/Dual-Rate DAC With a Successive Bandpass Delta-Sigma Modulator Achieving <-67-dBc IM3 Within DC to 6-GHz Tunable Passbands
Su, Shiyu
Chen, Mike Shuo-Wei
[J]. IEEE JOURNAL OF SOLID-STATE CIRCUITS, 2018, 53 (12) : 3517 - 3527

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