Automated Topology Synthesis of Analog Integrated Circuits With Frequency Compensation

IF 2.9 3区 计算机科学 Q2 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems Pub Date : 2024-09-18 DOI:10.1109/TCAD.2024.3462904
Zhenxin Zhao;Jun Liu;Wen-Sheng Zhao;Lihong Zhang
{"title":"Automated Topology Synthesis of Analog Integrated Circuits With Frequency Compensation","authors":"Zhenxin Zhao;Jun Liu;Wen-Sheng Zhao;Lihong Zhang","doi":"10.1109/TCAD.2024.3462904","DOIUrl":null,"url":null,"abstract":"Analog circuit topology synthesis suffers from weak synthesis capability and low-synthesis efficiency, which result in a bottleneck toward its practical industrial applications. This article presents a proximal-policy-optimization-based circuit topology synthesis framework, which features a superior convergence rate. To further promote its synthesis efficiency, we have improved a deterministic optimization method by incorporating a bias-aware scheme and group concept, which is applied as a filter to eliminate the undesirable topologies in the early evaluation stage. Moreover, a graph-based refinement scheme is proposed to perform deterministically on the generated circuit topologies, which can efficiently add frequency compensation circuits. Compared with the state-of-the-art approaches, our proposed method not only boosts the synthesis efficiency by at least 3 times but also enhances the synthesis capability with a deterministic compensation scheme, showcasing significant advancement of performance efficacy.","PeriodicalId":13251,"journal":{"name":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","volume":"44 3","pages":"832-844"},"PeriodicalIF":2.9000,"publicationDate":"2024-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems","FirstCategoryId":"94","ListUrlMain":"https://ieeexplore.ieee.org/document/10683770/","RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"COMPUTER SCIENCE, HARDWARE & ARCHITECTURE","Score":null,"Total":0}
引用次数: 0

Abstract

Analog circuit topology synthesis suffers from weak synthesis capability and low-synthesis efficiency, which result in a bottleneck toward its practical industrial applications. This article presents a proximal-policy-optimization-based circuit topology synthesis framework, which features a superior convergence rate. To further promote its synthesis efficiency, we have improved a deterministic optimization method by incorporating a bias-aware scheme and group concept, which is applied as a filter to eliminate the undesirable topologies in the early evaluation stage. Moreover, a graph-based refinement scheme is proposed to perform deterministically on the generated circuit topologies, which can efficiently add frequency compensation circuits. Compared with the state-of-the-art approaches, our proposed method not only boosts the synthesis efficiency by at least 3 times but also enhances the synthesis capability with a deterministic compensation scheme, showcasing significant advancement of performance efficacy.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
带频率补偿的模拟集成电路自动拓扑合成
模拟电路拓扑合成存在着合成能力弱、合成效率低等问题,是制约其实际工业应用的瓶颈。本文提出了一种基于最近邻策略优化的电路拓扑综合框架,该框架具有优越的收敛速度。为了进一步提高其综合效率,我们改进了一种确定性优化方法,将偏差感知方案和群概念结合在一起,作为过滤器,在早期评估阶段消除不需要的拓扑。此外,提出了一种基于图的优化方案,对生成的电路拓扑进行确定性执行,有效地增加了频率补偿电路。与现有方法相比,该方法不仅将合成效率提高了至少3倍,而且通过确定性补偿方案提高了合成能力,性能效率有了显著提高。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
CiteScore
5.60
自引率
13.80%
发文量
500
审稿时长
7 months
期刊介绍: The purpose of this Transactions is to publish papers of interest to individuals in the area of computer-aided design of integrated circuits and systems composed of analog, digital, mixed-signal, optical, or microwave components. The aids include methods, models, algorithms, and man-machine interfaces for system-level, physical and logical design including: planning, synthesis, partitioning, modeling, simulation, layout, verification, testing, hardware-software co-design and documentation of integrated circuit and system designs of all complexities. Design tools and techniques for evaluating and designing integrated circuits and systems for metrics such as performance, power, reliability, testability, and security are a focus.
期刊最新文献
PCMT: Prioritizing Coherence Message Types for NoC Protocol-Level Deadlock Freedom Fama: An FPGA-Oriented Multiscalar Multiplication Accelerator Optimized via Algorithm–Hardware Co-Design A UMAP-Based Clustering Side-Channel Analysis on Public-Key Cryptosystems MCLM-BXN: Design of a High-Entropy TRNG Using Modified Chaotic Logistic Maps and Braided XOR Networks on FPGA IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems publication information
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1