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The design of Analog and Mixed-Signal (AMS) integrated circuits (ICs) often involves significant manual effort, especially during the transistor sizing process. While Machine Learning techniques in Electronic Design Automation (EDA) have…

机器学习 · 计算机科学 2025-12-23 Chang Liu , Danial Chitnis

The design of Analog and Mixed-Signal (AMS) integrated circuits (ICs) often involves significant manual effort, especially during the transistor sizing process. While Machine Learning techniques in Electronic Design Automation (EDA) have…

机器学习 · 计算机科学 2025-09-03 Chang Liu , Emmanuel A. Olowe , Danial Chitnis

Machine learning models are advancing circuit design, particularly in analog circuits. They typically generate netlists that lack human interpretability. This is a problem as human designers heavily rely on the interpretability of circuit…

Analog/mixed-signal circuits are key for interfacing electronics with the physical world. Their design, however, remains a largely handcrafted process, resulting in long and error-prone design cycles. While the recent rise of AI-based…

机器学习 · 计算机科学 2026-01-15 Mohsen Ahmadzadeh , Kaichang Chen , Georges Gielen

Generating accurate circuit schematics from high-level natural language descriptions remains a persistent challenge in electronic design automation (EDA), as large language models (LLMs) frequently hallucinate components, violate strict…

人工智能 · 计算机科学 2026-05-28 Khandakar Shakib Al Hasan , Syed Rifat Raiyan , Hasin Mahtab Alvee , Wahid Sadik

Today's analog/mixed-signal (AMS) integrated circuit (IC) designs demand substantial manual intervention. The advent of multimodal large language models (MLLMs) has unveiled significant potential across various fields, suggesting their…

计算机视觉与模式识别 · 计算机科学 2024-10-10 Zhuofu Tao , Yichen Shi , Yiru Huo , Rui Ye , Zonghang Li , Li Huang , Chen Wu , Na Bai , Zhiping Yu , Ting-Jung Lin , Lei He

Masala-CHAI is a fully automated framework leveraging large language models (LLMs) to generate Simulation Programs with Integrated Circuit Emphasis (SPICE) netlists. It addresses a long-standing challenge in circuit design automation:…

硬件体系结构 · 计算机科学 2025-03-25 Jitendra Bhandari , Vineet Bhat , Yuheng He , Hamed Rahmani , Siddharth Garg , Ramesh Karri

Recent advances in generative AI have accelerated the discovery of novel chemicals and materials. However, scaling these discoveries to industrial production remains a major bottleneck due to the synthesis gap -- the need to develop…

机器学习 · 计算机科学 2025-08-19 Sakhinana Sagar Srinivas , Shivam Gupta , Venkataramana Runkana

Analog circuits are crucial in modern electronic systems, and automating their design has attracted significant research interest. One of major challenges is topology synthesis, which determines circuit components and their connections.…

硬件体系结构 · 计算机科学 2025-06-17 Haoyi Zhang , Shizhao Sun , Yibo Lin , Runsheng Wang , Jiang Bian

Analog and mixed-signal circuit design remains challenging due to the shortage of high-quality data and the difficulty of embedding domain knowledge into automated flows. Traditional black-box optimization achieves sampling efficiency but…

机器学习 · 计算机科学 2025-09-18 Ziming Wei , Zichen Kong , Yuan Wang , David Z. Pan , Xiyuan Tang

In the realm of electronic and electrical engineering, automation of analog circuit is increasingly vital given the complexity and customized requirements of modern applications. However, existing methods only develop search-based…

硬件体系结构 · 计算机科学 2024-08-30 Chen-Chia Chang , Yikang Shen , Shaoze Fan , Jing Li , Shun Zhang , Ningyuan Cao , Yiran Chen , Xin Zhang

Design automation has the potential to substantially improve the efficiency of analog integrated circuit (IC) design. However, existing algorithms and tools typically focus on individual stages, such as device sizing, placement, or routing,…

硬件体系结构 · 计算机科学 2026-04-24 Xian Rong Qin , Yong Zhang , Ying Hu , Tao Su , Bo-Wen Jia , Ning Xu

The design of Analog and Mixed-Signal (AMS) integrated circuits remains heavily reliant on expert knowledge, with transistor sizing a major bottleneck due to nonlinear behavior, high-dimensional design spaces, and strict performance…

人工智能 · 计算机科学 2026-05-29 Xi Yu , Dmitrii Torbunov , Soumyajit Mandal , Yihui Ren

Automating analog circuit design remains a longstanding challenge in Electronic Design Automation (EDA). While Transformer-based Large Language Models (LLMs) have revolutionized software code generation, their application to analog hardware…

人工智能 · 计算机科学 2026-05-08 Md Touhidul Islam , Sujan Kumar Saha , Farimah Farahmandi , Mark Tehranipoor

Recent advances in large language models (LLMs) suggest strong potential for automating analog circuit design. Yet most LLM-based approaches rely on a single-model loop of generation, diagnosis, and correction, which favors succinct…

人工智能 · 计算机科学 2026-03-26 Zhixuan Bao , Zhuoyi Lin , Jiageng Wang , Jinhai Hu , Yuan Gao , Yaoxin Wu , Xiaoli Li , Xun Xu

In this study, we investigate the use of Large Language Models (LLMs) for the interactive and automated production of customs circuit layouts described in natural language. Our proposed layout automation process leverages a…

硬件体系结构 · 计算机科学 2024-08-15 Geunyoung You , Youjin Byun , Sojin Lim , Jaeduk Han

In this paper, we propose AMS-IO-Agent, a domain-specialized LLM-based agent for structure-aware input/output (I/O) subsystem generation in analog and mixed-signal (AMS) integrated circuits (ICs). The central contribution of this work is a…

人工智能 · 计算机科学 2025-12-29 Zhishuai Zhang , Xintian Li , Shilong Liu , Aodong Zhang , Lu Jie , Nan Sun

Analog layout design heavily involves interactive processes between humans and design tools. Electronic Design Automation (EDA) tools for this task are usually designed to use scripting commands or visualized buttons for manipulation,…

硬件体系结构 · 计算机科学 2025-01-14 Bingyang Liu , Haoyi Zhang , Xiaohan Gao , Zichen Kong , Xiyuan Tang , Yibo Lin , Runsheng Wang , Ru Huang

ALIGN ("Analog Layout, Intelligently Generated from Netlists") is an open-source automatic layout generation flow for analog circuits. ALIGN translates an input SPICE netlist to an output GDSII layout, specific to a given technology, as…

Artificial intelligence (AI) techniques are transforming analog circuit design by automating device-level tuning and enabling system-level co-optimization. This paper integrates two approaches: (1) AI-assisted transistor sizing using…

硬件体系结构 · 计算机科学 2025-05-09 Jinhai Hu , Wang Ling Goh , Yuan Gao
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