Challenges and opportunities toward fully automated analog layout design
Realizing the layouts of analog/mixed-signal (AMS) integrated circuits (ICs) is a complicated
task due to the high design flexibility and sensitive circuit performance. Compared with the …
task due to the high design flexibility and sensitive circuit performance. Compared with the …
ALIGN: A system for automating analog layout
ALIGN: A System for Automating Analog Layout Page 1 8 2168-2356/20©2020 IEEE
Copublished by the IEEE CEDA, IEEE CASS, IEEE SSCS, and TTTC IEEE Design&Test …
Copublished by the IEEE CEDA, IEEE CASS, IEEE SSCS, and TTTC IEEE Design&Test …
Large circuit models: opportunities and challenges
Within the electronic design automation (EDA) domain, artificial intelligence (AI)-driven
solutions have emerged as formidable tools, yet they typically augment rather than redefine …
solutions have emerged as formidable tools, yet they typically augment rather than redefine …
Universal symmetry constraint extraction for analog and mixed-signal circuits with graph neural networks
Recent research trends in analog layout synthesis aim for a fully automated netlist-to-GDSII
design flow with minimum human efforts. Due to the sensitiveness of analog circuit layouts …
design flow with minimum human efforts. Due to the sensitiveness of analog circuit layouts …
Why are graph neural networks effective for eda problems?
In this paper, we discuss the source of effectiveness of Graph Neural Networks (GNNs) in
EDA, particularly in the VLSI design automation domain. We argue that the effectiveness …
EDA, particularly in the VLSI design automation domain. We argue that the effectiveness …
Parasitic-aware analog circuit sizing with graph neural networks and Bayesian optimization
M Liu, WJ Turner, GF Kokai, B Khailany… - … , Automation & Test …, 2021 - ieeexplore.ieee.org
Layout parasitics significantly impact the performance of analog integrated circuits, leading
to discrepancies between schematic and post-layout performance and requiring several …
to discrepancies between schematic and post-layout performance and requiring several …
The dawn of ai-native eda: Promises and challenges of large circuit models
Within the Electronic Design Automation (EDA) domain, AI-driven solutions have emerged
as formidable tools, yet they typically augment rather than redefine existing methodologies …
as formidable tools, yet they typically augment rather than redefine existing methodologies …
Automating analog constraint extraction: From heuristics to learning
Analog layout synthesis has recently received much attention to mitigate the increasing cost
of manual layout efforts. To achieve the desired performance and design specifications …
of manual layout efforts. To achieve the desired performance and design specifications …
[HTML][HTML] Scalable and order invariant analog integrated circuit placement with attention-based graph-to-sequence deep models
The design of integrated circuits (ICs) in the analog spectrum is intricate due to the signals'
continuous nature. Additionally, it is strongly affected by the physical implementation of their …
continuous nature. Additionally, it is strongly affected by the physical implementation of their …
A survey and perspective on artificial intelligence for security-aware electronic design automation
Artificial intelligence (AI) and machine learning (ML) techniques have been increasingly
used in several fields to improve performance and the level of automation. In recent years …
used in several fields to improve performance and the level of automation. In recent years …