MLCAD: A survey of research in machine learning for CAD keynote paper

M Rapp, H Amrouch, Y Lin, B Yu… - … on Computer-Aided …, 2021 - ieeexplore.ieee.org
Due to the increasing size of integrated circuits (ICs), their design and optimization phases
(ie, computer-aided design, CAD) grow increasingly complex. At design time, a large design …

Common-centroid layout for active and passive devices: A review and the road ahead

N Karmokar, M Madhusudan… - 2022 27th Asia and …, 2022 - ieeexplore.ieee.org
This paper presents an overview of common-centroid (CC) layout styles, used in analog
designs to overcome the impact of systematic variations. CC layouts must be carefully …

VeriGOOD-ML: An open-source flow for automated ML hardware synthesis

H Esmaeilzadeh, S Ghodrati, J Gu… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
This paper introduces VeriGOOD-ML, an automated methodology for generating Verilog
with no human in the loop, starting from a high-level description of a machine learning (ML) …

Automatic op-amp generation from specification to layout

J Lu, L Lei, J Huang, F Yang, L Shang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
The operational amplifier is a key building block in analog systems. However, the design
process of the operational amplifier is time consuming and heavily depends on engineers' …

LAYGO2: A custom layout generation engine based on dynamic templates and grids for advanced CMOS technologies

T Shin, D Lee, D Kim, G Sung, W Shin… - … on Computer-Aided …, 2023 - ieeexplore.ieee.org
This article presents an automatic layout generation framework in advanced CMOS
technologies. The framework extends the template-and-grid-based layout generation …

GNN-based hierarchical annotation for analog circuits

K Kunal, T Dhar, M Madhusudan… - … on Computer-Aided …, 2023 - ieeexplore.ieee.org
Analog designs consist of multiple hierarchical functional blocks. Each block can be built
using one of several design topologies, where the choice of topology is based on circuit …

Analog and mixed-signal layout automation using digital place-and-route tools

PH Wei, B Murmann - IEEE Transactions on Very Large Scale …, 2021 - ieeexplore.ieee.org
Today's analog and mixed-signal (AMS) layout flow requires long manual iterations and
does not leverage computing resources for data-driven optimization. This issue is further …

Are analytical techniques worthwhile for analog IC placement?

Y Lin, Y Li, D Fang, M Madhusudan… - … , Automation & Test …, 2022 - ieeexplore.ieee.org
Analytical techniques have long been a prevailing approach to digital IC placement due to
their advantage in handling large-sized problems. Recently, they have been adopted for …

LayoutCopilot: An LLM-powered Multi-agent Collaborative Framework for Interactive Analog Layout Design

B Liu, H Zhang, X Gao, Z Kong, X Tang, Y Lin… - arXiv preprint arXiv …, 2024 - arxiv.org
Analog layout design heavily involves interactive processes between humans and design
tools. The tools are usually designed to use scripting commands or visualized buttons for …

From specification to silicon: Towards analog/mixed-signal design automation using surrogate NN models with transfer learning

J Liu, S Su, M Madhusudan… - 2021 IEEE/ACM …, 2021 - ieeexplore.ieee.org
We propose a complete analog mixed-signal circuit design flow from specification to silicon
with minimum human-in-the-loop interaction, and verify the flow in a 12nm FinFET CMOS …