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An Efficient Bayesian Optimization Approach for Automated Optimization of Analog Circuits

IEEE Transactions on Circuits and Systems I: Regular Papers, 2018
The computation-intensive circuit simulation makes the analog circuit sizing challenging for large-scale/complicated analog/RF circuits. A Bayesian optimization approach has been proposed recently for the optimization problems involving the evaluations ...
Wenlong Lyu, Yao Qian, Xuan Zeng
exaly   +2 more sources

Automated Design of Complex Analog Circuits with Multiagent based Reinforcement Learning

Design Automation Conference, 2023
Despite the effort of analog circuit design automation, currently complex analog circuit design still requires extensive manual iterations, making it labor intensive and time-consuming.
Jinxin Zhang   +4 more
semanticscholar   +1 more source

GNN-Based Hierarchical Annotation for Analog Circuits

IEEE Transactions on Computer-Aided Design of Integrated Circuits and Systems, 2023
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 performance requirements. A major challenge in automating analog design is
K. Kunal   +9 more
semanticscholar   +1 more source

A Novel Incipient Fault Diagnosis Method for Analog Circuits Based on GMKL-SVM and Wavelet Fusion Features

IEEE Transactions on Instrumentation and Measurement, 2021
To enhance the reliability of analog circuits in complex electrical systems, a novel incipient fault diagnosis method is presented in this article. The wavelet packet feature quantities, which consist of the energy, fluctuation coefficient, skewness, and
Tian-Yu Gao, Jing-Li Yang, Shou-Da Jiang
semanticscholar   +1 more source

Soft Fault Diagnosis of Analog Circuits Based on a ResNet With Circuit Spectrum Map

IEEE Transactions on Circuits and Systems Part 1: Regular Papers, 2021
Deep learning has achieved excellent results in many fields due to powerful feature extraction and learning ability. In this study, an improved method for analog circuit fault diagnosis based on a deep residual network is presented.
Lipeng Ji, Chen-Qi Fu, Wei-Qing Sun
semanticscholar   +1 more source

Layout Symmetry Annotation for Analog Circuits with Graph Neural Networks

Asia and South Pacific Design Automation Conference, 2021
The performance of analog circuits is susceptible to various layout constraints, such as symmetry, matching, etc. Modern analog placement and routing algorithms usually need to take these constraints as input for high quality solutions, while manually ...
Xiao-Han Gao   +5 more
semanticscholar   +1 more source

Efficient butterfly inspired optimization algorithm for analog circuits design

Microelectronics Journal, 2021
In this paper for the first time a butterfly inspired optimization algorithm, both in single- and multi-objective version is adapted for analog circuit design.
Abdelaziz Lberni   +3 more
semanticscholar   +1 more source

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