126 citations · 251 across the 6 of their papers we have counts for
6 papers
AnalogGym: An Open and Practical Testing Suite for Analog Circuit Synthesis
Jintao Li, Haochang Zhi, Ruiyu Lyu +9
Recent advances in machine learning (ML) for automating analog circuit synthesis have been significant, yet challenges remain. A critical gap is the lack of a standardized evaluati…
LinEasyBO: Scalable Bayesian Optimization Approach for Analog Circuit Synthesis via One-Dimensional Subspaces
Shuhan Zhang, Fan Yang, Changhao Yan +2
A large body of literature has proved that the Bayesian optimization framework is especially efficient and effective in analog circuit synthesis. However, most of the previous rese…
An Efficient Batch Constrained Bayesian Optimization Approach for Analog Circuit Synthesis via Multi-objective Acquisition Ensemble
Shuhan Zhang, Fan Yang, Changhao Yan +2
Bayesian optimization is a promising methodology for analog circuit synthesis. However, the sequential nature of the Bayesian optimization framework significantly limits its abilit…
Bayesian Optimization Approach for Analog Circuit Synthesis Using Neural Network
Shuhan Zhang, Wenlong Lyu, Fan Yang +3
Bayesian optimization with Gaussian process as surrogate model has been successfully applied to analog circuit synthesis. In the traditional Gaussian process regression model, the…
An Efficient Multi-fidelity Bayesian Optimization Approach for Analog Circuit Synthesis
Shuhan Zhang, Wenlong Lyu, Fan Yang +4
This paper presents an efficient multi-fidelity Bayesian optimization approach for analog circuit synthesis. The proposed method can significantly reduce the overall computational…
A parallel method for solving Laplace equations with Dirichlet data using local boundary integral equations and random walks
Chanhao Yan, Wei Cai, Xuan Zeng
In this paper, we will present a new approach for solving Laplace equations in general 3-D domains. The approach is based on a local computation method for the DtN mapping of the L…