Search Results for author: Wenjing Ye

Found 3 papers, 0 papers with code

An adaptive artificial neural network-based generative design method for layout designs

no code implementations29 Jan 2021 Chao Qian, Renkai Tan, Wenjing Ye

In recent years, machine learning methods such as artificial neural networks have been used increasingly to speed up the design process.

Accelerating gradient-based topology optimization design with dual-model neural networks

no code implementations14 Sep 2020 Chao Qian, Wenjing Ye

In this work, neural networks are used as efficient surrogate models for forward and sensitivity calculations in order to greatly accelerate the design process of topology optimization.

Deep learning based inverse method for layout design

no code implementations7 Jun 2018 Yu-Jie Zhang, Wenjing Ye

Layout design with complex constraints is a challenging problem to solve due to the non-uniqueness of the solution and the difficulties in incorporating the constraints into the conventional optimization-based methods.

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