Probabilistic invertible neural network for inverse design space exploration and reasoning

Probabilistic invertible neural network for inverse design space exploration and reasoning

Invertible neural network (INN) is a promising tool for inverse design optimization. While generating forward predictions from given inputs to the system response, INN enables the inverse process without much extra cost. The inverse process of INN predicts the possible input parameters for the speci...

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Bibliographic Details
Main Authors: Yiming Zhang, Zhiwei Pan, Shuyou Zhang, Na Qiu
Format: Article
Language:English
Published: AIMS Press 2023-01-01
Series:Electronic Research Archive
Subjects:
inverse design
invertible neural network
probabilistic machine learning
uncertainty quantification
turbine blade design
Online Access:https://aimspress.com/article/doi/10.3934/era.2023043?viewType=HTML

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https://aimspress.com/article/doi/10.3934/era.2023043?viewType=HTML

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