Modeling and Analysis of Particle Deposition Processes on PVDF Membranes Using SEM Images and Image Generation by Auxiliary Classifier Generative Adversarial Networks

Modeling and Analysis of Particle Deposition Processes on PVDF Membranes Using SEM Images and Image Generation by Auxiliary Classifier Generative Adversarial Networks

Due to highly complex membrane structures, previous research on membrane modeling employed extensively simplified structures to save computational expense, which resulted in deviation from the real processes of membrane fouling. To overcome those shortcomings of the previous models, this study aimed...

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Bibliographic Details
Main Authors: Caterina Cacciatori, Takashi Hashimoto, Satoshi Takizawa
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Water
Subjects:
deep learning
generative adversarial network
membrane filtration modeling
particle deposition
PVDF membrane
Online Access:https://www.mdpi.com/2073-4441/12/8/2225

Internet

https://www.mdpi.com/2073-4441/12/8/2225

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