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Proceedings Papers

Physics-Informed Data Augmentation of Experimental Erosion Data Through Generative Adversarial Networks

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Jun Zhang, Jamie (Yijie) Li, Weiping Pei, Siamack Shirazi
Proc. ASME. FEDSM2024, Volume 2: Computational Fluid Dynamics (CFDTC); Micro and Nano Fluid Dynamics (MNFDTC); Flow Visualization, V002T05A013, July 15–17, 2024
Publisher: American Society of Mechanical Engineers
Paper No: FEDSM2024-130858
https://doi.org/10.1115/FEDSM2024-130858
... developed at E/CRC. The work provides engineers and researchers with a new approach to expand databases and build mechanistic models upon it. erosion experimental data data augmentation elbows GANs Proceedings of the ASME 2024 Fluids Engineering Division Summer Meeting FEDSM2024 July 15-17...
View Paper titled, Physics-Informed Data Augmentation of Experimental Erosion Data Through Generative Adversarial Networks
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Topics: Erosion, Generative adversarial networks, Physics
Proceedings Papers

Predicting Solid Particle Erosion and Uncertainty in Elbows by Artificial Intelligence Methods

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Soroor Karimi, Bohan Xu, Alireza Asgharpour, Siamack A. Shirazi, Sandip Sen
Proc. ASME. FEDSM2020, Volume 2: Fluid Mechanics; Multiphase Flows, V002T04A014, July 13–15, 2020
Publisher: American Society of Mechanical Engineers
Paper No: FEDSM2020-20458
https://doi.org/10.1115/FEDSM2020-20458
... prediction has a better match with both CFD and SPPS. The application of AI model to determine the uncertainty of calculated erosion is also discussed. erosion elbows artificial intelligence PREDICTING SOLID PARTICLE EROSION AND UNCERTAINTY IN ELBOWS BY ARTIFICIAL INTELLIGENCE METHODS Soroor...
View Paper titled, Predicting Solid Particle Erosion and Uncertainty in Elbows by Artificial Intelligence Methods
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Topics: Artificial intelligence, Erosion, Particulate matter, Uncertainty
Proceedings Papers

Effects of Pipe Diameter and Stokes Number on Erosion in Elbows

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Soroor Karimi, Alireza Asgharpour, Elham Fallah, Siamack A. Shirazi
Proc. ASME. FEDSM2020, Volume 2: Fluid Mechanics; Multiphase Flows, V002T04A011, July 13–15, 2020
Publisher: American Society of Mechanical Engineers
Paper No: FEDSM2020-20318
https://doi.org/10.1115/FEDSM2020-20318
... Abstract Large diameter pipes and elbows are vastly used in industry especially in mining and oil and gas production. Solid particle erosion is a common issue in these pipelines, and it is important to predict it to avoid failures. Currently, laboratory experiments reported in the literature...
View Paper titled, Effects of Pipe Diameter and Stokes Number on Erosion in Elbows
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Topics: Computational fluid dynamics, Erosion, Pipes