Monday, November 20, 2023
8:00AM - 8:13AM
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L29.00001: The effect of physical constraints on the loss function landscapes of deep learning models
Manuel Cabral, Bernat Font, Gabriel D Weymouth
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Monday, November 20, 2023
8:13AM - 8:26AM
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L29.00002: On application of Physics-Informed Neural Networks to Improve Noisy Data of Incompressible Flows
Abdelrahman A Elmaradny, Ahmed Atallah, Yasaman Farsiani, Haithem E Taha, Arash Kheradvar
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Monday, November 20, 2023
8:26AM - 8:39AM
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L29.00003: Explainable deep learning for fluid dynamics using a Fourier-wavelet analysis framework
Pedram Hassanzadeh, Ashesh K Chattopadhyay, Yifei Guan, Hamid Pahlavan, Adam Subel
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Monday, November 20, 2023
8:39AM - 8:52AM
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L29.00004: Reduced-order modeling of fluid flows with transformers
AmirPouya Hemmasian, Amir Barati Farimani
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Monday, November 20, 2023
8:52AM - 9:05AM
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L29.00005: Development of reduced order modeling-based linear system extracting method for efficient data handling with a minimal nonlinearity
Takeru Ishize, Koji Fukagata
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Monday, November 20, 2023
9:05AM - 9:18AM
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L29.00006: Residual-based physics-informed transfer learning (RePIT) strategy to accelerate unsteady fluid flow simulations
Joongoo Jeon, Juhyeong Lee, Ricardo Vinuesa, Sung Joong Kim
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Monday, November 20, 2023
9:18AM - 9:31AM
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L29.00007: Improving Neural Operators with Physics Informed Token Transformers
Cooper Lorsung, Zijie Li, Amir Barati Farimani
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Monday, November 20, 2023
9:31AM - 9:44AM
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L29.00008: Dimensional compression and reconstruction for unstructured finite volume meshes via geometric deep learning
Liam K Magargal, Parisa Khodabakhshi, Steven N Rodriguez, Justin W Jaworski, John Michopoulos
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Monday, November 20, 2023
9:44AM - 9:57AM
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L29.00009: Physics-informed neural network for enhancement of weather forecasts
Alvaro Moreno Soto, Alejandro Cervantes, Manuel Soler
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Monday, November 20, 2023
9:57AM - 10:10AM
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L29.00010: Using self-adaptive physics-informed learning to estimate orographic gravity waves
Thi Nguyen Khoa Nguyen, Christophe Millet, Thibault Dairay, Raphaël Meunier, Mathilde Mougeot
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Monday, November 20, 2023
10:10AM - 10:23AM
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L29.00011: Machine-learned reduced order modeling toward an effective flow control framework
Hiroshi Omichi, Takeru Ishize, Koji Fukagata
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Monday, November 20, 2023
10:23AM - 10:36AM
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L29.00012: A Data-Free Partial Differential Equation Solver Based on Physics-Informed Neural Networks (PINN): FDM-PINN
Xiaoyu Tang, Boqian Yan
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