Session information

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Technical session

V. Data-based Simulations and Machine Learning

2-10-2

Tue. Jul 11, 2023 2:40 PM - 4:40 PM Room 10 (10F 1009)

Chair:Shanti Bhushan(Mississippi State University)

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2:40 PM - 3:20 PM

[2-10-2-01] A deep learning framework for various problems in turbulent flow

Mustafa Z. Yousif¹, Linqi Yu¹, Meng Zhang¹, Paraskovia Kolesova¹, *HeeChang Lim¹ (1. Pusan National University)

3:20 PM - 3:40 PM

[2-10-2-02] Data-driven improvement of particle image velocimetry without DNS data

*Hiroshi Omichi¹, Takeru Ishize¹, Koji Fukagata¹ (1. Keio Univ.)

3:40 PM - 4:00 PM

[2-10-2-03] Development of a data-driven deep learning model to improve an inverse design method

Ahmad Shirvani², Mahdi Nili-Ahmadabadi², *Man Yeong Ha¹ (1. Pusan National University, 2. Isfahan University of Technology)

4:00 PM - 4:20 PM

[2-10-2-04] Using Artificial Intelligence for Hypersonic Re-Entry Transient Heat Transfer

Rafael Baez Ramirez¹, *Arturo Rodriguez¹, Jose Perez¹, Rene D. Reza¹, Vinod Kumar¹ (1. University of Texas at El Paso)

4:20 PM - 4:40 PM

[2-10-2-05] Predicting Erosion Rate and Uncertainty Utilizing Statistical Learning and Machine Learning Algorithms with Added Physics through CFD Simulations

*Jun Zhang¹, Jamie(Yijie) Li², Siamack Shirazi³ (1. Erosion/Corrosion Research Center The University of Tulsa, 2. Department of Computer Science The University of Tulsa, 3. Erosion/Corrosion Research Center Department of Mechanical Engineering The University of Tulsa)

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