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Technical session

V. Data-based Simulations and Machine Learning

2-10-1

2023年7月11日(火) 10:20 〜 12:00 講演室 10 (10F 1009)

Chair:Sung Goon Park(Seoul National University of Science and Technology)

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10:20 〜 10:40

[2-10-1-01] Deep Learning-Based Simultaneous Detector for High Precision Monitoring of Cell Encapsulation Statistics in Microfluidic Droplets

*Wei Li¹ (1. Department of Chemical Engineering, Texas Tech University, USA)

10:40 〜 11:00

[2-10-1-02] Three-Dimensional Reconstruction of Fluid Stress Field from Flow Birefringence using 3D Physics Informed Convolutional Encoder-Decoder (3D-PICED)

*Daichi Igarashi¹, Jingzu Yee¹, Yoshiyuki Tagawa¹ (1. Tokyo University of Agriculture and Technology)

11:00 〜 11:20

[2-10-1-03] Deep reinforcement learning approach for active flow control on airfoil using plasma actuators

*Paraskovia Kolesova¹, Mustafa Z. YOUSIF^1,2, Hee-Chang LIM¹ (1. Pusan National University, 2. LSTME Busan)

11:20 〜 11:40

[2-10-1-04] A transformer-based synthetic-inflow generator for spatially developing turbulent boundary layers

*Mustafa Z. Yousif^1,2, Meng Zhang¹, HeeChang Lim¹ (1. Pusan national university, 2. LSTME Busan)

11:40 〜 12:00

[2-10-1-05] Speed-up of the Optimization of Fluid Control Laws by using Dynamic Mode Decomposition in the Environment of Deep Reinforcement Learning

*Taku Sakamoto¹, Kie Okabayashi¹ (1. Osaka University)

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