OS.4-2：流体データの処理と活用（可視化，プリ・ポスト処理，データ同化，機械学習（人工知能），データ分析法，設計探査，最適化など）

[2509-12-04] Shape optimizations for drag reduction and heat enhancement in a laminar flow around a circular cylinder by using PINNs

*Sho Watanabe^1,2, Yosuke Hasegawa¹ (1. IIS, The University of Tokyo, 2. Komatsu Ltd.)

Keywords:Machine learning, Physics-informed neural networks, Shape optimizations, Circular cylinder flow, Drag reduction, Heat enhancement