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math.OC2024★ 2 cited
Hamilton-Jacobi Based Policy-Iteration via Deep Operator Learning
Jae Yong Lee, Yeoneung Kim
The framework of deep operator network (DeepONet) has been widely exploited thanks to its capability of solving high dimensional partial differential equations. In this paper, we i…
math.OC2021★ 16 cited
Solving PDE-constrained Control Problems Using Operator Learning
Rakhoon Hwang, Jae Yong Lee, Jin Young Shin +1
The modeling and control of complex physical systems are essential in real-world problems. We propose a novel framework that is generally applicable to solving PDE-constrained opti…