Search Results for author: Emily Reed

Found 2 papers, 0 papers with code

Feynman-Kac Neural Network Architectures for Stochastic Control Using Second-Order FBSDE Theory

no code implementations L4DC 2020 Marcus Pereira, Ziyi Wang, Tianrong Chen, Emily Reed, Evangelos Theodorou

We present a deep recurrent neural network architecture to solve a class of stochastic optimal control problems described by fully nonlinear Hamilton Jacobi Bellman partial differential equations.

LEMMA

Deep 2FBSDEs For Systems With Control Multiplicative Noise

no code implementations11 Jun 2019 Marcus A. Pereira, Ziyi Wang, Tianrong Chen, Emily Reed, Evangelos A. Theodorou

We present a deep recurrent neural network architecture to solve a class of stochastic optimal control problems described by fully nonlinear Hamilton Jacobi Bellmanpartial differential equations.

LEMMA

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