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math.OC2025
Deep Operator Neural Network Model Predictive Control
Thomas Oliver de Jong, Khemraj Shukla, Mircea Lazar
In this paper, we consider the design of model predictive control (MPC) algorithms based on deep operator neural networks (DeepONets). These neural networks are capable of accurate…
math.OC2023★ 1 cited
Randomized Forward Mode of Automatic Differentiation For Optimization Algorithms
Khemraj Shukla, Yeonjong Shin
We present a randomized forward mode gradient (RFG) as an alternative to backpropagation. RFG is a random estimator for the gradient that is constructed based on the directional de…