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math.OC2026
Efficient Adjoint-based Design Optimization with Optimal Control
Sicheng He, Shugo Kaneko, Max Howell +2
Multidisciplinary engineering system design typically employs a sequential process, progressing from system dynamics to design variables and control. However, this process is ineff…
math.OC2025
DKFNet: Differentiable Kalman Filter for Field Inversion and Machine Learning
Yuan Wu, Sicheng He
The Kalman filter is a fundamental tool for state estimation in dynamical systems. While originally developed for linear Gaussian settings, it has been extended to nonlinear proble…