geothermal heat exchangers 1heterogeneous soil thermal modeling 1laser thermal processing 1model predictive control 1operator learning 1out-of-distribution analysis 1physics-informed neural networks 1singular source removal 1surrogate modeling 1thermal conductivity parameterization 1
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math.OC2026
Model predictive control for laser thermal processing: operator learning, closed-loop validation, and out-of-distribution analysis
Smajil Halilovic, Yuchen Zhang, Daniel M. Tartakovsky
The paper presents a fast, differentiable surrogate model based on a deep operator network to enable model predictive control of laser thermal processing, and evaluates its reliabi…
math.OC2026
Optimization of Closed-Loop Shallow Geothermal Systems Using Analytical Models
Oliver Heinzel, Smajil Halilovic, Thomas Hamacher +1
Closed-loop shallow geothermal systems are one of the key technologies for decarbonizing the residential heating and cooling sector. The primary type of these systems involves vert…