6 papers
Fast Fourier Convolutional GAN for 30 m Clear-Sky Land Surface Temperature Gap-Free Reconstruction
Marwa Alfouly, Smajil Halilovic, Nils Bochow +3
Satellite-derived Land Surface Temperature (LST) provides spatially comprehensive data that ground stations cannot match. However, its utility is frequently limited by severe data…
Model predictive control for laser thermal processing: operator learning, closed-loop validation, and out-of-distribution analysis
Smajil Halilovic, Yuchen Zhang, Daniel M. Tartakovsky
Laser-based thermal processing, such as laser powder bed fusion, requires tight regulation of the peak surface temperature: heat accumulates where the moving source re-enters previ…
A hybrid analytical-PINN model for subsurface simulation of geothermal heat exchangers in heterogeneous underground
Moke Rao, Thomas Hamacher, Smajil Halilovic
Accurate and efficient prediction of subsurface temperature fields is essential for the design and operation of borehole heat exchanger (BHE) systems. Here we develop a parametric…
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…
Spatial analysis of thermal groundwater use based on optimal sizing and placement of well doublets
Smajil Halilovic, Fabian Böttcher, Kai Zosseder +1
This paper proposes an approach to optimize the technical potential of thermal groundwater use by determining the optimal sizing and placement of extraction-injection well doublets…
Optimization approaches for the design and operation of open-loop shallow geothermal systems
S. Halilovic, F. Böttcher, K. Zosseder +1
The optimization of open-loop shallow geothermal systems, which includes both design and operational aspects, is an important research area aimed at improving their efficiency and…