geothermal heat exchangers 1heterogeneous soil thermal modeling 1physics-informed neural networks 1singular source removal 1thermal conductivity parameterization 1
From the 1 of 3 linked papers with an AI index.
3 papers
cs.CV2026
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…
cs.LG2026
A hybrid analytical-PINN model for subsurface simulation of geothermal heat exchangers in heterogeneous underground
Moke Rao, Thomas Hamacher, Smajil Halilovic
The paper introduces a physics‑informed neural network that learns a universal correction term for temperature fields around borehole heat exchangers in heterogeneous soil, using a…
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…