4 papers
Evaluating E-OBS, AgERA5, MARS-STAT, ERA5, and ERA5-Land for Daily Minimum and Maximum Temperature Across Four Mediterranean European Countries
Dimitrios Voulanas
Gridded-dataset suitability varies by support, season, variable, and application. This study evaluated E-OBS, AgERA5, MARS-STAT/JRC Agri4Cast, ERA5, and ERA5-Land against observati…
Updating DMD Operators for Changes in Domain Properties
Dimitrios Voulanas, Eduardo Gildin
Fast and reliable surrogate models are critical for optimization, control and uncertainty analysis in geological carbon-storage projects, yet high-fidelity multiphase simulators re…
Introducing Coherent-Control Koopman Modeling to Reservoir Scale Porous Media Flow Studies
Dimitrios Voulanas, Eduardo Gildin
Accurate and robust surrogate modeling is essential for the real-time control and optimization of large-scale subsurface systems, such as geological CO2 storage and waterflood mana…
Dynamic Mode Decomposition Accelerated Forecast and Optimization of Geological CO2 Storage in Deep Saline Aquifers
Dimitrios Voulanas, Eduardo Gildin
Data-driven and non-intrusive DMDc and DMDspc models successfully expedite the reconstruction and forecasting of CO2 fluid flow with acceptable accuracy margins, aiding in the rapi…