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Field Reconstruction on Vallecas dataset two-building (t=224)

3.94RRMSEHOSVD
2.528812.054421.5831.1056Jun 23, 2026

Evaluation results

MethodLinks
HOSVDComponent=v (wall-normal velocity), Compression Factor (CF)=25x, Sensor Locations=25,0002026.063.941.721—
lcHOSVDComponent=v (wall-normal velocity), Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.064.630.4553.78
HOSVDComponent=u (streamwise velocity), Compression Factor (CF)=25x, Sensor Locations=25,0002026.065.31.758—
lcSVDComponent=v (wall-normal velocity), Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.065.380.02665.7
lcHOSVDComponent=u (streamwise velocity), Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0660.4583.84
lcSVDComponent=u (streamwise velocity), Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.068.040.02472.8
HOSVDComponent=k, Compression Factor (CF)=25x, Sensor Locations=25,0002026.069.181.809—
lcHOSVDComponent=k, Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0611.10.4713.84
HOSVDComponent=NOx, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0611.51.763—
HOSVDComponent=PM, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0611.531.807—
HOSVDComponent=CO, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0613.041.831—
lcSVDComponent=k, Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0613.250.02571.61
lcHOSVDComponent=NOx, Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0617.450.4793.68
lcHOSVDComponent=PM, Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0617.480.4893.7
HOSVDComponent=p, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0617.611.816—
lcHOSVDComponent=CO, Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0619.280.4633.96
lcHOSVDComponent=p, Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0620.790.4983.64
lcSVDComponent=PM, Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0622.660.02670.83
lcSVDComponent=NOx, Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0622.710.02569.27
lcSVDComponent=CO, Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0622.980.02572.13
lcSVDComponent=p, Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0624.230.03551.46
HOSVDComponent=w (spanwise velocity), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0630.211.868—
lcHOSVDComponent=w (spanwise velocity), Modes=(19, 14, 15), Compression Factor (CF)=25x, Sensor Locations=25,0002026.0634.910.4973.76
lcSVDComponent=w (spanwise velocity), Modes=8, Compression Factor (CF)=25x, Sensor Locations=25,0002026.0639.220.03651.86