From: Fast Estimation of Loader’s Shovel Load Volume by 3D Reconstruction of Material Piles
Methods | Items | Load 1 | Load 2 | Load 3 | Load 4 | Load 5 | Load 6 | Load 7 | Load 8 |
---|---|---|---|---|---|---|---|---|---|
BM VE | Average volume estimation (\({\mathrm{m}}^{3}\)) | 1.525 | 2.462 | 4.317 | 5.362 | 5.726 | 7.751 | 8.065 | 8.916 |
Relative error (\(\%\)) | 5.15 | −14.22 | 11.07 | −5.92 | −18.78 | −7.73 | −17.87 | −20.53 | |
Standard deviation (\({\mathrm{m}}^{3}\)) | 0.0469 | 0.0942 | 0.1742 | 0.1234 | 0.2511 | 0.0851 | 0.2352 | 0.0676 | |
SGBM VE | Average volume estimation (\({\mathrm{m}}^{3}\)) | 1.242 | 3.056 | 4.206 | 5.693 | 7.573 | 8.555 | 9.703 | 10.125 |
Relative error (\(\%\)) | −14.31 | 6.48 | −1.50 | -0.13 | 7.41 | 1.84 | −1.19 | −9.76 | |
Standard deviation (\({\mathrm{m}}^{3}\)) | 0.0124 | 0.3087 | 0.1579 | 0.2127 | 0.2909 | 0.0853 | 0.6526 | 0.3202 | |
ORB–MAPM VE | Average volume estimation (\({\mathrm{m}}^{3}\)) | 1.381 | 2.798 | 3.752 | 5.075 | 5.847 | 7.805 | 9.297 | 10.584 |
Relative error (\(\%\)) | −4.76 | −2.51 | −12.14 | −10.97 | −17.07 | −7.08 | −5.32 | −5.66 | |
Standard deviation (\({\mathrm{m}}^{3}\)) | 0.0497 | 0.1400 | 0.1802 | 0.4768 | 0.2833 | 0.2030 | 0.2752 | 0.3475 | |
QORB–MAPM VE | Average volume estimation (\({\mathrm{m}}^{3}\)) | 1.349 | 2.578 | 4.249 | 5.551 | 7.143 | 8.285 | 9.823 | 11.331 |
Relative error (\(\%\)) | −6.99 | −10.19 | −0.49 | −2.61 | 1.32 | −1.37 | 0.04 | 0.99 | |
Standard deviation (\({\mathrm{m}}^{3}\)) | 0.0589 | 0.0703 | 0.0254 | 0.0866 | 0.2395 | 0.0770 | 0.0886 | 0.1133 |