2017
DOI: 10.5194/isprs-archives-xlii-2-w7-353-2017
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Automatic Monitoring of Tunnel Deformation Based on High Density Point Clouds Data

Abstract: ABSTRACT:An automated method for tunnel deformation monitoring using high density point clouds data is presented. Firstly, the 3D point clouds data are converted to two -dimensional surface by projection on the XOY plane, the projection point set of central axis on XOY plane named Uxoy is calculated by combining the Alpha Shape algorithm with RANSAC ( Random Sampling Consistency ) algorithm, and then the projection point set of central axis on YOZ plane named Uyoz is obtained by highest and lowest points which… Show more

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Cited by 11 publications
(8 citation statements)
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“…The geometric parameters of the section point cloud are obtained using an algebraic ellipse fitting method to achieve convergence detection [16,17]. Du et al [18] used the iterative ellipse fitting method to filter the point cloud noise and fit the tunnel section contour, in which the ellipse fitting method used the random sample consensus algorithm. Walton et al [19] discussed the feasibility of the ellipse fitting method in tunnel profile deformation analysis using a ground laser scanner.…”
Section: Related Work On Ellipse Fitting Methodsmentioning
confidence: 99%
“…The geometric parameters of the section point cloud are obtained using an algebraic ellipse fitting method to achieve convergence detection [16,17]. Du et al [18] used the iterative ellipse fitting method to filter the point cloud noise and fit the tunnel section contour, in which the ellipse fitting method used the random sample consensus algorithm. Walton et al [19] discussed the feasibility of the ellipse fitting method in tunnel profile deformation analysis using a ground laser scanner.…”
Section: Related Work On Ellipse Fitting Methodsmentioning
confidence: 99%
“…in the tunnel result in the presence of noises in the tunnel cross-sectional points; thus, it is necessary to remove unused points [ 21 , 22 ]. An iterative elliptical fitting method is used here to filter the noises in the cross-sectional points [ 23 ]. In the filtering method, according to the shortest distances from the cross-sectional points to the fitted ellipse, the mean and standard deviation can be calculated.…”
Section: Methodsmentioning
confidence: 99%
“…For example, the calculation of the tunnel convergence diameter based on point cloud data and the calculation of the shield tunnel convergence diameter by denoising, slicing, and ellipse fitting of the point cloud data. The calculation accuracy is approximately 2 mm [ 31 , 32 ]. Several studies have also explored the calculation of tunnel clearance, chord length, guide height, and pull-out value of the catenary based on mobile laser data and achieved a calculation accuracy of 3 mm [ 33 ].…”
Section: Introductionmentioning
confidence: 99%