A procedure for the evaluation and compensation of form errors by means of global isometric registration with subsequent local reoptimization

Production Engineering - Tập 8 - Trang 81-89 - 2013
Laura Klein1, Tobias Wagner2, Christoph Buchheim1, Dirk Biermann2
1Fakultät für Mathematik, TU Dortmund, Dortmund, Germany
2Institut für Spanende Fertigung, TU Dortmund, Dortmund, Germany

Tóm tắt

Stresses remaining in the component after sheet metal forming processes can result in complex form errors, such as springback and torsions. In order to compensate these process-induced deformations, the local and global deformations have to be analyzed. Hence, an appropriate comparison between the actually manufactured and the target design is required. For this purpose, the surface of the actual workpiece is scanned and the so-obtained scan points have to be assigned to corresponding points of the target shape defined by the workpiece model. From these correspondences, a field of deformation vectors can be computed which represents the basis for the compensation strategy. The task of finding appropriate correspondences is called registration. It is usually solved using rigid transformations, i.e., translation and rotation. Due to the locality, strength and complexity of the deformations, rigid transformations are usually not sufficient. As a more flexible alternative, a procedure for non-rigid registration is presented in this paper. Therein, isometry, i.e., the conservation of distances between corresponding points within an appropriate neighborhood structure, is defined as the objective function. The procedure consists of three steps: definition of the neighborhood structure, global registration, and local reoptimization. The main focus of the paper is set to the latter, where an adapted gradient descent method also allowing projections into the triangles of the target shape is presented and experimentally validated. With these three steps, an assignment between both shapes can be calculated, even for strong local deformations and coarse triangular meshes representing the workpiece model.

Tài liệu tham khảo

Amberg B, Romdhani S, Vetter T (2007) Optimal step nonrigid ICP algorithms for surface registration. In: IEEE conference on computer vision and pattern recognition, pp 1–8. doi:10.1109/CVPR.2007.383165 Anstreicher K (2003) Recent advances in the solution of quadratic assignment problems. Math Program B 97:27–42 Besl P, McKay N (1992) A method for registration of 3-d shapes. IEEE Trans Pattern Anal Mach Intell 14(2):239–256 Biermann D, Sacharow A, Surmann T, Wagner T (2010) Direct free-form deformation of NC programs for surface reconstruction and form-error compensation. Prod Eng Res Dev 4(5):501–507 Biermann D, Surmann T, Sacharow A, Skutella M, Theile M (2008) Automated analysis of the form error caused by springback in metal sheet forming. In: Proceedings of the 3rd international conference on manufacturing engineering, pp 737–746 Bronstein A, Bronstein M, Kimmel R (2006) Generalized multidimensional scaling: a framework for isometry-invariant partial surface matching. Proc Natl Acade Sci 103(5):1168–1172 Çela E (1998) The quadratic assignment problem—theory and algorithms. Kluwer Academic, Dordrecht, The Netherlands Chen Y, Medioni G (1991) Object modeling by registration of multiple range images. In: Proceedings of the IEEE international conference on robotics and automation, vol 3, pp 2724–2729 Elad A, Kimmel R (2003) On bending invariant signatures for surfaces. IEEE Trans Pattern Anal Mach Intell 25(10):1285–1295 Gan W, Wagoner R (2004) Die design method for sheet springback. Int J Mech Sci 46(7):1097–1113 Garey MR, Johnson DS (1979) Computers and intractability: a guide to the theory of NP-completeness. W. H. Freeman, New York Horn BKP (1987) Closed-form solution of absolute orientation using unit quaternions. J Opt Soc Am A 4(4):629–642 Hussain M (2013) Volume and normal field based simplification of polygonal models. J Inf Sci Eng 29(2):267–279 Kleiner M, Tekkaya A, Chatti S, Hermes M, Weinrich A, Ben-Khalifa N, Dirksen U (2009) New incremental methods for springback compensation by stress superposition. Prod Eng Res Dev 3(2):137–144 Lawler EL (1963) The quadratic assignment problem. Manag Sci 9(4):586–599. doi:10.1287/mnsc.9.4.586 Mémoli F, Sapiro G (2005) A theoretical and computational framework for isometry invariant recognition of point cloud data. Found Comput Math 5(3):313–347 Nocedal J, Wright S (2006) Numerical optimization, 2nd edn. Springer, Berlin Sacharow A, Balzer J, Biermann D, Surmann T (2011) Non-rigid isometric ICP: a practical registration method for the analysis and compensation of form errors in production engineering. Comput Aided Des 43(12):1758–1768. doi:10.1016/j.cad.2011.07.007 Selimovic I (2006) Improved algorithms for the projection of points on NURBS curves and surfaces. Comput Aided Geom Des 23:439–445 Tam GKL, Cheng ZQ, Lai YK, Langbein FC, Liu Y, Marshall D, Martin RR, Sun XF, Rosin PL (2013) Registration of 3d point clouds and meshes: a survey from rigid to non-rigid. IEEE Trans Vis Comput Graph. doi:10.1109/TVCG.2012.310 Wagner T, Michelitsch T, Sacharow A (2007) On the design of optimisers for surface reconstruction. In: Thierens D, et al (eds) Proceedings of 9th annual genetic and evolutionary computation conference (GECCO 2007). ACM, New York, NJ, London, UK, pp 2195–2202. doi:10.1145/1276958.1277379 Weiher J, Rietman B, Kose K, Ohnimus S, Petzoldt M (2004) Controlling springback with compensation strategies. In: AIP conference proceedings, pp 1011–1015