Abstract
In this paper, we present a simplified geometric algorithm to generate interpolating splines on Grassmann and Stiefel manifolds, where position and velocity are required to change smoothly. In this construction, each spline segment is computed using local data only. It turns out that this algorithm does not require a recursive procedure and it is based on the explicit expressions for geodesics or quasi-geodesics on those manifolds.
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References
Absil, P.A., Mahony, R., Sepulchre, R.: Optimization Algorithms on Matrix Manifolds. Princeton University Press, Princeton (2008)
Batista, J., Krakowski, K.A., Machado, L., Martins, P., Silva Leite, F.: Multi-source domain adaptation using \(C^1\)-smooth subspaces interpolation. In: IEEE International Conference on Image Processing (ICIP), pp. 2846–2850 (2016)
Batzies, E., Hüper, K., Machado, L., Silva Leite, F.: Geometric mean and geodesic regression on Grassmannians. Linear Algebra Appl. 466, 83–101 (2015)
Edelman, A., Arias, T.A., Smith, S.T.: The geometry of algorithms with orthogonality constraints. SIAM J. Matrix Anal. Appl. 20(2), 303–353 (1998)
Helmke, U., Moore, J.: Optimization and Dynamical Systems. Springer-Verlag, London (1994)
Helmke, U., Hüper, K., Trumpf, J.: Newton’s method on Grassmann manifolds (2007). arXiv:0709.2205
Horn, R.A., Johnson, C.R.: Topics in Matrix Analysis. Cambridge University Press, New York (1991)
Jakubiak, J., Silva Leite, F., Rodrigues, R.: A two-step algorithm to smooth spline generation on Riemannian manifolds. J. Comput. Appl. Math. 194, 177–191 (2006)
Krakowski, K.A., Machado, L., Silva Leite, F., Batista, J.: A modified Casteljau algorithm to solve interpolation problems on Stiefel manifolds. J. Comput. Appl. Math. 311, 84–99 (2017)
Lui, Y.M.: Advances in matrix manifolds for computer vision. Image Vis. Comput. 30, 380–388 (2012)
Perumalsamy, G., Visweswaran, V., Jose, J.: Joseph Winston, S., Murugan, S.: Quintic interpolation joint trajectory for the path planning of a serial two-axis robotic arm for PFBR steam generator inspection. In: Badodkar, D., Dwarakanath, T. (eds.) Machines, , Mechanism and Robotics. Lecture Notes in Mechanical Engineering, pp. 637–648. Springer, Singapore (2019)
Sattinger, D.H., Weaver, O.L.: Lie Groups and Algebras with Applications to Physics, Geometry, and Mechanics. Springer, Heidelberg (1980)
Srivastava, A., Turaga, P.: Riemannian Computing in Computer Vision. Springer, Heidelberg (2016)
Acknowledgements
Work supported by OE – national funds of FCT/MCTES (PIDDAC) under project UID/EEA/00048/2019.
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Machado, L., Leite, F.S., Batzies, E. (2021). Geometric Algorithm to Generate Interpolating Splines on Grassmann and Stiefel Manifolds. In: Gonçalves, J.A., Braz-César, M., Coelho, J.P. (eds) CONTROLO 2020. CONTROLO 2020. Lecture Notes in Electrical Engineering, vol 695. Springer, Cham. https://doi.org/10.1007/978-3-030-58653-9_17
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DOI: https://doi.org/10.1007/978-3-030-58653-9_17
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