Abstract
In the present paper, we prove that the \(C_{0}\)-semigroup generated by a Schrödinger operator with drift on a complete Riemannian manifold is approximated by the discrete semigroups associated with a family of discrete time random walks with killing in a flow on a sequence of proximity graphs, which are constructed by partitions of the manifold. Furthermore, when the manifold is compact, we also obtain a quantitative error estimate of the convergence. Finally, we give examples of the partition of the manifold and the drift term on two typical manifolds: Euclidean spaces and model manifolds.
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References
Aino, M.: Convergence of Laplacian eigenmaps and its rate for submanifolds with singularities, preprint (2021). arXiv:2110.08138v1
Andersson, L., Driver, B.: Finite-dimensional approximation to Wiener measure and path integral formulas on manifolds. J. Funct. Anal. 165, 430–498 (1999)
Bär, C., Pfäffle, F.: Path integrals on manifolds by finite dimensional approximation. J. Reine Angew. Math. 625, 29–57 (2008)
Belkin, M., Niyogi, P.: Laplacian eigenmaps for dimensionality reduction and data representation. Neural Comput. 15, 1373–1396 (2003)
Belkin, M., Niyogi, P.: Toward a theoretical foundation for Laplacian-based manifold methods. J. Comp. Syst. Sci. 74, 1289–1308 (2008)
Bianchi, D., Setti, A.G.: Laplacian cut-offs, porous and fast diffusion on manifolds and other applications. Calc. Var. Part. Differ. Equ. 57, 4, 1–33 (2018)
Blum, G.: A note on the central limit theorem for geodesic random walks. Bull. Aust. Math. Soc. 30, 169–173 (1984)
Burago, D., Burago, Y., Ivanov, S.: A course in metric geometry. Graduate Studies in Mathematics 33. American Mathematical Society, Providence, RI (2001)
Burago, D., Ivanov, S., Kurylev, Y.: A graph discretization of the Laplace-Beltrami operator. J. Spectr. Theory 4, 675–714 (2014)
Chavel, I.: Eigenvalues in Riemannian Geometry. Academic Press, USA (1984)
Chen, Z.-Q., Kim, P., Kumagai, T.: Discrete approximation of symmetric jump processes on metric measure spaces. Probab. Theory Relat. Fields 155, 703–749 (2013)
Eberle, A.: Uniqueness and Non-Uniqueness of Semigroups Generated by Singular Diffusion Operators. Lecture Notes in Math. 1718. Springer-Verlag, Berlin (1999)
Elworthy, D., Truman, A.: Classical mechanics, the diffusion (heat) equation and the Schrödingier equation on a Riemannian manifold. J. Math. Phys. 22, 2144–2166 (1981)
Fujiwara, K.: Eigenvalues of Laplacians on a closed Riemannian manifold and its nets. Proc. Am. Math. Soc. 123, 2585–2594 (1995)
Grigor’yan, A.: Heat Kernel and Analysis on Manifolds, AMS/IP Studies in Advanced Mathematics 47. American Mathematical Society, Providence, RI (2009)
Güneysu, B.: Covariant Schrödinger Semigroups on Riemannian Manifolds, Operator Theory: Advances and Applications 264, Birkhäuser (2017)
Ikeda, N., Watanabe, S.: Stochastic Differential Equations and Diffusion Processes, 2nd Edition, North-Holland Mathematical Library 24, North-Holland Publishing Co. Amsterdam; Kodansha Ltd, Tokyo (1989)
Inoue, A.: Path integral for diffusion equations. Hokkaido Math. J. 15, 71–99 (1986)
Inoue, A., Maeda, Y.: On integral transformations associated with a certain Langangian-as a prototype of quantization. J. Math. Soc. Japan 37, 219–244 (1985)
Ishiwata, S., Kawabi, H., Kotani, M.: Long time asymptotics of non-symmetric random walks on crystal lattices. J. Funct. Anal. 272, 1553–1624 (2017)
Ishiwata, S., Kawabi, H., Namba, R.: Central limit theorems for non-symmetric random walks on nilpotent covering graphs: Part I. Electron. J. Probab. 25, article number: 86, 1–46 (2020)
Ishiwata, S., Kawabi, H., Namba, R.: Central limit theorems for non-symmetric random walks on nilpotent covering graphs: Part II. Potential Anal. 55, 127–166 (2021)
Jørgensen, E.: The central limit problem for geodesic random walks. Z. Wahrsch. Verw. Gebiete 32, 1–64 (1975)
Kanai, M.: Rough isometries, and combinatorial approximations of geometries of non-compact Riemannian manifolds. J. Math. Soc. Japan 37, 391–413 (1985)
Kanai, M.: Analytic inequalities, and rough isometries between non-compact Riemannian manifolds, in “Curvature and Topology of Riemannian Manifolds (Katata, 1985)”, Lecture Notes in Math. 1201, Springer, Berlin, 1986, pp. 122–137
Kotani, M.: A central limit theorem for magnetic transition operators on a crystal lattice. J. Lond. Math. Soc. (2) 65, 464–482 (2002)
Kurtz, T.G.: Extensions of Trotter’s semigroup approximation theorems. J. Funct. Anal. 3, 354–375 (1969)
Li, X.-M.: Hessian formulas and estimates for parabolic Schrödinger operators. J. Stoch. Anal. 2, 7, 1–53 (2021)
Madras, N.: Random walks with killing. Probab. Theory Relat. Fields 80, 581–600 (1989)
Mazzucchi, S., Moretti, V., Remizov, I., Smolyanov, O.: Chernoff approximations of Feller semigroups in Riemannian manifolds. Math. Nachr. 296, 1244–1284 (2023)
Namba, R.: Rate of convergence in Trotter’s approximation theorem and its applications. Tokyo J. Math. 46, 33–45 (2023)
Otsu, Y.: Laplacian of random nets of Alexandrov space, preprint. 1–40 (2003)
Pazy, A.: Semigroups of Linear Operators and Applications to Partial Differential Equations, Applied Mathematical Sciences 44. Springer-Verlag, New York (1983)
Pinsky, M.A.: Isotropic transport process on a Riemannian manifold. Trans. Am. Math. Soc. 218, 353–360 (1976)
Rosenberg, S.: The Laplacian on a Riemannian Manifold, London Mathematical Society Student Texts 31, Cambridge University Press, Cambridge (1997)
Sakai, T.: On eigenvalues of Laplacian and curvature of Riemannian manifold. Tohoku Math. J. 23, 589–603 (1971)
Sakai, T.: Riemannian Geometry, Translations of Mathematical Monographs 149. American Mathematical Society, Providence, RI (1996)
Seeley, R.: Contraction semigroups for diffusion with drift. Trans. Am. Math. Soc. 283, 717–728 (1984)
Shigekawa, I.: Non-symmetric diffusions on a Riemannian manifold, in “Probabilistic Approach to Geometry", Adv. Stud. Pure Math. 57, Math. Soc. Japan, Tokyo, pp. 437–461 (2010)
Shigekawa, I.: Non-symmetric diffusions on a Riemannian manifold, Lecture slide at Yamagata University, https://www.math.kyoto-u.ac.jp/~ichiro/2012yamagata_slide.pdf, (2012)
Singer, A., Wu, H.-T.: Spectral convergence of the connection Laplacian from random samples. Inf. Inference 6, 58–123 (2017)
Sunada, T.: Spherical means and geodesic chains on a Riemannian manifold. Trans. Am. Math. Soc. 267, 483–501 (1981)
Tewodrose, D.: A survey on spectral embeddings and their application in data analysis, Actes du séminaire de Théorie spectrale et géométrie 35, 197–244 (2017–2019)
Thompson, J.: Derivatives of Feynman-Kac semigroups. J. Theor. Probab. 32, 950–973 (2019)
Trotter, H.F.: Approximation of semi-groups of operators. Pac. J. Math. 8, 887–919 (1958)
Acknowledgements
The authors are grateful to Professor Atsushi Kasue for useful discussions on the Laplacian comparison theorem. They also thank Professors Atsushi Atsuji, Batu Güneysu, Jun Masamune, Ryuya Namba and Ichiro Shigekawa for giving valuable comments. The first author was partially supported by JSPS Grant-in-Aid for Scientific Research (C) No. 17K05215, (C) No. 22K03280 and (S) No. 22H04942. The second author was partially supported by JSPS Grant-in-Aid for Scientific Research (C) No. 17K05300, (C) No. 20K03639 and (B) No. 21H00988.
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Ishiwata, S., Kawabi, H. A graph discretized approximation of semigroups for diffusion with drift and killing on a complete Riemannian manifold. Math. Ann. (2024). https://doi.org/10.1007/s00208-024-02809-9
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DOI: https://doi.org/10.1007/s00208-024-02809-9