Starting from pointwise gradient estimates for the heat semigroup, we study three characterizations of weak lower curvature bounds on metric graphs. More precisely, we prove the equivalence between a weak notion of the Bakry–Émery curvature condition, a weak Evolutionary Variational Inequality, and a weak form of geodesic convexity. The proof is based on a careful regularization of absolutely continuous curves together with an explicit representation of the Cheeger energy. We conclude with a brief discussion on possible applications to the Schrödinger bridge problem on metric graphs.
Citation: Juliane Krautz. Weak curvature conditions on metric graphs[J]. Networks and Heterogeneous Media, 2026, 21(3): 725-754. doi: 10.3934/nhm.2026031
Starting from pointwise gradient estimates for the heat semigroup, we study three characterizations of weak lower curvature bounds on metric graphs. More precisely, we prove the equivalence between a weak notion of the Bakry–Émery curvature condition, a weak Evolutionary Variational Inequality, and a weak form of geodesic convexity. The proof is based on a careful regularization of absolutely continuous curves together with an explicit representation of the Cheeger energy. We conclude with a brief discussion on possible applications to the Schrödinger bridge problem on metric graphs.
| [1] |
J. Lott, C. Villani, Ricci curvature for metric-measure spaces via optimal transport, Annals Math., 169 (2009), 903–991. https://doi.org/10.4007/annals.2009.169.903 doi: 10.4007/annals.2009.169.903
|
| [2] |
K. T. Sturm, On the geometry of metric measure spaces, Acta Math., 196 (2006), 65–131. https://doi.org/10.1007/s11511-006-0002-8 doi: 10.1007/s11511-006-0002-8
|
| [3] |
K. T. Sturm, On the geometry of metric measure spaces. Ⅱ, Acta Math., 196 (2006), 133–177. https://doi.org/10.1007/s11511-006-0003-7 doi: 10.1007/s11511-006-0003-7
|
| [4] |
L. Ambrosio, N. Gigli, G. Savaré, Metric measure spaces with Riemannian Ricci curvature bounded from below, Duke Math. J., 163 (2014), 1405–1490. https://doi.org/10.1215/00127094-2681605 doi: 10.1215/00127094-2681605
|
| [5] |
S. Ohta, K.T Sturm, Heat flow on Finsler manifolds, Commun. Pure Appl. Math., 62 (2009), 1386–1433 https://doi.org/10.1002/cpa.20273 doi: 10.1002/cpa.20273
|
| [6] |
L. Ambrosio, N. Gigli, G. Savaré, Calculus and heat flow in metric measure spaces and applications to spaces with Ricci bounds from below, Invent. Math., 195 (2014), 289–391. https://doi.org/10.1007/s00222-013-0456-1 doi: 10.1007/s00222-013-0456-1
|
| [7] | D. Bakry, M. Émery, Diffusions hypercontractives, in Séminaire de Probabilités XIX 1983/84. Lecture Notes in Mathematics, Springer, Berlin, Heidelberg, 1985,177–206. https://doi.org/10.1007/BFb0075847 |
| [8] |
M. K. von Renesse, K. T. Sturm, Transport inequalities, gradient estimates, entropy and Ricci curvature, Commun. Pure Appl. Math., 58 (2005), 923–940. https://doi.org/10.1002/cpa.20060 doi: 10.1002/cpa.20060
|
| [9] |
K. Kuwada, Duality on gradient estimates and Wasserstein controls, J. Funct. Anal., 258 (2010), 3758–3774. https://doi.org/10.1016/j.jfa.2010.01.010 doi: 10.1016/j.jfa.2010.01.010
|
| [10] |
L. Ambrosio, N. Gigli, G. Savaré, Bakry–Émery curvature-dimension condition and Riemannian Ricci curvature bounds, Annals Probab., 43 (2015), 339–404. https://doi.org/10.1214/14-AOP907 doi: 10.1214/14-AOP907
|
| [11] |
M. Erbar, K. Kuwada, K. T. Sturm, On the equivalence of the entropic curvature-dimension condition and Bochner's inequality on metric measure spaces, Invent. Math., 201 (2015), 993–1071. https://doi.org/10.1007/s00222-014-0563-7 doi: 10.1007/s00222-014-0563-7
|
| [12] |
J. Lott, C. Villani, Weak curvature conditions and functional inequalities, J. Funct. Anal., 245 (2007), 311–333. https://doi.org/10.1016/j.jfa.2006.10.018 doi: 10.1016/j.jfa.2006.10.018
|
| [13] | C. Villani, Optimal Transport, Springer, Berlin, Heidelberg, 2009. https://doi.org/10.1007/978-3-540-71050-9 |
| [14] |
L. Monsaingeon, L. Tamanini, D. Vorotnikov, The dynamical Schrödinger problem in abstract metric spaces, Adv. Math., 426 (2023), 109100. https://doi.org/10.1016/j.aim.2023.109100 doi: 10.1016/j.aim.2023.109100
|
| [15] |
M. Erbar, D. Forkert, J. Maas, D. Mugnolo, Gradient flow formulation of diffusion equations in the Wasserstein space over a Metric graph, Networks Heterogen. Media, 17 (2022), 687–717. https://doi.org/10.3934/nhm.2022023 doi: 10.3934/nhm.2022023
|
| [16] |
F. Baudoin, D. J. Kelleher, Differential one-forms on Dirichlet spaces and Bakry–Émery estimates on metric graphs, Trans. Am. Math. Soc., 317 (2019), 3145–3178. https://doi.org/10.1090/tran/7362 doi: 10.1090/tran/7362
|
| [17] |
L. Ambrosio, G. Stefani, Heat and entropy flows in Carnot groups, Rev. Mat. Iberoam., 36 (2020), 257–290. https://doi.org/10.4171/RMI/1129 doi: 10.4171/RMI/1129
|
| [18] |
B. K. Driver, T. Melcher, Hypoelliptic heat kernel inequalities on the Heisenberg group, J. Funct Anal., 221 (2005), 340–365. https://doi.org/10.1016/j.jfa.2004.06.012 doi: 10.1016/j.jfa.2004.06.012
|
| [19] |
G. Stefani, Generalized Bakry–Émery curvature condition and equivalent entropic inequalities in groups, J. Geom. Anal., 32 (2022), 136. https://doi.org/10.1007/s12220-021-00762-6 doi: 10.1007/s12220-021-00762-6
|
| [20] | L. Ambrosio, N. Gigli, G. Savaré, Gradient Flows, Birkhäuser, Basel, 2008. https://doi.org/10.1007/978-3-7643-8722-8 |
| [21] | D. Mugnolo, Semigroup Methods for Evolution Equations on Networks, Springer Cham, 2014. https://doi.org/10.1007/978-3-319-04621-1 |
| [22] |
M. K. Fijavz, D. Mugnolo, E. Sikolya, Variational and semigroup methods for waves and diffusion in networks, Appl. Math. Optim., 55 (2007), 219–240. https://doi.org/10.1007/s00245-006-0887-9 doi: 10.1007/s00245-006-0887-9
|
| [23] | J. P. Roth, Le spectre du Laplacien sur un graphe, in Théorie du Potentiel. Lecture Notes in Mathematics, Springer, Berlin, Heidelberg, 2006,521–539. https://doi.org/10.1007/BFb0100128 |
| [24] |
V. Kostrykin, J. Potthoff, R. Schrader, Heat kernels on metric graphs and a trace formula, Contemp. Math., 447 (2007), 175–198. https://doi.org/10.1090/conm/447/08691 doi: 10.1090/conm/447/08691
|
| [25] | L. Ambrosio, N. Gigli, A user's guide to optimal transport, in Modelling and Optimisation of Flows on Networks, Springer, Berlin, Heidelberg, 2013. https://doi.org/10.1007/978-3-642-32160-3_1 |
| [26] | L. C. Evans, Partial Differential Equations, American Mathematical Society, 2010. https://books.google.de/books?id = Xnu0o_EJrCQC |
| [27] | H. Brezis, Functional Analysis, Sobolev Spaces and Partial Differential Equations, Springer, New York, NY, 2011. https://doi.org/10.1007/978-0-387-70914-7 |
| [28] | G. Heinze, J. F. Pietschmann, A. Schlichting, Gradient flows on metric graphs with reservoirs: Microscopic derivation and multiscale limits, preprint, arXiv: 2412.16775. |