Generalized Wasserstein distances allow us to quantitatively compare two continuous or atomic mass distributions with equal or different total masses. In this paper, we propose four numerical methods for the approximation of three different generalized Wasserstein distances introduced in the past few years, giving some insights into their physical meaning. After that, we explore their usage in the context of a sensitivity analysis of differential models for traffic flow. The quantification of the models' sensitivity is obtained by computing the generalized Wasserstein distances between two (numerical) solutions corresponding to different inputs, including different boundary conditions.

Numerical computation of generalized Wasserstein distances with applications to traffic model analysis / Briani, M.; Cristiani, E.; Franzina, G.; Ignoto, F. L.. - In: NETWORKS AND HETEROGENEOUS MEDIA. - ISSN 1556-1801. - 20:4(2025), pp. 1108-1144. [10.3934/nhm.2025048]

Numerical computation of generalized Wasserstein distances with applications to traffic model analysis

Briani M.;Franzina G.;Ignoto F. L.
2025

Abstract

Generalized Wasserstein distances allow us to quantitatively compare two continuous or atomic mass distributions with equal or different total masses. In this paper, we propose four numerical methods for the approximation of three different generalized Wasserstein distances introduced in the past few years, giving some insights into their physical meaning. After that, we explore their usage in the context of a sensitivity analysis of differential models for traffic flow. The quantification of the models' sensitivity is obtained by computing the generalized Wasserstein distances between two (numerical) solutions corresponding to different inputs, including different boundary conditions.
2025
Generalized Wasserstein distance; Wasserstein distance; traffic modeling; sensitivity analysis; linear programming; nonlinear programming; computational methods
01 Pubblicazione su rivista::01a Articolo in rivista
Numerical computation of generalized Wasserstein distances with applications to traffic model analysis / Briani, M.; Cristiani, E.; Franzina, G.; Ignoto, F. L.. - In: NETWORKS AND HETEROGENEOUS MEDIA. - ISSN 1556-1801. - 20:4(2025), pp. 1108-1144. [10.3934/nhm.2025048]
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1756482
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