Family of closed-form solutions for two-dimensional correlated diffusion processes

Haozhe Shan, Rubén Moreno-Bote, and Jan Drugowitsch
Phys. Rev. E 100, 032132 – Published 20 September 2019

Abstract

Diffusion processes with boundaries are models of transport phenomena with wide applicability across many fields. These processes are described by their probability density functions (PDFs), which often obey Fokker-Planck equations (FPEs). While obtaining analytical solutions is often possible in the absence of boundaries, obtaining closed-form solutions to the FPE is more challenging once absorbing boundaries are present. As a result, analyses of these processes have largely relied on approximations or direct simulations. In this paper, we studied two-dimensional, time-homogeneous, spatially correlated diffusion with linear, axis-aligned, absorbing boundaries. Our main result is the explicit construction of a full family of closed-form solutions for their PDFs using the method of images. We found that such solutions can be built if and only if the correlation coefficient ρ between the two diffusing processes takes one of a numerable set of values. Using a geometric argument, we derived the complete set of ρ's where such solutions can be found. Solvable ρ's are given by ρ=cosπk, where kZ+{+}. Solutions were validated in simulations. Qualitative behaviors of the process appear to vary smoothly over ρ, allowing extrapolation from our solutions to cases with unsolvable ρ's.

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  • Received 9 July 2019

DOI:https://doi.org/10.1103/PhysRevE.100.032132

©2019 American Physical Society

Physics Subject Headings (PhySH)

Statistical Physics & Thermodynamics

Authors & Affiliations

Haozhe Shan

  • Program in Neuroscience, Harvard University, Boston, Massachusetts 02115, USA and Center for Brain Science, Harvard University, Cambridge, Massachusetts 02138, USA

Rubén Moreno-Bote

  • Department of Information and Communications Technologies, Pompeu Fabra University, 08002 Barcelona, Spain; Center for Brain and Cognition, Pompeu Fabra University, 08002 Barcelona, Spain; and Serra Húnter Fellow Programme, Pompeu Fabra University, 08002 Barcelona, Spain

Jan Drugowitsch*

  • Department of Neurobiology, Harvard Medical School, Boston, Massachusetts 02115, USA and Center for Brain Science, Harvard University, Cambridge, Massachusetts 02138, USA

  • *jan_drugowitsch@hms.harvard.edu

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Issue

Vol. 100, Iss. 3 — September 2019

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