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Article

Most Probable Dynamics of the Single-Species with Allee Effect under Jump-Diffusion Noise

1
Department of Mathematics, College of Art and Science, Howard University, Washington, DC 20059, USA
2
Department of Mathematics, School of Sciences, Great Bay University, Dongguan 523000, China
3
Department of Mathematics, Mekelle University, Mekelle P.O. Box 231, Ethiopia
4
Department of Mathematical Sciences, Clemson University, Clemson, SC 29634, USA
*
Author to whom correspondence should be addressed.
Mathematics 2024, 12(9), 1377; https://doi.org/10.3390/math12091377
Submission received: 20 March 2024 / Revised: 29 April 2024 / Accepted: 29 April 2024 / Published: 30 April 2024
(This article belongs to the Special Issue Stochastic Models in Mathematical Biology, 2nd Edition)

Abstract

We explore the most probable phase portrait (MPPP) of a stochastic single-species model incorporating the Allee effect by utilizing the nonlocal Fokker–Planck equation (FPE). This stochastic model incorporates both non-Gaussian and Gaussian noise sources. It has three fixed points in the deterministic case. One is the unstable state, which lies between the two stable equilibria. Our primary focus is on elucidating the transition pathways from extinction to the upper stable state in this single-species model, particularly under the influence of jump-diffusion noise. This helps us to study the biological behavior of species. The identification of the most probable path relies on solving the nonlocal FPE tailored to the population dynamics of the single-species model. This enables us to pinpoint the corresponding maximum possible stable equilibrium state. Additionally, we derive the Onsager–Machlup function for the stochastic model and employ it to determine the corresponding most probable paths. Numerical simulations manifest three key insights: (i) when non-Gaussian noise is present in the system, the peak of the stationary density function aligns with the most probable stable equilibrium state; (ii) if the initial value rises from extinction to the upper stable state, then the most probable trajectory converges towards the maximally probable equilibrium state, situated approximately between 9 and 10; and (iii) the most probable paths exhibit a rapid ascent towards the stable state, then maintain a sustained near-constant level, gradually approaching the upper stable equilibrium as time goes on. These numerical findings pave the way for further experimental investigations aiming to deepen our comprehension of dynamical systems within the context of biological modeling.
Keywords: single-species model; most probable phase portrait; jump-diffusion processes; Onsager–Machlup function; extinction probability single-species model; most probable phase portrait; jump-diffusion processes; Onsager–Machlup function; extinction probability

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MDPI and ACS Style

Abebe, A.T.; Yuan, S.; Tesfay, D.; Brannan, J. Most Probable Dynamics of the Single-Species with Allee Effect under Jump-Diffusion Noise. Mathematics 2024, 12, 1377. https://doi.org/10.3390/math12091377

AMA Style

Abebe AT, Yuan S, Tesfay D, Brannan J. Most Probable Dynamics of the Single-Species with Allee Effect under Jump-Diffusion Noise. Mathematics. 2024; 12(9):1377. https://doi.org/10.3390/math12091377

Chicago/Turabian Style

Abebe, Almaz T., Shenglan Yuan, Daniel Tesfay, and James Brannan. 2024. "Most Probable Dynamics of the Single-Species with Allee Effect under Jump-Diffusion Noise" Mathematics 12, no. 9: 1377. https://doi.org/10.3390/math12091377

APA Style

Abebe, A. T., Yuan, S., Tesfay, D., & Brannan, J. (2024). Most Probable Dynamics of the Single-Species with Allee Effect under Jump-Diffusion Noise. Mathematics, 12(9), 1377. https://doi.org/10.3390/math12091377

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