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Inverse problems for coupled nonlocal nonlinear systems arising in mathematical biology

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arxiv 2407.15713 v1 pith:W5YRQNMG submitted 2024-07-22 math.AP q-bio.PE

classification math.APq-bio.PE
keywords inversenonlinearbiologycoupledproblemssystemsarisingchallenges
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In this paper, we propose and study several inverse problems of determining unknown parameters in nonlocal nonlinear coupled PDE systems, including the potentials, nonlinear interaction functions and time-fractional orders. In these coupled systems, we enforce non-negativity of the solutions, aligning with realistic scenarios in biology and ecology. There are several salient features of our inverse problem study: the drastic reduction in measurement/observation data due to averaging effects, the nonlinear coupling between multiple equations, and the nonlocality arising from fractional-type derivatives. These factors present significant challenges to our inverse problem, and such inverse problems have never been explored in previous literature. To address these challenges, we develop new and effective schemes. Our approach involves properly controlling the injection of different source terms to obtain multiple sets of mean flux data. This allows us to achieve unique identifiability results and accurately determine the unknown parameters. Finally, we establish a connection between our study and practical applications in biology, further highlighting the relevance of our work in real-world contexts.

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Cited by 3 Pith papers

Reviewed papers in the Pith corpus that reference this work. Sorted by Pith novelty score. Full citation record

  1. Simultaneously decoding the unknown stationary state and function parameters for mean field games

    math.AP 2025-01 conditional novelty 6.0 of 10

    Under restrictive admissibility conditions, a quadratic time-dependent mean field game is uniquely identifiable from full lateral boundary Cauchy data of its perturbed stationary states.

  2. Unveiling Biological Models Through Turing Patterns

    math.AP 2025-09 reject novelty 5.0 of 10

    The paper proposes recovering all diffusion and chemotaxis parameters from the Fourier amplitudes of a single Turing pattern, but the uniqueness proof is incomplete and unvalidated.

  3. Determining a parabolic-elliptic-elliptic system by boundary observation of its non-negative solutions under chemotaxis background

    math.AP 2025-09 reject novelty 5.0 of 10

    The paper claims unique coefficient recovery for a parabolic-elliptic-elliptic chemotaxis system from boundary data, but the proof relies on invalid arbitrary initial data for the elliptic equations.

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