Structured Population Models on Polish Spaces: A Unified Approach including Graphs, Riemannian Manifolds and Measure Spaces to Describe Dynamics of Heterogeneous Populations

Christian Dull, Piotr Gwiazda, Anna Marciniak-Czochra, Jakub Skrzeczkowski
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引用次数: 1

Abstract

This paper presents a mathematical framework for modeling the dynamics of heterogeneous populations. Models describing local and non-local growth and transport processes appear in a variety of applications, such as crowd dynamics, tissue regeneration, cancer development and coagulation-fragmentation processes. The diverse applications pose a common challenge to mathematicians due to the multiscale nature of the structures that underlie the system’s self-organization and control. Similar abstract mathematical problems arise when formulating problems in the language of measure evolution on a multi-faceted state space. Motivated by these observations, we propose a general mathematical framework for nonlinear structured population models on abstract metric spaces, which are only assumed to be separable and complete. We exploit the structure of the space of non-negative Radon measures with the dual bounded Lipschitz distance (flat metric), which is a generalization of the Wasserstein distance, capable of addressing non-conservative problems. The formulation of models on general metric spaces allows considering infinite-dimensional state spaces or graphs and coupling discrete and continuous state transitions. This opens up exciting possibilities for modeling single-cell data, crowd dynamics or coagulation-fragmentation processes.
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波兰空间上的结构种群模型:一种包括图、黎曼流形和度量空间的描述异质种群动态的统一方法
本文提出了一个异质种群动力学建模的数学框架。描述局部和非局部生长和运输过程的模型出现在各种应用中,如群体动力学、组织再生、癌症发展和凝固破碎过程。由于构成系统自组织和控制基础的结构的多尺度性质,不同的应用对数学家构成了共同的挑战。当在多面状态空间上用度量语言表达问题时,也会出现类似的抽象数学问题。基于这些观察结果,我们提出了抽象度量空间上的非线性结构人口模型的一般数学框架,该模型仅假设可分离且完整。我们利用非负Radon测度空间的结构与对偶有界Lipschitz距离(平面度量),它是Wasserstein距离的推广,能够解决非保守问题。一般度量空间上的模型公式允许考虑无限维状态空间或图,并耦合离散和连续状态转换。这为单细胞数据建模、群体动力学或凝固破碎过程开辟了令人兴奋的可能性。
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