{"title":"Optimization dynamics and fluctuations in the self-organization of vascular networks","authors":"Konstantin Klemm, Erik Andreas Martens","doi":"arxiv-2407.04120","DOIUrl":null,"url":null,"abstract":"The model by Hu and Cai [Phys. Rev. Lett., Vol. 111(13) (2013)1 ] describes\nthe self-organization of vascular networks for transport of fluids from source\nto sinks. Diameters, and thereby conductances, of vessel segments evolve so as\nto minimize a cost functional E. The cost is the trade-off between the power\nrequired for pumping the fluid and the energy consumption for vessel\nmaintenance. The model has been used to show emergence of cyclic structures in\nthe presence of locally fluctuating demand, i.e. non-constant net flow at sink\nnodes. Under rapid and sufficiently large fluctuations, the dynamics exhibits\nbistability of tree-like and cyclic network structures. We compare these\nsolutions in terms of the cost functional E. Close to the saddle-node\nbifurcation giving rise to the cyclic solutions, we find a parameter regime\nwhere the tree-like solution rather than the cyclic solution is cost-optimal.\nFurther increase of fluctuation amplitude then leads to an additional\ntransition at which the cyclic solution becomes optimal. The findings hold both\nin a small system of one source and two sinks and in an empirical vascular\nnetwork with hundreds of sinks. In the small system, we further analyze the\ncase of slower fluctuations, i.e., on the same time scale as network\nadaptation. We find that the noisy dynamics settles around the cyclic\nstructures even when these structures are not cost-optimal.","PeriodicalId":501305,"journal":{"name":"arXiv - PHYS - Adaptation and Self-Organizing Systems","volume":"31 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-07-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"arXiv - PHYS - Adaptation and Self-Organizing Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/arxiv-2407.04120","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
The model by Hu and Cai [Phys. Rev. Lett., Vol. 111(13) (2013)1 ] describes
the self-organization of vascular networks for transport of fluids from source
to sinks. Diameters, and thereby conductances, of vessel segments evolve so as
to minimize a cost functional E. The cost is the trade-off between the power
required for pumping the fluid and the energy consumption for vessel
maintenance. The model has been used to show emergence of cyclic structures in
the presence of locally fluctuating demand, i.e. non-constant net flow at sink
nodes. Under rapid and sufficiently large fluctuations, the dynamics exhibits
bistability of tree-like and cyclic network structures. We compare these
solutions in terms of the cost functional E. Close to the saddle-node
bifurcation giving rise to the cyclic solutions, we find a parameter regime
where the tree-like solution rather than the cyclic solution is cost-optimal.
Further increase of fluctuation amplitude then leads to an additional
transition at which the cyclic solution becomes optimal. The findings hold both
in a small system of one source and two sinks and in an empirical vascular
network with hundreds of sinks. In the small system, we further analyze the
case of slower fluctuations, i.e., on the same time scale as network
adaptation. We find that the noisy dynamics settles around the cyclic
structures even when these structures are not cost-optimal.
Hu 和 Cai [Phys. Rev. Lett.该成本是泵送流体所需的功率与血管维护所消耗的能量之间的权衡。该模型已被用于显示局部波动需求(即下沉节点处的非恒定净流量)情况下出现的循环结构。在快速和足够大的波动条件下,动力学表现出树状和循环网络结构的稳定性。在接近产生循环解的鞍节点分叉处,我们发现了一个参数体系,在该体系中,树状解而不是循环解是成本最优的。这些发现在由一个源和两个汇组成的小型系统和由数百个汇组成的经验血管网络中都成立。在小型系统中,我们进一步分析了波动较慢的情况,即与网络适应的时间尺度相同。我们发现,即使循环结构不是成本最优的,噪声动态也会在这些结构周围稳定下来。