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Transitions from Trees to Cycles in Adaptive Flow Networks

Authors: Erik A. Martens; Erik A. Martens; Erik A. Martens; Konstantin Klemm;

Transitions from Trees to Cycles in Adaptive Flow Networks

Abstract

Transport networks are crucial to the functioning of natural and technological systems. Nature features transport networks that are adaptive over a vast range of parameters, thus providing an impressive level of robustness in supply. Theoretical and experimental studies have found that real-world transport networks exhibit both tree-like motifs and cycles. When the network is subject to load fluctuations, the presence of cyclic motifs may help to reduce flow fluctuations and, thus, render supply in the network more robust. While previous studies considered network topology via optimization principles, here, we take a dynamical systems approach and study a simple model of a flow network with dynamically adapting weights (conductances). We assume a spatially non-uniform distribution of rapidly fluctuating loads in the sinks and investigate what network configurations are dynamically stable. The network converges to a spatially non-uniform stable configuration composed of both cyclic and tree-like structures. Cyclic structures emerge locally in a transcritical bifurcation as the amplitude of the load fluctuations is increased. The resulting adaptive dynamics thus partitions the network into two distinct regions with cyclic and tree-like structures. The location of the boundary between these two regions is determined by the amplitude of the fluctuations. These findings may explain why natural transport networks display cyclic structures in the micro-vascular regions near terminal nodes, but tree-like features in the regions with larger veins.

Keywords

Heterogeneous network structures, QC1-999, Flow networks, flow networks, cycles, Adaptive networks, FOS: Physical sciences, Tree-like structures, Loops, Physics - Biological Physics, Tissues and Organs (q-bio.TO), transport networks, Physics, Quantitative Biology - Tissues and Organs, tree-like structures, adaptive networks, transcritical bifurcation, Nonlinear Sciences - Adaptation and Self-Organizing Systems, loops, Transcritical bifurcation, Biological Physics (physics.bio-ph), Cycles, FOS: Biological sciences, heterogeneous network structures, Transport networks, Adaptation and Self-Organizing Systems (nlin.AO)

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selected citations
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This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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