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Coexistence of loop and tree structures in transport networks
Luca Giaccone1, Shashank Kumar Anand2, Amilcare Porporato3
1Politecnico di Torino, Department of Applied Science and Technology, Torino 10129, Italy.
This study introduces a new framework for understanding transport networks, explaining how both tree and loop structures coexist in nature. This model achieves theoretical scaling exponents previously unattainable in single-source systems.
Area of Science:
- Complexity Science
- Network Theory
- Theoretical Physics
Background:
- Transport networks are common in nature and often arise from optimization processes.
- Existing theories explain either tree or loop structures, but not their coexistence.
- Explaining the coexistence of tree and loop structures typically requires flow unsteadiness or redundancy.
Purpose of the Study:
- To propose a novel framework for explaining the coexistence of tree and loop structures in transport networks.
- To demonstrate this coexistence under steady-state conditions.
- To achieve theoretical scaling exponents in flow distribution.
Main Methods:
- Development of a theoretical framework incorporating a modified channel construction cost.
- Extensive computer simulations to test the framework's robustness and validate findings.
- Analysis of flow distribution and scaling exponents within the simulated networks.
Main Results:
- The proposed framework successfully explains the coexistence of tree and loop structures in steady-state conditions.
- Simulations confirm the robustness and effectiveness of the modified channel construction cost approach.
- The presence of loops enables flow distribution to approach the theoretical scaling exponent of -1/2.
Conclusions:
- A unified explanation for the coexistence of tree and loop structures in natural transport networks is provided.
- The modified channel cost is a key factor enabling this coexistence, even without flow unsteadiness.
- This work advances network theory by achieving a previously elusive scaling exponent in single-source configurations.
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