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Surface optimization governs the local design of physical networks
Xiangyi Meng1,2,3,4, Benjamin Piazza3,4, Csaba Both3,4
1Department of Physics, Applied Physics, and Astronomy, Rensselaer Polytechnic Institute, Troy, NY, USA.
Nature
|January 7, 2026
Summary
Physical networks like the brain
Area of Science:
- Network science
- Theoretical physics
- Biology
Background:
- Physical networks, such as the brain's connectome and vascular system, are shaped by material constraints.
- Wiring economy principles predict network architecture based on minimizing material costs.
- Existing models often overlook the full 3D geometry and material costs.
Purpose of the Study:
- To investigate the local branching geometry of physical networks.
- To test the predictions of wiring minimization.
- To develop a more accurate model for network material costs.
Main Methods:
- Empirical exploration of branching geometry in diverse physical networks.
- Mapping surface minimization to high-dimensional Feynman diagrams in string theory.
- Analyzing network configurations beyond length minimization.
Main Results:
- Observed systematic violations of wiring minimization predictions in physical networks.
- Discovered an exact mapping between surface minimization and Feynman diagrams.
- Surface minimization accurately predicts trifurcations and branching angles in networks.
- Predicted and confirmed the existence of stable orthogonal sprouts.
Conclusions:
- Network material costs are better predicted by considering full 3D geometry and surface minimization.
- String theory provides a framework for understanding network structure.
- Orthogonal sprouts play a crucial functional role in biological and physical networks.
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