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Optimizing diffusion in multiplexes by maximizing layer dissimilarity.

Alfredo B Serrano1, Jesús Gómez-Gardeñes2,3, Roberto F S Andrade1

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Summary
This summary is machine-generated.

Understanding diffusion in multiplex networks is key. Greater topological distance between layers generally enhances diffusion, with specific nodes identified to maximize this effect.

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Area of Science:

  • Complex systems
  • Network science
  • Statistical physics

Background:

  • Diffusion dynamics are influenced by network structure and diffusion coefficients within and between layers.
  • Multiplex networks, with interconnected layers, present unique diffusion challenges and opportunities.

Purpose of the Study:

  • To quantitatively assess multiplex diffusion efficiency based on topological similarity between layers.
  • To explore how interlayer distance impacts global diffusion in a two-layer multiplex system.

Main Methods:

  • Measuring topological similarity using interlayer distance between network layers.
  • Rewiring one layer of a two-layer multiplex to systematically vary interlayer distance.
  • Analyzing diffusion processes with fixed intra- and interlayer diffusion coefficients.

Main Results:

  • A larger interlayer distance generally enhances global multiplex diffusion.
  • Topological mechanisms can be used to control diffusion processes in multiplex networks.
  • An algorithm was developed to identify sensitive nodes for maximizing diffusion enhancement.

Conclusions:

  • Interlayer distance is a critical factor for controlling diffusion in multiplex networks.
  • Targeted rewiring of specific nodes can significantly improve system-wide diffusion.
  • Findings offer insights into optimizing information or process spread in complex multilayered systems.