Estimating the structure of small dynamical networks from the state time evolution of one node

Phys Rev E Stat Nonlin Soft Matter Phys. 2013 Jan;87(1):012915. doi: 10.1103/PhysRevE.87.012915. Epub 2013 Jan 25.

Abstract

We consider small dynamical networks of coupled oscillators for which the network topology is unknown and try to use partial knowledge of the oscillators' dynamics to estimate both the network couplings and the states of the nodes. We focus on the case where the state time evolution from only one oscillator is available. We propose an adaptive strategy that uses synchronization between the true network and a replica network in order to estimate both the couplings and the states. The adaptive scheme is tested with several modules of coupled oscillators. We consider the effects of small mismatches in the parameters of the individual oscillators and we propose an alternative version of the strategy that is suitable to handle noise in the received signal.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Algorithms*
  • Computer Simulation
  • Models, Statistical*
  • Oscillometry / methods*