English

Data-driven Synchronization for Network Systems with Noiseless Data

Optimization and Control 2025-12-09 v1

Abstract

For a collection of homogeneous LTI systems that is interconnected by a protocol, given the network topology and the system model, one may obtain a feedback gain to synchronize the network. However, the model-based methods cannot be applied in case the system model is unknown. Therefore, in this paper, we study the data-driven synchronization problem for homogeneous networks. In particular, given a collection of LTI systems, we collect the input-state data from one individual system. Then, given the network topology, we provide data-based necessary and sufficient conditions for synchronizability. Once the conditions are satisfied, one can also obtain a feedback gain directly from data to synchronize the network with the corresponding design method provided in this paper. Finally, we illustrate our results with a numerical simulation.

Keywords

Cite

@article{arxiv.2512.06136,
  title  = {Data-driven Synchronization for Network Systems with Noiseless Data},
  author = {Yongzhang Li and M. Kanat Camlibel},
  journal= {arXiv preprint arXiv:2512.06136},
  year   = {2025}
}
R2 v1 2026-07-01T08:12:28.616Z