@inbook{c10055eaca3e4faa9e76fd24294bcce0,
title = "Submodular optimization for smooth convergence",
abstract = "Smooth convergence ensures that the networked nodes converge to their desired states with minimal delay and error in their intermediate states. A submodular optimization approach to smooth convergence in networked systems is presented in this chapter. The approach is based on identifying connections between the system dynamics and the statistics of a random walk on the network, and is developed for static and dynamic networks. The problem of minimizing convergence error when the topology dynamics are unknown is discussed, including bounds on the worst-case error and online optimization algorithms with provable guarantees.",
keywords = "Hull",
author = "Andrew Clark and Basel Alomair and Linda Bushnell and Radha Poovendran",
note = "Publisher Copyright: {\textcopyright} Springer International Publishing Switzerland 2016.",
year = "2016",
doi = "10.1007/978-3-319-26977-1_5",
language = "English",
series = "Communications and Control Engineering",
publisher = "Springer International Publishing",
number = "9783319269757",
pages = "83--104",
booktitle = "Communications and Control Engineering",
edition = "9783319269757",
}