Articulation Node Importance Estimation and Its Correctness for Robustness of Multi-robot Network
Toru Murayama
- Year
- 2018
- Citations
- 9
Abstract
This paper introduces a concept of an articulation node importance in a multi-robot network, proposes a distributed algorithm to estimate the importance and analyzes a condition to estimate the correct importance value. An articulation node is a weak point of a connected multi-robot network, because the network connectivity will be broken if the robot node is failed. However, the damage to the system when a node failed is depend on a position of the failure node, in other words, a centrality of the node in the network. To evaluate an impact if the node fails, I introduce an definition of the articulation node importance to explain such a centrality. I also introduce an algorithm to estimate the importance in a distributed fashion, and theoretically analyze a condition that the algorithm outputs the correct importance value. How to design a parameter of the algorithm is discussed from results of a numerical example.
Keywords
Related papers
Statistical Learning Theory
Yuhai Wu, Vladimir Vapnik
1999
Artificial intelligence: a modern approach
1995
Applied Nonlinear Control
Jean-Jacques Slotine, Weiping Li
1991
A new optimizer using particle swarm theory
R.C. Eberhart, James Kennedy
2002