Title :
Topological Aspects of Greedy Self-Organization
Author :
Ahmed, Foisal ; Tirkkonen, Olav
Author_Institution :
Dept. of Commun. & Networking, Aalto Univ., Aalto, Finland
Abstract :
We consider self-organization problems, where agents try to agree about the value of a configuration space variable. Problems of consensus and synchronization belong to this category. These are the problems which would often be trivial to solve in a centralized setting, and non-trivial aspects are often directly induced by the process of self-organization itself. We discuss topological reasons as to why simple locally greedy algorithms are not able to create long-range order. The reason why greedy synchronization of a real-valued variable works in a straight forward manner, whereas greedy phase synchronization does not, is topological, in the latter non-trivial homotopy classes in mappings from the interaction graph of the agents to the configuration space exist. We identify higher dimensional configuration spaces with such non-trivial homotopy classes. However, we find that greedy self-organization is able to create long-range order for any higher-dimensional configuration space that does not possess circular components.
Keywords :
graph theory; greedy algorithms; self-adjusting systems; synchronisation; agent interaction graph; consensus problem; greedy self-organization; greedy synchronization; topological aspects; Convergence; Greedy algorithms; Indexes; Network topology; Synchronization; Topology; Wrapping;
Conference_Titel :
Self-Adaptive and Self-Organizing Systems (SASO), 2014 IEEE Eighth International Conference on
Conference_Location :
London
DOI :
10.1109/SASO.2014.15