Title :
Distributed constraint optimisation for flexible network management
Author :
Athanasiadis, Dimitrios ; Kockar, Ivana ; McArthur, Stephen
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Strathclyde, Glasgow, UK
Abstract :
This paper presents a network management approach formalised as a Distributed Constraint Optimization (DCOP) problem, in particular power flow management. In DCOP, a group of distributed agents work to assign variables´ values that optimise a set of constraints applied to the variables. This provides a way to optimise a global function through message-passing between asynchronous agents, with certain performance guarantees. Max-sum algorithm, a message passing algorithm will be applied as it is the state of the art for solving DCOP problems. Max-sum algorithm gives a sufficiently good approximate solution which tends to reach optimality but with less computation and communication. To apply the max-sum algorithm the network model will be decomposed as a factor graph which maps directly onto it.
Keywords :
graph theory; load flow; message passing; power engineering computing; software agents; DCOP; asynchronous agents; distributed agents; distributed constraint optimisation; factor graph; flexible network management; max-sum algorithm; message passing; power flow management; Approximation algorithms; Educational institutions; Electricity; Generators; Load flow; Smart grids; DCOP; active network management; artificial intelligence; factor graphs; maxsum algorithms; power flow management;
Conference_Titel :
Innovative Smart Grid Technologies Europe (ISGT EUROPE), 2013 4th IEEE/PES
Conference_Location :
Lyngby
DOI :
10.1109/ISGTEurope.2013.6695367