Title :
Multi-radio network optimisation using Bayesian belief propagation
Author :
McGuire, C. ; Weiss, Steven
Author_Institution :
Dept. of Electron. & Electr. Eng., Univ. of Strathclyde, Glasgow, UK
Abstract :
In this paper we show how 5 GHz and “TV White Space” wireless networks can be combined to provide fixed access for a rural community. Using multiple technologies allows the advantages of each to be combined to overcome individual limitations when assigning stations between networks. Specifically, we want to maximise throughput under the constraint of satisfying both the desired individual station data rate and the transmit power within regulatory limits. For this optimisation, we employ Pearl´s algorithm, a Bayesian belief propagation implementation, which is informed by statistics drawn from network trials on Isle of Tiree with 100 households. The method confirms results obtained with an earlier deterministic approach.
Keywords :
Bayes methods; belief networks; optimisation; radio networks; Bayesian belief propagation implementaion; Isle of Tiree; Pearl algorithm; TV white space wireless network; deterministic approach; frequency 5 GHz; multiradio network optimisation; rural community; throughput maximisation; Bandwidth; Base stations; Optimization; Power demand; Propagation losses; Radio access networks; Throughput; Bayesian belief propagation; heterogeneous networks; network optimisation; rural broadband access; white space communications;
Conference_Titel :
Signal Processing Conference (EUSIPCO), 2014 Proceedings of the 22nd European
Conference_Location :
Lisbon