Application of Bayesian Networks to Architectural Optimisation

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Show simple item record Parakhine, Artem en_US O'Neill, Tim en_US Leaney, John en_US
dc.contributor.editor NA en_US 2009-11-09T05:35:43Z 2009-11-09T05:35:43Z 2007 en_US
dc.identifier 2007000569 en_US
dc.identifier.citation Parakhine Artem, O'Neill Tim, and Leaney John 2007, 'Application of Bayesian Networks to Architectural Optimisation', IEEE, CA, USA, pp. 37-44. en_US
dc.identifier.issn 0-7695-2772-8 en_US
dc.identifier.other E1 en_US
dc.description.abstract The field of optimisation covers a great multitude of principles, methods and frameworks aimed at maximisation of an objective under constraints. However, the classical optimisation can not be easily applied in the context of computer-based systems architecture as there is not enough knowledge concerning the dependencies between non-functional qualities of the system. Out approach is based on the simulation optimisation methodology where the system simulation is first created to assess the current state of the design with respect to the objectives. The results of the simulation are used to construct a Bayesian belief network which effectively becomes a base for an objective function and serves as the main source of the decision support pertaining to the guidance of the optimisation process. The potential effects of each proposed change or combination of changes is then examined by updating and re-evaluating the system simulation en_US
dc.publisher IEEE en_US
dc.relation.isbasedon en_US
dc.title Application of Bayesian Networks to Architectural Optimisation en_US
dc.parent Proceedings of the 20th IEEE International Conference on Engineering of Computer Based Systems (ECBS) en_US
dc.journal.volume en_US
dc.journal.number en_US
dc.publocation CA, USA en_US
dc.identifier.startpage 37 en_US
dc.identifier.endpage 44 en_US FEIT.School of Systems, Management and Leadership en_US
dc.conference Verified OK en_US
dc.conference.location Tucson, Arizona en_US
dc.for 080300 en_US
dc.personcode 110945 en_US
dc.personcode 010916 en_US
dc.personcode 730376 en_US
dc.percentage 100 en_US Distributed Computing en_US
dc.classification.type FOR-08 en_US
dc.custom IEEE International Conference and Workshop on the Engineering of Computer Based Systems en_US 20070326 en_US
dc.location.activity Tucson, Arizona en_US
dc.description.keywords belief networks optimisation software architecture en_US
dc.staffid 730376 en_US

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