NDLI: Surrogate-assisted optimisation of composite applications in mobile ad hoc networks

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Surrogate-assisted optimisation of composite applications in mobile ad hoc networks

Content Provider	ACM Digital Library
Author	McBurney, Peter Zschaler, Steffen Efstathiou, Dionysios Bourcier, Johann
Abstract	Infrastructure-less mobile ad-hoc networks enable the development of collaborative pervasive applications. Within such dynamic networks, collaboration between devices can be realised through service-orientation by abstracting device resources as services. Recently, a framework for QoS-aware service composition has been introduced which takes into account a spectrum of orchestration patterns, and enables compositions of a better QoS than traditional centralised orchestration approaches. In this paper, we focus on the automated exploration of trade-off compositions within the search space defined by this flexible composition model. For the studied problem, the evaluation of the fitness functions guiding the search process is computationally expensive because it either involves a high-fidelity simulation or actually requires calling the composite service. To overcome this limitation, we have developed efficient surrogate models for estimating the QoS metrics of a candidate solution during the search. Our experimental results show that the use of surrogates can produce solutions with good convergence and diversity properties at a much lower computational effort.
Starting Page	1239
Ending Page	1246
Page Count	8
File Format	PDF
ISBN	9781450326629
DOI	10.1145/2576768.2598307
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2014-07-12
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Optimisation Service composition Surrogate models
Content Type	Text
Resource Type	Article

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