An Initial Proposal for Data-Aware Resource Analysis of Orchestrations with Applications to Predictive Monitoring

Ivanovic, Dragan and Carro Liñares, Manuel and Hermenegildo, Manuel V. (2010). An Initial Proposal for Data-Aware Resource Analysis of Orchestrations with Applications to Predictive Monitoring. In: "2009 international conference on Service-oriented computing ICSOC/ServiceWave'09", 23/11/2009 - 27/11/2009, Estocolmo, Suecia. ISBN 978-3-642-16131-5.

Description

Title: An Initial Proposal for Data-Aware Resource Analysis of Orchestrations with Applications to Predictive Monitoring
Author/s:
  • Ivanovic, Dragan
  • Carro Liñares, Manuel
  • Hermenegildo, Manuel V.
Item Type: Presentation at Congress or Conference (Article)
Event Title: 2009 international conference on Service-oriented computing ICSOC/ServiceWave'09
Event Dates: 23/11/2009 - 27/11/2009
Event Location: Estocolmo, Suecia
Title of Book: Proceedings of the 2009 international conference on Service-oriented computing ICSOC/ServiceWave'09
Date: 2010
ISBN: 978-3-642-16131-5
Subjects:
Faculty: Facultad de Informática (UPM)
Department: Inteligencia Artificial
Creative Commons Licenses: Recognition - No derivative works - Non commercial

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Abstract

Several activities in service oriented computing can benefit from knowing ahead of time future properties of a given service composition. In this paper we focus on how statically inferred computational cost functions on input data, which represent safe upper and lower bounds, can be used to predict some QoS-related values at runtime. In our approach, BPEL processes are translated into an intermediate language which is in turn converted into a logic program. Cost and resource analysis tools are applied to infer functions which, depending on the contents of some initial incoming message, return safe upper and lower bounds of some resource usage measure. Actual and predicted time characteristics are used to perform predictive monitoring. A validation is performed through simulation.

More information

Item ID: 9119
DC Identifier: http://oa.upm.es/9119/
OAI Identifier: oai:oa.upm.es:9119
Official URL: http://servicewave.eu/2009/
Deposited by: Memoria Investigacion
Deposited on: 15 Nov 2011 11:51
Last Modified: 20 Apr 2016 17:39
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