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Design and architecture of the jMetaISP framework

jMetaISP is a framework for dynamic multi-objective Big Data optimization. It combines the jMetal multi-objective framework with the Apache Spark cluster computing system to allow the solving of dynamic optimization problems from a number of external streaming data sources in Big Data contexts. In t...

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Detalles Bibliográficos
Autores principales: Nebro, Antonio J, Barba-González, Cristóbal, Nieto, José García, Cordero, José A, Montes, José F Aldana
Lenguaje:eng
Publicado: 2017
Materias:
Acceso en línea:https://dx.doi.org/10.1145/3067695.3082466
http://cds.cern.ch/record/2318248
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author Nebro, Antonio J
Barba-González, Cristóbal
Nieto, José García
Cordero, José A
Montes, José F Aldana
author_facet Nebro, Antonio J
Barba-González, Cristóbal
Nieto, José García
Cordero, José A
Montes, José F Aldana
author_sort Nebro, Antonio J
collection CERN
description jMetaISP is a framework for dynamic multi-objective Big Data optimization. It combines the jMetal multi-objective framework with the Apache Spark cluster computing system to allow the solving of dynamic optimization problems from a number of external streaming data sources in Big Data contexts. In this paper, we describe the current status of the jMetaISP project, focusing mainly in its design and internal architecture, with the aim of offering a comprehensive view of its main features to interested researchers. Among the covered features, we describe the main components of a jMetalSP application, including dynamic problems, dynamic algorithms, streaming data sources, and data consumers. For practical purposes, we describe two test cases to illustrate how to address dynamic combinatorial and dynamic continuous optimization problems by using the proposed framework.
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language eng
publishDate 2017
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spelling oai-inspirehep.net-16705512019-09-30T06:29:59Zdoi:10.1145/3067695.3082466http://cds.cern.ch/record/2318248engNebro, Antonio JBarba-González, CristóbalNieto, José GarcíaCordero, José AMontes, José F AldanaDesign and architecture of the jMetaISP frameworkComputing and ComputersjMetaISP is a framework for dynamic multi-objective Big Data optimization. It combines the jMetal multi-objective framework with the Apache Spark cluster computing system to allow the solving of dynamic optimization problems from a number of external streaming data sources in Big Data contexts. In this paper, we describe the current status of the jMetaISP project, focusing mainly in its design and internal architecture, with the aim of offering a comprehensive view of its main features to interested researchers. Among the covered features, we describe the main components of a jMetalSP application, including dynamic problems, dynamic algorithms, streaming data sources, and data consumers. For practical purposes, we describe two test cases to illustrate how to address dynamic combinatorial and dynamic continuous optimization problems by using the proposed framework.oai:inspirehep.net:16705512017
spellingShingle Computing and Computers
Nebro, Antonio J
Barba-González, Cristóbal
Nieto, José García
Cordero, José A
Montes, José F Aldana
Design and architecture of the jMetaISP framework
title Design and architecture of the jMetaISP framework
title_full Design and architecture of the jMetaISP framework
title_fullStr Design and architecture of the jMetaISP framework
title_full_unstemmed Design and architecture of the jMetaISP framework
title_short Design and architecture of the jMetaISP framework
title_sort design and architecture of the jmetaisp framework
topic Computing and Computers
url https://dx.doi.org/10.1145/3067695.3082466
http://cds.cern.ch/record/2318248
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AT nietojosegarcia designandarchitectureofthejmetaispframework
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AT montesjosefaldana designandarchitectureofthejmetaispframework