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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...
Autores principales: | , , , , |
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Lenguaje: | eng |
Publicado: |
2017
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Materias: | |
Acceso en línea: | https://dx.doi.org/10.1145/3067695.3082466 http://cds.cern.ch/record/2318248 |
_version_ | 1780958449612357632 |
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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. |
id | oai-inspirehep.net-1670551 |
institution | Organización Europea para la Investigación Nuclear |
language | eng |
publishDate | 2017 |
record_format | invenio |
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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