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		<issn>2178-7107</issn>
		<label>lattes: 3800022078311584 3 RodriguesCarnAndr:2013:ExReVi</label>
		<citationkey>RodriguesCarnAndr:2013:ExReVi</citationkey>
		<title>An extensible real-time visualization pipeline for dynamic spatial modeling</title>
		<year>2013</year>
		<month>June</month>
		<typeofwork>journal article</typeofwork>
		<secondarytype>PRE PI</secondarytype>
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		<author>Rodrigues, Antonio Jose C.,</author>
		<author>Carneiro, Tiago Garcia de Senna,</author>
		<author>Andrade, Pedro Ribeiro de,</author>
		<group></group>
		<group></group>
		<group>CST-CST-SPG-INPE-MCTI-GOV-BR</group>
		<affiliation>Universidade Federal de Ouro Preto (UFOP)</affiliation>
		<affiliation>Universidade Federal de Ouro Preto (UFOP)</affiliation>
		<affiliation>Instituto Nacional de Pesquisas Espaciais (INPE)</affiliation>
		<electronicmailaddress>aj.rodrigues@ymail.com</electronicmailaddress>
		<electronicmailaddress>tiagogsc@gmail.com</electronicmailaddress>
		<electronicmailaddress>pedro.andrade@inpe.br</electronicmailaddress>
		<e-mailaddress>pedro@dpi.inpe.br</e-mailaddress>
		<journal>Journal of Information and Data Management</journal>
		<volume>4</volume>
		<number>2</number>
		<pages>156-167</pages>
		<secondarymark>B3 B3 B4 B5 B5 B5</secondarymark>
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		<keywords>scientific visualization pipeline, environmental modeling, high-performance, computer simulation, TerraME Observer.</keywords>
		<abstract>This article presents research results of an extensible visualization pipeline for real-time exploratory analysis of spatially explicit simulations. We identify software requirements and discuss the main conceptual and design issues. We propose a protocol for data serialization, a high performance monitoring mechanism, and graphical interfaces for visualization. Performance experiments show that combining multithreading and the Blackboard design pattern reduces the visualization response time by 80%, with no significant increase in memory consumption (less than 7%). The components presented in this article have been integrated in the TerraME modeling platform for simulation of terrestrial systems.</abstract>
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		<language>en</language>
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