A Community-Driven Workflow Recommendations and Reuse Infrastructure

Jia Zhang, Chris Lee, S. Xiao, P. Votava, Tsengdar J. Lee, R. Nemani, Ian T Foster
{"title":"A Community-Driven Workflow Recommendations and Reuse Infrastructure","authors":"Jia Zhang, Chris Lee, S. Xiao, P. Votava, Tsengdar J. Lee, R. Nemani, Ian T Foster","doi":"10.1109/SOSE.2014.23","DOIUrl":null,"url":null,"abstract":"NASA Earth Exchange (NEX) aims to provide a platform to enable and facilitate scientific collaboration and knowledge sharing in the Earth sciences, as current satellite measurements rapidly magnify the accumulation of more than 40 years of NASA datasets. One of the main objectives of NEX is to help Earth scientists leverage and reuse various data processing software modules developed by their peers, in order to quickly run value-added executable experiments (workflows). Toward this goal, this paper reports our efforts of leveraging social network analysis to intelligently extract hidden information from data processing workflows. By modeling Earth science workflow modules as social entities and their dependencies as social relationships, this research opens up new vistas for applying social science to facilitate software reuse and distributed workflow development. As a proof of concept, a prototyping system has been developed as a plug-in to the NEX workflow design and management system (VisTrails) to aid Earth scientists in discovering and reusing workflow modules and extending them to solve more complex science problems.","PeriodicalId":360538,"journal":{"name":"2014 IEEE 8th International Symposium on Service Oriented System Engineering","volume":"46 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE 8th International Symposium on Service Oriented System Engineering","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SOSE.2014.23","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

NASA Earth Exchange (NEX) aims to provide a platform to enable and facilitate scientific collaboration and knowledge sharing in the Earth sciences, as current satellite measurements rapidly magnify the accumulation of more than 40 years of NASA datasets. One of the main objectives of NEX is to help Earth scientists leverage and reuse various data processing software modules developed by their peers, in order to quickly run value-added executable experiments (workflows). Toward this goal, this paper reports our efforts of leveraging social network analysis to intelligently extract hidden information from data processing workflows. By modeling Earth science workflow modules as social entities and their dependencies as social relationships, this research opens up new vistas for applying social science to facilitate software reuse and distributed workflow development. As a proof of concept, a prototyping system has been developed as a plug-in to the NEX workflow design and management system (VisTrails) to aid Earth scientists in discovering and reusing workflow modules and extending them to solve more complex science problems.
社区驱动的工作流建议和重用基础设施
NASA地球交换(NEX)旨在提供一个平台,以实现和促进地球科学领域的科学合作和知识共享,因为目前的卫星测量迅速扩大了NASA 40多年数据集的积累。NEX的主要目标之一是帮助地球科学家利用和重用同行开发的各种数据处理软件模块,以便快速运行增值的可执行实验(工作流)。为了实现这一目标,本文报告了我们利用社交网络分析从数据处理工作流中智能地提取隐藏信息的努力。本研究通过将地球科学工作流模块建模为社会实体,将其依赖关系建模为社会关系,为应用社会科学促进软件重用和分布式工作流开发开辟了新的前景。作为概念的证明,已经开发了一个原型系统,作为NEX工作流设计和管理系统(VisTrails)的插件,以帮助地球科学家发现和重用工作流模块,并扩展它们以解决更复杂的科学问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信