Scientific workflows: Past, present and future

被引:72
作者
Atkinson, Malcolm [1 ]
Gesing, Sandra [2 ]
Montagnat, Johan [3 ]
Taylor, Ian [2 ,4 ]
机构
[1] Univ Edinburgh, Sch Informat, Edinburgh EH8 9AB, Midlothian, Scotland
[2] Univ Notre Dame, Ctr Res Comp, Notre Dame, IN 46556 USA
[3] Univ Cote Azur, CNRS, I3S, Sophia Antipolis, France
[4] Cardiff Univ, Sch Comp Sci & Informat, 5 Parade, Cardiff CF24 3AA, S Glam, Wales
来源
FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE | 2017年 / 75卷
基金
英国惠康基金; 英国工程与自然科学研究理事会;
关键词
Scientific workflows; Scientific methods; Optimisation; Performance; Usability; PROVENANCE; SCIENCE; MANAGEMENT; TAVERNA; ENVIRONMENT; SYSTEM; INTEROPERABILITY; ONTOLOGIES; FRAMEWORK; PEGASUS;
D O I
10.1016/j.future.2017.05.041
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
This special issue and our editorial celebrate 10 years of progress with data-intensive or scientific workflows. There have been very substantial advances in the representation of workflows and in the engineering of workflow management systems (WMS). The creation and refinement stages are now well supported, with a significant improvement in usability. Improved abstraction supports crossfertilisation between different workflow communities and consistent interpretation as WMS evolve. Through such re-engineering the WMS deliver much improved performance, significantly increased scale and sophisticated reliability mechanisms. Further improvement is anticipated from substantial advances in optimisation. We invited papers from those who have delivered these advances and selected 14 to represent today's achievements" and representative plans for future progress. This editorial introduces those contributions with an overview and categorisation of the papers. Furthermore, it elucidates responses from a survey of major workflow systems, which provides evidence of substantial progress and a structured index of related papers. We conclude with suggestions on areas where further research and development is needed and offer a vision of future research directions. (C) 2017 Published by Elsevier B.V.
引用
收藏
页码:216 / 227
页数:12
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