Web technologies for environmental Big Data

被引:146
作者
Vitolo, Claudia [1 ]
Elkhatib, Yehia [2 ]
Reusser, Dominik [3 ]
Macleod, Christopher J. A. [4 ]
Buytaert, Wouter [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Civil & Environm Engn Dept, London SW7 2AZ, England
[2] Univ Lancaster, Sch Comp & Commun, Lancaster LA1 4WA, England
[3] Potsdam Inst Climate Impact Res Climate Impacts &, D-14412 Potsdam, Germany
[4] James Hutton Inst, Informat & Computat Sci Grp, Aberdeen AB15 8QH, Scotland
基金
英国自然环境研究理事会;
关键词
Web-based modelling; Big Data; Web services; OGC standards; PROCESSING SERVICE; CHALLENGES; MANAGEMENT; MODELS; IMPLEMENTATION; ORCHESTRATION; KNOWLEDGE; TAVERNA; SCIENCE; FUTURE;
D O I
10.1016/j.envsoft.2014.10.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Recent evolutions in computing science and web technology provide the environmental community with continuously expanding resources for data collection and analysis that pose unprecedented challenges to the design of analysis methods, workflows, and interaction with data sets. In the light of the recent UK Research Council funded Environmental Virtual Observatory pilot project, this paper gives an overview of currently available implementations related to web-based technologies for processing large and heterogeneous datasets and discuss their relevance within the context of environmental data processing, simulation and prediction. We found that, the processing of the simple datasets used in the pilot proved to be relatively straightforward using a combination of R, RPy2, PyWPS and PostgreSQL. However, the use of NoSQL databases and more versatile frameworks such as OGC standard based implementations may provide a wider and more flexible set of features that particularly facilitate working with larger volumes and more heterogeneous data sources. (C) 2014 The Authors. Published by Elsevier Ltd.
引用
收藏
页码:185 / 198
页数:14
相关论文
共 102 条
[61]  
Maidment D. R., 2009, Hydroinformatics in hydrology, hydrogeology and water resources. Proceedings of Symposium JS.4 at the Joint Convention of the International Association of Hydrological Sciences (IAHS) and the International Association of Hydrogeologists (IAH) held in Hyderabad, India, 6-12 September 2009, P213
[62]  
Manola F., 2004, Rdf primer. w3c recommendation
[63]  
McAfee A, 2012, HARVARD BUS REV, V90, P60
[64]   Environmental decision support systems (EDSS) development - Challenges and best practices [J].
McIntosh, B. S. ;
Ascough, J. C., II ;
Twery, M. ;
Chew, J. ;
Elmahdi, A. ;
Haase, D. ;
Harou, J. J. ;
Hepting, D. ;
Cuddy, S. ;
Jakeman, A. J. ;
Chen, S. ;
Kassahun, A. ;
Lautenbach, S. ;
Matthews, K. ;
Merritt, W. ;
Quinn, N. W. T. ;
Rodriguez-Roda, I. ;
Sieber, S. ;
Stavenga, M. ;
Sulis, A. ;
Ticehurst, J. ;
Volk, M. ;
Wrobel, M. ;
van Delden, H. ;
El-Sawah, S. ;
Rizzoli, A. ;
Voinov, A. .
ENVIRONMENTAL MODELLING & SOFTWARE, 2011, 26 (12) :1389-1402
[65]  
Merrin LE, 2009, 18TH WORLD IMACS CONGRESS AND MODSIM09 INTERNATIONAL CONGRESS ON MODELLING AND SIMULATION, P4367
[66]   Evaluation and Implementation of the OGC Web Processing Service for Use in Client-Side GIS [J].
Michaelis, Christopher D. ;
Ames, Daniel P. .
GEOINFORMATICA, 2009, 13 (01) :109-120
[67]  
Michener W., 2011, D LIB MAG, V17
[68]   Design and implementation of netCDF markup language (NcML) and its GML-based extension (NcML-GML) [J].
Nativi, S ;
Caron, J ;
Davis, E ;
Domenico, B .
COMPUTERS & GEOSCIENCES, 2005, 31 (09) :1104-1118
[69]   CZChemDB and EarthChem: Advancing management and access of critical zone geochemical data [J].
Niu, Xianzeng ;
Lehnert, Kerstin A. ;
Williams, Jennifer ;
Brantley, Susan L. .
APPLIED GEOCHEMISTRY, 2011, 26 :S108-S111
[70]  
O'Sullivan B., 2009, DEFINITIVE GUIDE SER, V7