14,918
Views
254
CrossRef citations to date
0
Altmetric
INVITED PAPER

Spatial cloud computing: how can the geospatial sciences use and help shape cloud computing?

, , , , , , & show all
Pages 305-329 | Received 05 May 2011, Accepted 06 May 2011, Published online: 21 Jun 2011

References

  • Armbrust , M. 2010 . Above the clouds: a Berkeley view of cloud computing . Communications of the ACM , 53 ( 4 ) : 50 – 58 . doi: 10.1145/1721654.1721672
  • Armstrong , M.P. , Cowles , M. and Wang , S. 2005 . Using a computational grid for geographic information analysis . Professional Geographer , 57 ( 3 ) : 365 – 375 . doi: 10.1111/j.0033-0124.2005.00484.x
  • Bernstein , Q.T. , Vidovic , N. , and Modi , S. , 2010 . A cloud PAAS for high scale, function, and velocity mobile applications – with reference application as the fully connected car . In: Proceedings of the 2010 Fifth International Conference on Systems and Networks Communications (ICSNC'10) . Washington , , DC, USA : IEEE Computer Society , 117 – 123 . doi: 10.1109/ICSNC.2010.24 . Available from: http://dx.doi.org/10.1109/ICSNC.2010.24 [Accessed 30 March 2011].
  • Blower , J.D. , 2010 . GIS in the cloud: Implementing a web map service on Google app engine . In: Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application, COM.Geo'10 , 21–23 June 2010 , ACM New York, NY , , USA , Article 34. Available from: http://doi.acm.org/10.1145/1823854 [Accessed 30 March 2011].
  • Blunck , H. , et al. , 2010 . PerPos: a platform providing cloud services for pervasive positioning . In: Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application, COM.Geo'10 , 21–23 June 2010 , ACM Washington DC , , USA. New York 11 , 1 – 8 .
  • Bodk , P. , et al. , 2010 . Characterizing, modeling, and generating workload spikes for stateful services . In: Proceedings of the 1st ACM Symposium on Cloud Computing, SoCC'10 , 6–11 June 2010, UC Berkeley, Berkeley, CA, USA , 241 – 252 .
  • Brenner , N. 1999 . Beyond state-centrism? Space, territoriality, and geographical scale in globalization studies . Theory and Society , 28 ( 1 ) : 39 – 78 . doi: 10.1023/A:1006996806674
  • Brodkin , J. , 2008 . Gartner: seven cloud-computing security risks [online]. Available from: http://www.networkworld.com/news/2008/070208-cloud.html [Accessed 31 March 2011] .
  • Brooks , C. , et al. , 2004 . The Massive User Modelling System (MUMS) . Intelligent Tutoring Systems: Lecture Notes in Computer Science , 3220 (2004) , 73 – 112 .
  • Bunze , K. , Ager , A. , and Schrader , P.C. , 2010 . Up in the air: adventures in serving geospatial data using open source software and the cloud . In: Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application, COM.Geo'10 , 21–23 June 2010, Washington, DC, USA. New York: ACM, 35, 1–4 .
  • Buyya , R. , Pandey , S. , and Vecchiola , S. , 2009 . Cloudbus toolkit for market-oriented cloud computing . Cloud Computing, Lecture Notes in Computer Science , 5931 (2009), 24–44 . doi: 10.1007/978-3-642-10665-1_4 .
  • Calstroka , J. and Watson , P. , 2010 . Automatic software deployment in the Azure cloud, distributed applications and interoperable systems . In: Proceedings of 10th IFIP WG 6.1 International Conference, DAIS 2010 , 7–9 June 2010, Amsterdam, Netherlands , 155 – 168 .
  • Cao , Y. , 2007 . Transportation routing with real-time events supported by grid computing . Thesis (PhD). George Mason University, Fairfax, Virginia, USA .
  • Cartwright , D.E. 2000 . Tides: A Scientific History , Cambridge : Cambridge University Press .
  • Cary , A. , et al. , 2010 . Leveraging cloud computing in Geodatabase Management . In: Proceedings of the 2010 IEEE International Conference on Granular Computing , 14–16 August 2010, San Jose, CA, USA, IEEE , 73 – 78 .
  • Chappell , D. , 2008 . Introducing the azure services platform . Microsoft Corporation document. Available from: http://www.davidchappell.com/writing/white_papers/Introducing_Windows_Azure_v1-Chappell.pdf [Accessed 20 February 2011] .
  • Chu , S. , Yeh , C. , and Huang , C. , 2009 . A cloud-based trajectory index scheme . In: Proceedings of IEEE International Conference on e-Business Engineering , 21–23 October 2009, Macau, China , 602 – 607 .
  • CIO Council , 2010 . Proposed Security Assessment & Authorization for U.S. government cloud computing [online]. Federal CIO Council White paper, ver.0.6. 90 pp. Available from: https://info.apps.gov/sites/default/files/Proposed-Security-Assessment-and-Authorization-for-Cloud-Computing.pdf [Accessed 20 February 2011] .
  • Cox , P. M. 2000 . Acceleration of global warming due to carbon-cycle feedbacks in a coupled climate model . Nature , 408 : 184 – 187 . doi: 10.1038/35041539
  • Cui , D. , Wu , Y. , and Zhang , Q. , 2010 . Massive spatial data processing model based on cloud computing model . In: Proceedings of the Third International Joint Conference on Computational Sciences and Optimization , IEEE Computer Society, Los Alamitos, CA, 28–31 May 2010, Huangshan, Anhui, China, IEEE, 347–350 .
  • Defries , R.S. and Townshend , J.R.G. 1994 . NDVI-derived land cover classifications at a global scale . International Journal of Remote Sensing , 15 ( 17 ) : 3567 – 3586 . doi: 10.1080/01431169408954345
  • De Smith , M.J. , Goodchild , M.F. and Longley , P. 2007 . Geospatial analysis: a comprehensive guide to principles , Leicester , , UK : Troubador Publishing Ltd .
  • Donner , R. 2009 . Understanding the Earth as a Complex System – recent advances in data analysis and modelling in Earth sciences . European Physical Journal Special Topics , 174 : 1 – 9 . doi: 10.1140/epjst/e2009-01086-6
  • Durbha , S.S. and King , R.L. 2005 . Semantics-enabled framework for knowledge discovery from Earth observation data archives. Geoscience and Remote Sensing . IEEE Transactions on , 43 ( 11 ) : 2563 – 2572 .
  • Gonzalez , H. , et al. , 2010 . Google fusion tables: data management, integration and collaboration in the cloud . In: Proceedings of the 1st ACM Symposium on Cloud Computing, SoCC'10 , 6–11 June 2010, UC Berkeley , ACM Berkeley, CA , , USA. New York 175 – 180 .
  • Goodchild , M. 1992 . Geographical data modeling . Computers & Geosciences , 18 ( 4 ) : 401 – 408 . doi: 10.1016/0098-3004(92)90069-4
  • Goodchild , M. 2007 . Citizens as sensors: the world of volunteered geography . GeoJournal , 69 ( 4 ) : 211 – 221 . doi: 10.1007/s10708-007-9111-y
  • Goodchild , M. , Yuan , M. and Cova , T. 2007 . Towards a general theory of geographic representation in GIS . International Journal of Geographic Information Science , 21 : 239 – 260 . doi: 10.1080/13658810600965271
  • Govett , M. , Middlecoff , J. , and Henderson , T. , 2010 . Running the NIM next-generation weather model on GPUs . In: Proceedings of 10th IEEE/ACM International Conference on Cluster, Cloud, and Grid Computing, CCGrid 2010 , 17–20 May 2010 , ACM Melbourne, VIC , , Australia. New York 792 – 796 .
  • Hayes , B. 2008 . Cloud computing . Communications of the ACM – Web science , 51 ( 7 ) : 9 – 11 . doi: 10.1145/1364782.1364786
  • Herath , C. and Plale , B. , 2010 . Streamflow-Programming model for data streaming in scientific workflows . In: Proceedings of 10th IEEE/ACM International Conference on Cluster, Cloud, and Grid Computing, CCGrid 2010 , 17–20 May 2010 , ACM Melbourne, VIC , , Australia. New York 302 – 311 .
  • Hey , T. , Tansley , S. , and Tolle , K. , 2009 . The fourth paradigm: data-intensive scientific discovery [online]. Microsoft Research, Redmond, WA. Available from: http://research.microsoft.com/en-us/collaboration/fourthparadigm/ [Accessed 1 January 2011] .
  • Hornsby , K. and Yuan , M. 2008 . Understanding dynamics of geographic domains , Boca Raton : Taylor & Francis: CRC Press .
  • Huang , Q. , et al. , 2010 . Cloud computing for geosciences: deployment of GEOSS clearinghouse on Amazon's EC2 . In: Proceedings of the ACM SIGSPATIAL International Workshop on High Performance and Distributed Geographic Information Systems, HPDGIS'10 , 3–5 November 2010 , ACM San Jose, CA , , USA. New York 35 – 38 .
  • Jensen , C.S. , 2009 . Location, location, location . In: Proceedings of 2009 tenth international conference on mobile data management: systems, services and middleware, MDM 2009 , 18–20 May 2009, Taipei, Taiwan, IEEE .
  • Jiang , J.R. 2011 . Nondominated local coteries for resource allocation in grids and clouds . Information Processing Letters , 111 : 379 – 384 . doi: 10.1016/j.ipl.2011.01.008
  • Kecskemeti , G. 2011 . An approach for virtual appliance distribution for service deployment . Future Generation Computer Systems , 27 : 280 – 289 . doi: 10.1016/j.future.2010.09.009
  • Kumar , S.V. 2006 . Land information system: an interoperable framework for high resolution land surface modeling . Environmental Modelling & Software , 21 ( 10 ) : 1402 – 1415 . doi: 10.1016/j.envsoft.2005.07.004
  • Kumar , V. 2007 . “ High performance data mining – application for discovery of patterns in the global climate system ” . In Proceedings of the 14th international conference on High performance computing (HiPC'07) , Edited by: Aluru , S. , Parashar , M. , Badrinath , R. and Prasanna , V.K.. 4 – 4 . Berlin, Heidelberg : Springer-Verlag .
  • Lee , Y. and Chen , K. , 2010 . Is server consolidation beneficial to MMORPG? A case study of world of warcraft . In: Proceedings of 2010 IEEE 3rd international conference on cloud computing, CLOUD 2010 , 5–10 July 2010, 435–442 .
  • Li , Z. , et al. , 2010a . An optimized framework for OGC web service seamlessly integration to support Geospatial Sciences . International Journal of Geographic Information Science . doi: 10.1080/13658816.2010.484811 .
  • Li , W. , Yang , C. and Yang , C. 2010b . An active crawler for discovering geospatial Web services and their distribution pattern – a case study of OGC Web Map Service . International Journal of Geographical Information Science , 24 ( 8 ) : 1127 – 1147 . doi: 10.1080/13658810903514172
  • Liu , Y. 2009 . Research of remote sensing service based on cloud computing mode . Application Research of Computers , 26 ( 9 ) : 3428 – 3431 .
  • Marston , S. 2011 . Cloud computing – the business perspective . Decision Support Systems , 51 : 176 – 189 . doi: 10.1016/j.dss.2010.12.006
  • Mell , P. and Grance , T. , 2009 . The NIST definition of cloud computing Ver. 15. [online]. NIST.gov. Available from: http://csrc.nist.gov/groups/SNS/cloud-computing/ [Accessed 22 November 2010] .
  • Mobilia , S. , et al. , 2009 . Sustainability on-orbit: space solar power and cloud computing constellation two examples of international offset projects . In: Proceedings of 60th International Astronautical Congress 2009, IAC 2009 , 8:6141–6147, 12–16 October 2009, Daejeon, Republic of Korea, Curran Associates Inc. , 6141 – 6147 .
  • Monmonier , M. 1990 . Strategies for the visualization of geographic time-series data . Cartographica: The International Journal for Geographic Information and, Geovisualization , 27 ( 1 ) : 30 – 45 . doi: 10.3138/U558-H737-6577-8U31
  • Montgomery , K. and Mundt , C. , 2010 . A new paradigm for integrated environmental monitoring . In: Proceedings of the 1st International Conference and Exhibition on Computing for Geospatial Research & Application (COM.Geo'10) , 21–23 June 2010, New York, NY, ACM, USA .
  • Nah , F. 2004 . A study on tolerable waiting time: how long are Web users willing to wait? . Behavior & Information Technology , 23 ( 3 ) : 153 – 163 . doi: 10.1080/01449290410001669914
  • Nicolae , B. 2011 . BlobSeer: Next-generation data management for large scale infrastructures . Journal of Parallel Distributed Computing , 71 : 169 – 184 . doi: 10.1016/j.jpdc.2010.08.004
  • NRC , 2003 . Living on an active earth: Perspectives on earthquake science . Washington , DC : The National Academies Press .
  • NRC , 2009a . Global environmental health: research gaps and barriers for providing sustainable water, sanitation, and hygiene services: workshop summary . Washington , DC : The National Academies Press .
  • NRC , 2009b . Informing decisions in a changing climate . Washington , DC : The National Academies Press .
  • NRC , 2010 . The rise of games and high performance computing for modeling and simulation . Washington , DC : The National Academies Press .
  • NRC , 2011 . Tsunami warning and preparedness: an assessment of the U.S. Tsunami Program and the Nation's Preparedness Efforts . Washington , DC : The National Academies Press .
  • Olson , A.J. 2010 . Data as a service: Are we in the clouds? . Journal of Map & Geography Libraries , 6 ( 1 ) : 76 – 78 . doi: 10.1080/15420350903432739
  • Plaza , A.J. and Chang , C.I. 2008 . High performance computing in remote sensing , Gainesville , , USA : CRC Press .
  • Rafique , M. , Butt , A.R. and Nikolopoulos , D.S. 2011 . A capabilities-aware framework for using computational accelerators in data-intensive computing . Journal of Parallel and Distributed Computing , 71 : 185 – 197 . doi: 10.1016/j.jpdc.2010.09.004
  • Ramakrishnan , L. 2011 . Deadline-sensitive workflow orchestration without explicit resource control . Journal of Parallel and Distributed Computing , 71 : 343 – 353 . doi: 10.1016/j.jpdc.2010.11.010
  • Scholz , C.H. , Sykes , L.R. and Aggarwal , Y.P. 1973 . Earthquake Prediction: A Physical Basis . Science , 181 ( 4102 ) : 803 – 810 . doi: 10.1126/science.181.4102.803
  • Song , W. and Wang , X.S. , 2010 . In-device spatial cloaking for mobile user privacy assisted by the cloud . In: Proceedings of 11th International Conference on Mobile Data Management (MDM 2010) , 23–26 May 2010, Kansas City, MO, IEEE Computer Society , 381 – 386 .
  • Stroud , J.R. , Müller , P. and Sansó , B. 2001 . Dynamic models for spatiotemporal data . Journal of the Royal Statistical Society: Series B (Statistical Methodology) , 63 : 673 – 689 . doi: 10.1111/1467-9868.00305
  • Su , D. , et al. , 2010 . Research of spatial decision support system construction based on cloud model . In: Proceedings of 2010 International Conference on E-Business and E-Government (ICEE 2010) , 7–9 May 2010, Guangzhou, China, IEEE , 691 – 694 .
  • Subashini , S. and Kavitha , V. 2011 . A survey on security issues in service delivery models of cloud computing . Journal of Network and Computer Applications , 34 : 1 – 11 . doi: 10.1016/j.jnca.2010.07.006
  • Terrenghi , L. , et al. , 2010 . CloudRoom: a conceptual model for managing data in space and time . In: Proceedings of The 28th Annual CHI Conference on Human Factors in Computing Systems (CHI 2010) , 10–15 April 2010 , ACM Atlanta, GA , , New York , 3277 – 3282 .
  • Theodoridis , Y. , Jefferson , S. , and Nascimento , M.A. , 1999 . On the generation of spatiotemporal datasets . Lecture Notes in Computer Science 1651 (1999) , 147 – 164 .
  • Theodoridis , Y. and Nascimento , M.A. 2000 . Generating spatiotemporal datasets on the WWW . SIGMOD Record , 29 ( 3 ) : 39 – 43 . doi: 10.1145/362084.362104
  • Wang , J. and Liu , Z. , 2008 . Parallel data mining optimal algorithm of virtual cluster . In: Proceedings of 2008 fifth international conference on Fuzzy Systems and Knowledge Discovery (FSKD) , 18–20 October 2008, Jinan Shandong, China, IEEE Computer Society , 358 – 362 .
  • Wang , Y. , Wang , S. , and Zhou , D. , 2009 . Retrieving and indexing spatial data in the cloud computing environment . In: Proceedings of First International Conference on Cloud Computing, CloudCom 2009 , 1–4 December 2009, Beijing, China. Berlin, Heidelberg: Springer-Verlag , 322 – 331 .
  • Williams , H. , 2009 . Spatial cloud computing (SC2) white paper: a new paradigm for geographic information services [online]. Available from: http://www.skeinc.com/pages/SC2/SKE_SC2_White_Paper.pdf [Accessed 21 November 2010] .
  • Xie , J. 2010 . High performance computing for the simulation of dust storms . Computers, Environment, and Urban Systems , 34 ( 4 ) : 278 – 290 . doi: 10.1016/j.compenvurbsys.2009.08.002
  • Yang , C. 2008 . Distributed geospatial information processing: sharing earth science information to support digital earth . International Journal of Digital Earth , 1 ( 3 ) : 259 – 278 . doi: 10.1080/17538940802037954
  • Yang , C. and Raskin , R. 2009 . Introduction to distributed geographic information processing research . International Journal of Geographic Information Science , 23 ( 5 ) : 553 – 560 . doi: 10.1080/13658810902733682
  • Yang , X. and Deng , Y. , 2010 . Exploration of cloud computing technologies for geographic information services . In: Proceedings of 18th International Conference on Geoinformatics , 18 – 20 June 2010, Wuhan, China, IEEE Computer Society , 1 – 5 .
  • Yang , J. and Wu , S. , 2010 . Studies on application of cloud computing techniques in GIS . In: Proceedings of 2010 second IITA International Conference on Geoscience and Remote Sensing , 28–31 August 2010, Fuzhou University, Fuzhou, China, IEEE Computer Society, 492–495 .
  • Yang , C. 2010 . Geospatial cyberinfrastructure: past, present and future . Computers, Environment and Urban Systems , 34 ( 4 ) : 264 – 277 . doi: 10.1016/j.compenvurbsys.2010.04.001
  • Yang , C. , et al. , 2011a . WebGIS performance issues and solutions . In: S. Li , S. Dragicevic , and B. Veenendaal Advances in web-based GIS, mapping services and applications . London : Taylor & Francis Group, ISBN 978-0-415-80483-7 .
  • Yang C. , et al. , 2011b . Using spatial principles to optimize distributed computing for enabling physical science discoveries . Proceedings of National Academy of Sciences , 106 ( 14 ), 5498 – 5503 . doi: 10.1073/pnas.0909315108 .
  • Yiu , M.L. 2010 . Enabling search services on outsourced private spatial data . VLDB Journal , 19 ( 3 ) : 363 – 384 . doi: 10.1007/s00778-009-0169-7
  • Zhang , P. 2003 . “ Correlation Analysis of Spatial Time Series Datasets: A Filter-and-Refine Approach ” . In In: Proceedings of the 7th Pacific-Asia Conference on Knowledge Discovery and Data Mining , 532 – 544 . Berlin, Heidelberg : Springer-Verlag .
  • Zhang , T. 2011 . Typical virtual appliances: an optimized mechanism for virtual appliances provisioning and management . Journal of Systems and Software , 84 : 377 – 387 . doi: 10.1016/j.jss.2010.11.925
  • Zissis , D. and Lekkas , D. , 2011 . Addressing cloud computing security issues . Future Generation Computer Systems . doi: 10.1016/j.future.2010.12.006