메뉴 건너뛰기




Volumn 8, Issue 10, 2015, Pages 4665-4674

A Scalable Geospatial Web Service for Near Real-Time, High-Resolution Land Cover Mapping

Author keywords

Automation; classification; earth observation (EO); land cover; land use; machine learning; multispectral

Indexed keywords

COMPUTER VISION; DATA HANDLING; DIGITAL STORAGE; INFORMATION MANAGEMENT; ORBITS; QUERY PROCESSING; REMOTE SENSING; SATELLITE IMAGERY; SOCIAL NETWORKING (ONLINE); WEBSITES;

EID: 84941254447     PISSN: 19391404     EISSN: 21511535     Source Type: Journal    
DOI: 10.1109/JSTARS.2015.2461556     Document Type: Article
Times cited : (28)

References (44)
  • 1
    • 84988214289 scopus 로고    scopus 로고
    • Global land cover mapping at 30m resolution: A POKbased operational approach
    • J. Chen et al., "Global land cover mapping at 30m resolution: A POKbased operational approach, " Int. J. Photogramm. Remote Sens., vol. 103, pp. 7-27, 2014.
    • (2014) Int. J. Photogramm. Remote Sens. , vol.103 , pp. 7-27
    • Chen, J.1
  • 2
    • 84872091894 scopus 로고    scopus 로고
    • A user-driven approach to determining critical earth observation priorities for societal benefit
    • Dec.
    • E. Zell, A. Huff, A. Carpenter, and L. Friedl, "A user-driven approach to determining critical earth observation priorities for societal benefit, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 5, no. 6, pp. 1594-1602, Dec. 2012.
    • (2012) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.5 , Issue.6 , pp. 1594-1602
    • Zell, E.1    Huff, A.2    Carpenter, A.3    Friedl, L.4
  • 3
    • 84888211006 scopus 로고    scopus 로고
    • Next generation of global land cover characterization, mapping, and monitoring
    • C. Giri, B. Pengra, J. Long, and T. Loveland, "Next generation of global land cover characterization, mapping, and monitoring, " Int. J. Appl. Earth Observ. Geoinf., vol. 25, pp. 30-37, 2013.
    • (2013) Int. J. Appl. Earth Observ. Geoinf. , vol.25 , pp. 30-37
    • Giri, C.1    Pengra, B.2    Long, J.3    Loveland, T.4
  • 5
    • 84904426303 scopus 로고    scopus 로고
    • Planetserver: Innovative approaches for the online analysis of hyperspectral satellite data from Mars
    • J. Oosthoek et al., "Planetserver: Innovative approaches for the online analysis of hyperspectral satellite data from Mars, " Adv. Space Res., vol. 53, pp. 219-244, 2013.
    • (2013) Adv. Space Res. , vol.53 , pp. 219-244
    • Oosthoek, J.1
  • 6
    • 84877922216 scopus 로고    scopus 로고
    • Cloud implementation of a full hyperspectral unmixing chain within the NASA web coverage processing service for EO-1
    • Apr.
    • P. Cappelaere, S. Sanchez, S. Bernabe, A. Scuri, D. Mandl, and A. Plaza, "Cloud implementation of a full hyperspectral unmixing chain within the NASA web coverage processing service for EO-1, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 6, no. 2, pp. 408-418, Apr. 2013.
    • (2013) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.6 , Issue.2 , pp. 408-418
    • Cappelaere, P.1    Sanchez, S.2    Bernabe, S.3    Scuri, A.4    Mandl, D.5    Plaza, A.6
  • 7
    • 84930826671 scopus 로고    scopus 로고
    • Towards building a data-intensive index for big data computing-A case study of remote sensing data processing
    • Y. Ma, L. Wang, P. Liu, and R. Ranjan, "Towards building a data-intensive index for big data computing-A case study of remote sensing data processing, " Inf. Sci., vol. 319, pp. 171-188, 2014.
    • (2014) Inf. Sci. , vol.319 , pp. 171-188
    • Ma, Y.1    Wang, L.2    Liu, P.3    Ranjan, R.4
  • 8
    • 84908691439 scopus 로고    scopus 로고
    • Big, linked and open data: Applications in the German aerospace center
    • New York, NY, USA: Springer
    • C. Nikolaou et al., "Big, linked and open data: Applications in the german aerospace center, " in The Semantic Web: ESWC 2014 Satellite Events. New York, NY, USA: Springer, 2014, pp. 444-449.
    • (2014) The Semantic Web: ESWC 2014 Satellite Events , pp. 444-449
    • Nikolaou, C.1
  • 9
    • 84904651015 scopus 로고    scopus 로고
    • Task-tree based large-scale mosaicking for massive remote sensed imageries with dynamic DAG scheduling
    • Aug.
    • Y. Ma, L. Wang, A. Zomaya, D. Chen, and R. Ranjan, "Task-tree based large-scale mosaicking for massive remote sensed imageries with dynamic DAG scheduling, " IEEE Trans. Parallel Distrib. Syst., vol. 25, no. 8, pp. 2126-2137, Aug. 2014.
    • (2014) IEEE Trans. Parallel Distrib. Syst. , vol.25 , Issue.8 , pp. 2126-2137
    • Ma, Y.1    Wang, L.2    Zomaya, A.3    Chen, D.4    Ranjan, R.5
  • 10
    • 84887236259 scopus 로고    scopus 로고
    • A big data urban growth simulation at a national scale: Configuring the GIS and neural network based land transformation model to run in a high performance computing (HPC) environment
    • B. C. Pijanowski, A. Tayyebi, J. Doucette, B. K. Pekin, D. Braun, and J. Plourde, "A big data urban growth simulation at a national scale: Configuring the GIS and neural network based land transformation model to run in a high performance computing (HPC) environment, " Environ. Modell. Softw., vol. 51, pp. 250-268, 2014.
    • (2014) Environ. Modell. Softw. , vol.51 , pp. 250-268
    • Pijanowski, B.C.1    Tayyebi, A.2    Doucette, J.3    Pekin, B.K.4    Braun, D.5    Plourde, J.6
  • 11
    • 84959486475 scopus 로고    scopus 로고
    • Scalable geospatial web services through efficient, online and near real-time processing of earth observation data
    • A. Karmas, A. Tzotsos, and K. Karantzalos, "Scalable geospatial web services through efficient, online and near real-time processing of earth observation data, " in Proc. IEEE Int. Conf. Big Data Comput. Serv. Appl., 2015, pp. 194-201.
    • (2015) Proc. IEEE Int. Conf. Big Data Comput. Serv. Appl. , pp. 194-201
    • Karmas, A.1    Tzotsos, A.2    Karantzalos, K.3
  • 12
    • 70349907462 scopus 로고    scopus 로고
    • Special issue on architectures and techniques for real-time processing of remotely sensed images
    • A. J. Plaza, "Special issue on architectures and techniques for real-time processing of remotely sensed images, " J. Real-Time Image Process., vol. 4, no. 3, pp. 191-193, 2009.
    • (2009) J. Real-Time Image Process. , vol.4 , Issue.3 , pp. 191-193
    • Plaza, A.J.1
  • 14
    • 84881372589 scopus 로고    scopus 로고
    • Intelligent services for discovery of complex geospatial features from remote sensing imagery
    • P. Yue, L. Di, Y. Wei, and W. Han, "Intelligent services for discovery of complex geospatial features from remote sensing imagery, " ISPRS J. Photogramm. Remote Sens., vol. 83, pp. 151-164, 2013.
    • (2013) ISPRS J. Photogramm. Remote Sens. , vol.83 , pp. 151-164
    • Yue, P.1    Di, L.2    Wei, Y.3    Han, W.4
  • 15
    • 84962239789 scopus 로고    scopus 로고
    • Big geospatial data for environmental and agricultural applications
    • S. Yu and S. Guo, Eds. New York, NY, USA: Springer
    • A. Karmas, A. Tzotsos, and K. Karantzalos, "Big geospatial data for environmental and agricultural applications, " in Big Data Concepts, Theories and Applications, S. Yu and S. Guo, Eds. New York, NY, USA: Springer, 2016.
    • (2016) Big Data Concepts, Theories and Applications
    • Karmas, A.1    Tzotsos, A.2    Karantzalos, K.3
  • 16
    • 78650167683 scopus 로고    scopus 로고
    • GeoPW: Laying blocks for the geospatial processing web
    • P. Yue et al., "GeoPW: Laying blocks for the geospatial processing web, " Trans. GIS, vol. 14, no. 6, pp. 755-772, 2010.
    • (2010) Trans. GIS , vol.14 , Issue.6 , pp. 755-772
    • Yue, P.1
  • 17
    • 84898603341 scopus 로고    scopus 로고
    • A geospatial web service approach for creating on-demand cropland data layer thematic maps
    • W. Han, Z. Yang, L. Di, and P. Yue, "A geospatial web service approach for creating on-demand cropland data layer thematic maps, " Trans. Amer. Soc. Agric. Biol. Eng., vol. 57, no. 1, pp. 239-247, 2014.
    • (2014) Trans. Amer. Soc. Agric. Biol. Eng. , vol.57 , Issue.1 , pp. 239-247
    • Han, W.1    Yang, Z.2    Di, L.3    Yue, P.4
  • 18
    • 0348157657 scopus 로고
    • Management of multidimensional discrete data
    • P. Baumann, "Management of multidimensional discrete data, " Int. J. Very Large Data Bases, vol. 4, no. 3, pp. 401-444, 1994.
    • (1994) Int. J. Very Large Data Bases , vol.4 , Issue.3 , pp. 401-444
    • Baumann, P.1
  • 19
    • 84886317728 scopus 로고    scopus 로고
    • Array databases and raster data management
    • T. Ozsu and L. Liu, Eds. New York, NY, USA: Springer
    • P. Baumann, "Array databases and raster data management, " in Encyclopedia of Database Systems, T. Ozsu and L. Liu, Eds. New York, NY, USA: Springer, 2009.
    • (2009) Encyclopedia of Database Systems
    • Baumann, P.1
  • 20
    • 77954031194 scopus 로고    scopus 로고
    • The OGC web coverage processing service (WCPS) standard
    • P. Baumann, "The OGC web coverage processing service (WCPS) standard, " GeoInformatica, vol. 14, no. 4, pp. 447-479, 2010.
    • (2010) GeoInformatica , vol.14 , Issue.4 , pp. 447-479
    • Baumann, P.1
  • 22
    • 84947268866 scopus 로고    scopus 로고
    • RemoteAgri: Processing online big earth observation data for precision agriculture
    • K. Karantzalos, A. Karmas, and A. Tzotsos, "RemoteAgri: Processing online big earth observation data for precision agriculture, " in Proc. Eur. Conf. Precis. Agric., 2015, pp. 421-428.
    • (2015) Proc. Eur. Conf. Precis. Agric. , pp. 421-428
    • Karantzalos, K.1    Karmas, A.2    Tzotsos, A.3
  • 24
    • 84894624175 scopus 로고    scopus 로고
    • A cloud-integrated web platform for marine monitoring using GIS and remote sensing. Application to oil spill detection through SAR images
    • D. Fustes, D. Cantorna, C. Dafonte, B. Arcay, A. Iglesias, and M. Manteiga, "A cloud-integrated web platform for marine monitoring using GIS and remote sensing. Application to oil spill detection through SAR images, " Future Gener. Comput. Syst., vol. 34, pp. 155-160, 2014.
    • (2014) Future Gener. Comput. Syst. , vol.34 , pp. 155-160
    • Fustes, D.1    Cantorna, D.2    Dafonte, C.3    Arcay, B.4    Iglesias, A.5    Manteiga, M.6
  • 25
    • 84907325157 scopus 로고    scopus 로고
    • The rise of 'big data' on cloud computing: Review and open research issues
    • I. A. T. Hashem, I. Yaqoob, N. B. Anuar, S. Mokhtar, A. Gani, and S. U. Khan, "The rise of 'big data' on cloud computing: Review and open research issues, " Inf. Syst., vol. 47, pp. 98-115, 2015.
    • (2015) Inf. Syst. , vol.47 , pp. 98-115
    • Hashem, I.A.T.1    Yaqoob, I.2    Anuar, N.B.3    Mokhtar, S.4    Gani, A.5    Khan, S.U.6
  • 27
    • 84881036620 scopus 로고    scopus 로고
    • GPU-accelerated computation for electromagnetic scattering of a double-layer vegetation model
    • Aug.
    • X. Su, J. Wu, B. Huang, and Z. Wu, "GPU-accelerated computation for electromagnetic scattering of a double-layer vegetation model, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 6, no. 4, pp. 1799-1806, Aug. 2013.
    • (2013) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.6 , Issue.4 , pp. 1799-1806
    • Su, X.1    Wu, J.2    Huang, B.3    Wu, Z.4
  • 28
    • 84887724460 scopus 로고    scopus 로고
    • High-resolution global maps of 21st-century forest cover change
    • M. C. Hansen et al., "High-resolution global maps of 21st-century forest cover change, " Science, vol. 342, no. 6160, pp. 850-853, 2013.
    • (2013) Science , vol.342 , Issue.6160 , pp. 850-853
    • Hansen, M.C.1
  • 30
    • 84893237676 scopus 로고    scopus 로고
    • Scalable sentiment classification for big data analysis using Naive Bayes Classifier
    • B. Liu, E. Blasch, Y. Chen, D. Shen, and G. Chen, "Scalable sentiment classification for big data analysis using Naive Bayes Classifier, " in Proc. IEEE Int. Conf. Big Data, Oct. 2013, pp. 99-104.
    • (2013) Proc. IEEE Int. Conf. Big Data, Oct. , pp. 99-104
    • Liu, B.1    Blasch, E.2    Chen, Y.3    Shen, D.4    Chen, G.5
  • 32
    • 84906339516 scopus 로고    scopus 로고
    • Scalable nearest neighbor algorithms for high dimensional data
    • Nov.
    • M. Muja and D. Lowe, "Scalable nearest neighbor algorithms for high dimensional data, " IEEE Trans. Pattern Anal. Mach. Intell., vol. 36, no. 11, pp. 2227-2240, Nov. 2014.
    • (2014) IEEE Trans. Pattern Anal. Mach. Intell. , vol.36 , Issue.11 , pp. 2227-2240
    • Muja, M.1    Lowe, D.2
  • 33
    • 78650492342 scopus 로고    scopus 로고
    • A semi-supervised algorithm for autoannotation and unknown structures discovery in satellite image databases
    • Dec.
    • P. Blanchart and M. Datcu, "A semi-supervised algorithm for autoannotation and unknown structures discovery in satellite image databases, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 3, no. 4, pp. 698-717, Dec. 2010.
    • (2010) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.3 , Issue.4 , pp. 698-717
    • Blanchart, P.1    Datcu, M.2
  • 34
    • 84887500774 scopus 로고    scopus 로고
    • Earth-observation image retrieval based on content, semantics, and metadata
    • Nov.
    • D. Espinoza-Molina and M. Datcu, "Earth-observation image retrieval based on content, semantics, and metadata, " IEEE Trans. Geosci. Remote Sens., vol. 51, no. 11, pp. 5145-5159, Nov. 2013.
    • (2013) IEEE Trans. Geosci. Remote Sens. , vol.51 , Issue.11 , pp. 5145-5159
    • Espinoza-Molina, D.1    Datcu, M.2
  • 35
    • 84899968152 scopus 로고    scopus 로고
    • Pattern retrieval in large image databases using multiscale coarse-to-fine cascaded active learning
    • Apr.
    • P. Blanchart, M. Ferecatu, S. Cui, and M. Datcu, "Pattern retrieval in large image databases using multiscale coarse-to-fine cascaded active learning, " IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens., vol. 7, no. 4, pp. 1127-1141, Apr. 2014.
    • (2014) IEEE J. Sel. Topics Appl. Earth Observ. Remote Sens. , vol.7 , Issue.4 , pp. 1127-1141
    • Blanchart, P.1    Ferecatu, M.2    Cui, S.3    Datcu, M.4
  • 36
    • 84919877609 scopus 로고    scopus 로고
    • Unmixing-based content retrieval system for remotely sensed hyperspectral imagery on GPUs
    • J. Sevilla, S. Bernabe, and A. Plaza, "Unmixing-based content retrieval system for remotely sensed hyperspectral imagery on GPUS, " J. Supercomput., vol. 70, pp. 1-12, 2014.
    • (2014) J. Supercomput. , vol.70 , pp. 1-12
    • Sevilla, J.1    Bernabe, S.2    Plaza, A.3
  • 38
    • 77955042674 scopus 로고    scopus 로고
    • Petascope: An open-source implementation of the OGC WCS geo service standards suite
    • M. Gertz and B. Ludascher, Eds. New York, NY, USA: Springer
    • A. Aiordachioaie and P. Baumann, "Petascope: An open-source implementation of the OGC WCS geo service standards suite, " in Scientific and Statistical Database Management, vol. 6187, M. Gertz and B. Ludascher, Eds. New York, NY, USA: Springer, 2010, pp. 160-168.
    • (2010) Scientific and Statistical Database Management , vol.6187 , pp. 160-168
    • Aiordachioaie, A.1    Baumann, P.2
  • 39
    • 84892192754 scopus 로고    scopus 로고
    • Algorithms and applications for land cover classification-A review
    • D. Li, J. Shan, and J. Gong, Eds. New York, NY, USA: Springer
    • B. Waske, M. Chi, J. Atli Benediktsson, S. van der Linden, and B. Koetz, "Algorithms and applications for land cover classification-A review, " in Geospatial Technology for Earth Observation, D. Li, J. Shan, and J. Gong, Eds. New York, NY, USA: Springer, 2009, pp. 203-233.
    • (2009) Geospatial Technology for Earth Observation , pp. 203-233
    • Waske, B.1    Chi, M.2    Atli Benediktsson, J.3    Linden Der S.Van4    Koetz, B.5
  • 40
    • 84865427954 scopus 로고    scopus 로고
    • A review of large area monitoring of land cover change using Landsat data
    • M. Hansen and T. Loveland, "A review of large area monitoring of land cover change using Landsat data, " Remote Sens. Environ., vol. 122, pp. 66-74, 2012.
    • (2012) Remote Sens. Environ. , vol.122 , pp. 66-74
    • Hansen, M.1    Loveland, T.2
  • 41
    • 33747610735 scopus 로고    scopus 로고
    • Training set size requirements for the classification of a specific class
    • G. Foody, A. Mathur, C. Sanchez-Hernandez, and D. Boyd, "Training set size requirements for the classification of a specific class, " Remote Sens. Environ., vol. 104, p. 1-14, 2006.
    • (2006) Remote Sens. Environ. , vol.104 , pp. 1-14
    • Foody, G.1    Mathur, A.2    Sanchez-Hernandez, C.3    Boyd, D.4
  • 42
    • 70350452004 scopus 로고    scopus 로고
    • Open source remote sensing: Increasing the usability of cutting-edge algorithms
    • E. Christophe and J. Inglada, "Open source remote sensing: Increasing the usability of cutting-edge algorithms, " IEEE Geosci. Remote Sens. Newslett., pp. 9-15, 2009.
    • (2009) IEEE Geosci. Remote Sens. Newslett. , pp. 9-15
    • Christophe, E.1    Inglada, J.2
  • 43
    • 79955702502 scopus 로고    scopus 로고
    • LIBSVM: A library for support vector machines
    • C.-C. Chang and C.-J. Lin, "LIBSVM: A library for support vector machines, " ACM Trans. Intell. Syst. Technol., vol. 2, pp. 27:1-27:27, 2011.
    • (2011) ACM Trans. Intell. Syst. Technol. , vol.2 , pp. 271-2727
    • Chang, C.-C.1    Lin, C.-J.2
  • 44
    • 84893747703 scopus 로고    scopus 로고
    • Continuous change detection and classification of land cover using all available Landsat data
    • Z. Zhu and C. E. Woodcock, "Continuous change detection and classification of land cover using all available Landsat data, " Remote Sens. Environ., vol. 144, pp. 152-171, 2014.
    • (2014) Remote Sens. Environ. , vol.144 , pp. 152-171
    • Zhu, Z.1    Woodcock, C.E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.