메뉴 건너뛰기




Volumn 11, Issue 4, 2007, Pages 1309-1321

Exploratory data analysis and clustering of multivariate spatial hydrogeological data by means of GEO3DSOM, a variant of Kohonen's self-organizing map

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHM; ARTIFICIAL NEURAL NETWORK; CENOZOIC; CLUSTER ANALYSIS; DATA SET; EXPLORATION; GROUNDWATER; HYDROGEOLOGY; MULTIVARIATE ANALYSIS; SPATIAL RESOLUTION;

EID: 34248588053     PISSN: 10275606     EISSN: 16077938     Source Type: Journal    
DOI: 10.5194/hess-11-1309-2007     Document Type: Article
Times cited : (38)

References (33)
  • 1
    • 33344463490 scopus 로고    scopus 로고
    • Water level forecasting through fuzzy logic and artificial neural network approaches
    • Alvisi, S., Mascellani, G., Franchini, M., and Bardossy, A.: Water level forecasting through fuzzy logic and artificial neural network approaches, Hydrol. Earth Syst. Sci. 10, 1-17, 2006.
    • (2006) Hydrol. Earth Syst. Sci , vol.10 , pp. 1-17
    • Alvisi, S.1    Mascellani, G.2    Franchini, M.3    Bardossy, A.4
  • 2
    • 0034174396 scopus 로고    scopus 로고
    • Artificial neural networks in hydrology. II: Hydrologic applications
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology
    • ASCE Task Committee on Application of Artificial Neural Networks in Hydrology: Artificial neural networks in hydrology. II: Hydrologic applications, J. Hydrol. Eng., 5(2), 124-137, 2000.
    • (2000) J. Hydrol. Eng , vol.5 , Issue.2 , pp. 124-137
  • 3
    • 12344271105 scopus 로고    scopus 로고
    • The self-organizing map, the Geo-SOM, and relevant variants for geosciences
    • Baçào, F., Lobo, V, and Painho, M.: The self-organizing map, the Geo-SOM, and relevant variants for geosciences, Computers and Geosciences, 31(2), 155-163, 2005a.
    • (2005) Computers and Geosciences , vol.31 , Issue.2 , pp. 155-163
    • Baçào, F.1    Lobo, V.2    Painho, M.3
  • 4
    • 25144465421 scopus 로고    scopus 로고
    • Bação, F., Lobo, Y, and Painho, M.: Self-organizing maps as substitute for K-means clustering, in: International conference on computational science, edited by: Sunderarm, V. S., van Albada, G., Sloot, P., and Dongarra, J. J., International conference on computational science 2005, Lecture Notes in Computer Science, Springer-Verlag Berlin, Berlin, 3516, 476-483, 2005b.
    • Bação, F., Lobo, Y, and Painho, M.: Self-organizing maps as substitute for K-means clustering, in: International conference on computational science, edited by: Sunderarm, V. S., van Albada, G., Sloot, P., and Dongarra, J. J., International conference on computational science 2005, Lecture Notes in Computer Science, Springer-Verlag Berlin, Berlin, 3516, 476-483, 2005b.
  • 5
    • 0036498945 scopus 로고    scopus 로고
    • Identification of lithofacies using Kohonen self-organizing maps
    • Chang, H. C., Kopaska-Merkel, D. C., and Chen H. C.: Identification of lithofacies using Kohonen self-organizing maps, Computers and Geosciences, 28(2), 223-229, 2002.
    • (2002) Computers and Geosciences , vol.28 , Issue.2 , pp. 223-229
    • Chang, H.C.1    Kopaska-Merkel, D.C.2    Chen, H.C.3
  • 6
    • 0344984214 scopus 로고    scopus 로고
    • Artificial neural network approach for predicting transient water levels in a multilayered groundwater system under variable state, pumping and climate conditions
    • Coppola, E., Szidarovsky, E, Poulton, M., and Charles, E.: Artificial neural network approach for predicting transient water levels in a multilayered groundwater system under variable state, pumping and climate conditions, J. Hydrol. Eng., 8(6), 348-360. 2003.
    • (2003) J. Hydrol. Eng , vol.8 , Issue.6 , pp. 348-360
    • Coppola, E.1    Szidarovsky, E.2    Poulton, M.3    Charles, E.4
  • 9
    • 0141614931 scopus 로고    scopus 로고
    • Evaluation of graphical and multivariate statistical methods for classification of water chemistry data
    • Güler, C., Thyne, G. D., and McCray, J. E.: Evaluation of graphical and multivariate statistical methods for classification of water chemistry data, Hydrogeology J., 10(4), 455-474, 2002.
    • (2002) Hydrogeology J , vol.10 , Issue.4 , pp. 455-474
    • Güler, C.1    Thyne, G.D.2    McCray, J.E.3
  • 10
    • 0033684991 scopus 로고    scopus 로고
    • Himberg, J.: A SOM Based Cluster Visualization and Its Application for False Coloring, Proceedings of International Joint Conference on Neural Networks (IJCNN2000), 3, 587-592, 2000.
    • Himberg, J.: A SOM Based Cluster Visualization and Its Application for False Coloring, Proceedings of International Joint Conference on Neural Networks (IJCNN2000), 3, 587-592, 2000.
  • 11
    • 0035166902 scopus 로고    scopus 로고
    • Intelligent characterisation and diagnosis of the groundwater quality in an urban fractured-rock aquifer using an artificial neural network
    • Hong, Y. S. and Rosen, M. R.: Intelligent characterisation and diagnosis of the groundwater quality in an urban fractured-rock aquifer using an artificial neural network, Urban Water, 3(3), 193-204, 2001.
    • (2001) Urban Water , vol.3 , Issue.3 , pp. 193-204
    • Hong, Y.S.1    Rosen, M.R.2
  • 12
    • 0030104449 scopus 로고    scopus 로고
    • Artificial Neural Networks: A tutorial
    • Jain, A. K., Mao, J., and Mohiuddin, K.: Artificial Neural Networks: a tutorial, IEEE Computer, 26(3), 31-44, 1996.
    • (1996) IEEE Computer , vol.26 , Issue.3 , pp. 31-44
    • Jain, A.K.1    Mao, J.2    Mohiuddin, K.3
  • 13
    • 13844291291 scopus 로고    scopus 로고
    • Data exploration using Self-Organizing Maps, Acta Polytechnica Scandinavica: Mathematics, computing and management in engineering
    • Kaski, S.: Data exploration using Self-Organizing Maps, Acta Polytechnica Scandinavica: Mathematics, computing and management in engineering, Series No 82, 57, 1997.
    • (1997) Series No , vol.82 , pp. 57
    • Kaski, S.1
  • 15
    • 33646796015 scopus 로고    scopus 로고
    • Evaluating the usability of visualization methods in an exploratory geovisualization environment
    • Koua, E. L., Maceachren, A., and Kraak, M.-J.: Evaluating the usability of visualization methods in an exploratory geovisualization environment, Int. J. Geographical Information Sci., 20(4), 425-448, 2006.
    • (2006) Int. J. Geographical Information Sci , vol.20 , Issue.4 , pp. 425-448
    • Koua, E.L.1    Maceachren, A.2    Kraak, M.-J.3
  • 16
    • 1542319212 scopus 로고    scopus 로고
    • Discovering geochemical patterns using self-organizing neural networks: A new perspective for sedimentary provenance analysis
    • Lacassie, J. P., Roser, B., Ruiz del Solar, J., and Herve, F.: Discovering geochemical patterns using self-organizing neural networks: a new perspective for sedimentary provenance analysis, Sedimentary Geology, 165(1-2), 175-191, 2004.
    • (2004) Sedimentary Geology , vol.165 , Issue.1-2 , pp. 175-191
    • Lacassie, J.P.1    Roser, B.2    Ruiz del Solar, J.3    Herve, F.4
  • 17
    • 3242711223 scopus 로고    scopus 로고
    • Paleogene and Neogene lithostratigraphic units (Belgium)
    • Laga, P., Louwye, S., and Geets, S.: Paleogene and Neogene lithostratigraphic units (Belgium), Geologica Belgica, 4(1-2), 135-152, 2001.
    • (2001) Geologica Belgica , vol.4 , Issue.1-2 , pp. 135-152
    • Laga, P.1    Louwye, S.2    Geets, S.3
  • 18
    • 10044240336 scopus 로고    scopus 로고
    • Comparative quantitative petrographical analysis of Cenozoic aquifer sands in Flanders (N Belgium): Overall trends and quality assessment
    • Lagrou, D., Dreesen, R., and Broothaers, L.: Comparative quantitative petrographical analysis of Cenozoic aquifer sands in Flanders (N Belgium): overall trends and quality assessment, Materials Characterization, 53, 317-326, 2004.
    • (2004) Materials Characterization , vol.53 , pp. 317-326
    • Lagrou, D.1    Dreesen, R.2    Broothaers, L.3
  • 19
    • 1542617829 scopus 로고    scopus 로고
    • The use of multicomponent statistical analysis in hydrogeological environmental research
    • Lambrakis, N., Antonakos, A., and Panagopoulos, G.: The use of multicomponent statistical analysis in hydrogeological environmental research, Water Res., 38(7), 1862-1872, 2004.
    • (2004) Water Res , vol.38 , Issue.7 , pp. 1862-1872
    • Lambrakis, N.1    Antonakos, A.2    Panagopoulos, G.3
  • 20
    • 34248560135 scopus 로고    scopus 로고
    • Taming awfully large data sets: Using self- organizing maps for analyzing spatial and temporal trends of water quality data
    • Lischeid, G.: Taming awfully large data sets: using self- organizing maps for analyzing spatial and temporal trends of water quality data, Geophys. Res. Abstr., 5, 01879, 2003.
    • (2003) Geophys. Res. Abstr , vol.5 , pp. 01879
    • Lischeid, G.1
  • 21
    • 5144224370 scopus 로고    scopus 로고
    • Factor analysis as a tool in groundwater quality management: Two southern African case studies
    • Love, D., Hallbauer, D., Amos, A., and Hranova, R.: Factor analysis as a tool in groundwater quality management: two southern African case studies, Phys. Chem. Earth, 29(15-18), 1135-1143, 2004.
    • (2004) Phys. Chem. Earth , vol.29 , Issue.15-18 , pp. 1135-1143
    • Love, D.1    Hallbauer, D.2    Amos, A.3    Hranova, R.4
  • 22
    • 13144283690 scopus 로고    scopus 로고
    • Estimation and monitoring of bare soil/vegetation ratio with SPOT VEGETATION and HRVIR
    • Mercier, G., Hubert-Moy, L., Houet, T., and Gouéry, P.: Estimation and monitoring of bare soil/vegetation ratio with SPOT VEGETATION and HRVIR, IEEE Trans. Geosci. Rem. Sens, 43(2), 348-354, 2005.
    • (2005) IEEE Trans. Geosci. Rem. Sens , vol.43 , Issue.2 , pp. 348-354
    • Mercier, G.1    Hubert-Moy, L.2    Houet, T.3    Gouéry, P.4
  • 23
    • 33746829948 scopus 로고    scopus 로고
    • Mingoti, S. A. and Lima, J. O.: Comparing SOM neural network with Fuzzy c-means, K-means and traditional hierarchical clustering algorithms, European J. Operational Res., 174, 1742-1759, 2006.
    • Mingoti, S. A. and Lima, J. O.: Comparing SOM neural network with Fuzzy c-means, K-means and traditional hierarchical clustering algorithms, European J. Operational Res., 174, 1742-1759, 2006.
  • 24
    • 29144512794 scopus 로고    scopus 로고
    • Self-organized maps based neural networks for detection of possible earthquake precursory electric field patterns
    • Ozerdem, M. S., Ustundag, B., and Demirer, R. M.: Self-organized maps based neural networks for detection of possible earthquake precursory electric field patterns, Advances in Engineering Software, 37(4), 207-217, 2006.
    • (2006) Advances in Engineering Software , vol.37 , Issue.4 , pp. 207-217
    • Ozerdem, M.S.1    Ustundag, B.2    Demirer, R.M.3
  • 25
    • 0030436609 scopus 로고    scopus 로고
    • A parallel Kohonen algorithm for the classification of large spatial datasets
    • Openshaw, S. and Turton, I.: A parallel Kohonen algorithm for the classification of large spatial datasets, Computers and Geosciences, 22(9), 1019-1026, 1996.
    • (1996) Computers and Geosciences , vol.22 , Issue.9 , pp. 1019-1026
    • Openshaw, S.1    Turton, I.2
  • 26
    • 18144418529 scopus 로고    scopus 로고
    • Using self-organizing maps to visualize highdimensional data
    • Penn, B. S.: Using self-organizing maps to visualize highdimensional data, Computers and Geosciences, 31(5), 531-544, 2005.
    • (2005) Computers and Geosciences , vol.31 , Issue.5 , pp. 531-544
    • Penn, B.S.1
  • 27
    • 0027009209 scopus 로고    scopus 로고
    • Poulton, M. M., Sternberg, B. K., and Glass, C. E.: Location of subsurface targets in geophysical data using neural networks, Geophys, 57(12), (1534-1544), 1992.
    • Poulton, M. M., Sternberg, B. K., and Glass, C. E.: Location of subsurface targets in geophysical data using neural networks, Geophys, 57(12), (1534-1544), 1992.
  • 28
    • 1542321528 scopus 로고    scopus 로고
    • Using self-organizing maps to identify patterns in satellite imagery
    • Richardson, A. J., Risien, C., and Shillington, F. A.: Using self-organizing maps to identify patterns in satellite imagery, Progress in Oceanography, 59(2-3), 223-239, 2003.
    • (2003) Progress in Oceanography , vol.59 , Issue.2-3 , pp. 223-239
    • Richardson, A.J.1    Risien, C.2    Shillington, F.A.3
  • 29
    • 0036831135 scopus 로고    scopus 로고
    • Assessment of groundwater quality by means of self-organizing maps: Application in a semi-arid area
    • Sanchez-Martos, F., Aguilera, P. A., Garrido-Frenich, A., Torres, J. A., and Pulido-Bosch, A.: Assessment of groundwater quality by means of self-organizing maps: application in a semi-arid area, Environ. Manage, 30(5), 716-726, 2002.
    • (2002) Environ. Manage , vol.30 , Issue.5 , pp. 716-726
    • Sanchez-Martos, F.1    Aguilera, P.A.2    Garrido-Frenich, A.3    Torres, J.A.4    Pulido-Bosch, A.5
  • 31
    • 33751112395 scopus 로고    scopus 로고
    • An application of the self-organizing map and interactive 3-D visualisation to geospatial data
    • Brisbane, Australia
    • Takatsuka, M. : An application of the self-organizing map and interactive 3-D visualisation to geospatial data, GeoComputation'0l (6th International Conference on GeoComputation, Brisbane, Australia, 2001.
    • (2001) GeoComputation'0l (6th International Conference on GeoComputation
    • Takatsuka, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.