메뉴 건너뛰기




Volumn 36, Issue 1, 2013, Pages 2-21

Impact of Scale and Quality of Digital Terrain Models on Predictability of Seabed Terrain Types

Author keywords

bathymetric resolution; bedform features; Digital bathymetric models; Norway; predictive distribution modeling; seabed terrain types; spatial scale

Indexed keywords

BATHYMETRY; DIGITAL TERRAIN MODEL; GEODESY; MAPPING; PREDICTION; SEAFLOOR; SPATIAL ANALYSIS; TERRAIN;

EID: 84875287237     PISSN: 01490419     EISSN: 1521060X     Source Type: Journal    
DOI: 10.1080/01490419.2012.747454     Document Type: Article
Times cited : (14)

References (63)
  • 2
    • 24344464067 scopus 로고    scopus 로고
    • Validation of species-climate impact models under climate change
    • Araújo, M. B., Pearson, R. G., Thuiller, W. and Erhard, M. 2005. Validation of species-climate impact models under climate change. Global Change Biology, 11: 1504-1513.
    • (2005) Global Change Biology , vol.11 , pp. 1504-1513
    • Araújo, M.B.1    Pearson, R.G.2    Thuiller, W.3    Erhard, M.4
  • 3
    • 0037137763 scopus 로고    scopus 로고
    • A landscape ecological approach to coastal zone applications
    • Bekkby, T., Erikstad, L., Bakkestuen, V. and Bjørge, A. 2002. A landscape ecological approach to coastal zone applications. Sarsia, 87: 396-408.
    • (2002) Sarsia , vol.87 , pp. 396-408
    • Bekkby, T.1    Erikstad, L.2    Bakkestuen, V.3    Bjørge, A.4
  • 4
    • 34248228207 scopus 로고    scopus 로고
    • Effekten av skala og kriterier for inndeling i marine substrattyper
    • Norwegian, English abstract
    • Bekkby, T., Erikstad, L., Christensen, O. and Longva, O. 2005. Effekten av skala og kriterier for inndeling i marine substrattyper. Vann, 1: 35-43. Norwegian, English abstract
    • (2005) Vann , vol.1 , pp. 35-43
    • Bekkby, T.1    Erikstad, L.2    Christensen, O.3    Longva, O.4
  • 5
    • 84889391655 scopus 로고    scopus 로고
    • The Norwegian Programme for Mapping of Marine Habitats - Providing Knowledge and Maps for ICZMP 21
    • In eds. E. Moksness, E. Dahl and J. Støttrup, Oxford: Wiley-Blackwell Publishing
    • Bekkby, T., Moy, F. E., Olsen, H., Rinde, E., Bodvin, T. and Bøe, R. The Norwegian Programme for Mapping of Marine Habitats-Providing Knowledge and Maps for ICZMP 21. In eds. E. Moksness, E. Dahl and J. Støttrup, Global Challenges in Integrated Coastal Zone Management, Oxford: Wiley-Blackwell Publishing, p. 21-30.
    • Global Challenges in Integrated Coastal Zone Management , pp. 21-30
    • Bekkby, T.1    Moy, F.E.2    Olsen, H.3    Rinde, E.4    Bodvin, T.5    Bøe, R.6
  • 6
    • 70450198150 scopus 로고    scopus 로고
    • Spatial predictive distribution modeling of the kelp species Laminaria hyperborea
    • Bekkby, T., Rinde, E., Erikstad, L. and Bakkestuen, V. 2009. Spatial predictive distribution modeling of the kelp species Laminaria hyperborea. ICES Journal of Marine Science, 66(10): 2106-2115.
    • (2009) ICES Journal of Marine Science , vol.66 , Issue.10 , pp. 2106-2115
    • Bekkby, T.1    Rinde, E.2    Erikstad, L.3    Bakkestuen, V.4
  • 8
    • 21644434918 scopus 로고    scopus 로고
    • Digital terrain model computation from contour lines: How to derive quality information from artifact analysis
    • Bonin, O. and Rousseaux, F. 2005. Digital terrain model computation from contour lines: How to derive quality information from artifact analysis. GeoInformatica, 9(3): 253-268.
    • (2005) GeoInformatica , vol.9 , Issue.3 , pp. 253-268
    • Bonin, O.1    Rousseaux, F.2
  • 9
    • 48049111830 scopus 로고    scopus 로고
    • Marine habitat mapping using multibeam basckscatter
    • In: Todd B., Greene G., editors Geological Association of Canada Special Publication, 47
    • Christensen, O., Longva, O., Thorsnes, T. and Karlsen, A. 2007. "Marine habitat mapping using multibeam basckscatter". In Mapping the seafloor for habitat characterization, Edited by: Todd, B. and Greene, G. 81-92. Geological Association of Canada Special Publication. 47
    • (2007) Mapping the seafloor for habitat characterization , pp. 81-92
    • Christensen, O.1    Longva, O.2    Thorsnes, T.3    Karlsen, A.4
  • 10
    • 15944405034 scopus 로고    scopus 로고
    • Correlation of side scan backscatter with grain size distribution of surface seabed sediments
    • Collier, J. and Brown, C. 2005. Correlation of side scan backscatter with grain size distribution of surface seabed sediments. Marine Geology, 214: 431-449.
    • (2005) Marine Geology , vol.214 , pp. 431-449
    • Collier, J.1    Brown, C.2
  • 11
    • 77956013085 scopus 로고    scopus 로고
    • Multibeam bathymetry and acoustic reflectance imaging of the shelf seabed
    • Countrey, R. C. and Shaw, J. 2000. Multibeam bathymetry and acoustic reflectance imaging of the shelf seabed. Geoscience Canada, 27: 31-42.
    • (2000) Geoscience Canada , vol.27 , pp. 31-42
    • Countrey, R.C.1    Shaw, J.2
  • 13
    • 0023710206 scopus 로고
    • Comparing the areas under two or more correlated receiver operating characteristic curves: A non-parametric approach
    • DeLong, E. R., DeLong, D. M. and Clarke-Pearson, D. L. 1988. Comparing the areas under two or more correlated receiver operating characteristic curves: A non-parametric approach. Biometrics, 44: 837-845.
    • (1988) Biometrics , vol.44 , pp. 837-845
    • DeLong, E.R.1    DeLong, D.M.2    Clarke-Pearson, D.L.3
  • 14
    • 0025235054 scopus 로고
    • Patterns in the submerged macrophyte biomass of lakes and the importance of scale of analysis in the interpretation
    • Duarte, C. M. and Kalff, J. 1990. Patterns in the submerged macrophyte biomass of lakes and the importance of scale of analysis in the interpretation. Canadian Journal of Fisheries and Aquatic Sciences, 47: 357-363.
    • (1990) Canadian Journal of Fisheries and Aquatic Sciences , vol.47 , pp. 357-363
    • Duarte, C.M.1    Kalff, J.2
  • 15
    • 80052474579 scopus 로고    scopus 로고
    • A fine-grained spatial prediction model for the red-listed vascular plant Scorzonera humilis
    • Edvardsen, A., Bakkestuen, V. and Halvorsen, R. 2011. A fine-grained spatial prediction model for the red-listed vascular plant Scorzonera humilis. Nordic Journal of Botany, 29: 495-504.
    • (2011) Nordic Journal of Botany , vol.29 , pp. 495-504
    • Edvardsen, A.1    Bakkestuen, V.2    Halvorsen, R.3
  • 16
    • 63849287596 scopus 로고    scopus 로고
    • Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models
    • Elith, J. and Graham, C. H. 2009. Do they? How do they? WHY do they differ? On finding reasons for differing performances of species distribution models. Ecography, 32: 66-77.
    • (2009) Ecography , vol.32 , pp. 66-77
    • Elith, J.1    Graham, C.H.2
  • 19
    • 0030953391 scopus 로고    scopus 로고
    • A review of methods for the assessment of prediction errors in conservation presence-absence models
    • Fielding, A. H. and Bell, J. E. 1997. A review of methods for the assessment of prediction errors in conservation presence-absence models. Environmental Conservation, 24: 38-49.
    • (1997) Environmental Conservation , vol.24 , pp. 38-49
    • Fielding, A.H.1    Bell, J.E.2
  • 21
    • 79956274588 scopus 로고    scopus 로고
    • Modeling species distributions with penalized logistic regressions: A comparison with maximum entropy models
    • Gastón, A. and García-Viñas, J. I. 2011. Modeling species distributions with penalized logistic regressions: A comparison with maximum entropy models. Ecological Modelling, 222: 2037-2041.
    • (2011) Ecological Modelling , vol.222 , pp. 2037-2041
    • Gastón, A.1    García-Viñas, J.I.2
  • 23
    • 84875295697 scopus 로고    scopus 로고
    • A strict maximum likelihood explanation of MaxEnt, and some implications for distribution modeling
    • In press
    • Halvorsen, R. In press. A strict maximum likelihood explanation of MaxEnt, and some implications for distribution modeling. Sommerfeltia,: 36
    • Sommerfeltia , pp. 36
    • Halvorsen, R.1
  • 24
    • 0020083498 scopus 로고
    • The meaning and use of the area under a Receiver Operating Characteristic (ROC) curve
    • Hanley, J. A. and McNeil, B. J. 1982. The meaning and use of the area under a Receiver Operating Characteristic (ROC) curve. Radiology, 143: 29-36.
    • (1982) Radiology , vol.143 , pp. 29-36
    • Hanley, J.A.1    McNeil, B.J.2
  • 28
    • 11944266539 scopus 로고
    • Information theory and statistical mechanics
    • Jaynes, E. T. 1957a. Information theory and statistical mechanics. Physical Review, 106: 620-630.
    • (1957) Physical Review , vol.106 , pp. 620-630
    • Jaynes, E.T.1
  • 29
    • 11944275853 scopus 로고
    • Information theory and statistical mechanics. II
    • Jaynes, E. T. 1957b. Information theory and statistical mechanics. II. Physical Review, 108: 171-190.
    • (1957) Physical Review , vol.108 , pp. 171-190
    • Jaynes, E.T.1
  • 31
    • 0842344542 scopus 로고    scopus 로고
    • The effect of DEM raster resolution on first order, second order and compound terrain derivatives
    • Kienzle, S. W. 2004. The effect of DEM raster resolution on first order, second order and compound terrain derivatives. Transactions in GIS, 8(1): 83-111.
    • (2004) Transactions in GIS , vol.8 , Issue.1 , pp. 83-111
    • Kienzle, S.W.1
  • 32
    • 33747829265 scopus 로고    scopus 로고
    • Very high resolution digital elevation models: Do they improve models of plant species distribution?
    • Lassueur, T., Joost, S. and Randin, C. F. 2006. Very high resolution digital elevation models: Do they improve models of plant species distribution?. Ecological Modelling, 198: 139-153.
    • (2006) Ecological Modelling , vol.198 , pp. 139-153
    • Lassueur, T.1    Joost, S.2    Randin, C.F.3
  • 33
    • 78650128820 scopus 로고    scopus 로고
    • An assessment of digital elevation models and their ability to capture geomorphic and hydrologic properties at the catchment scale
    • Martinez, C., Hancock, G. R., Kalma, J. D., Wells, T. and Boland, L. 2010. An assessment of digital elevation models and their ability to capture geomorphic and hydrologic properties at the catchment scale. International Journal of Remote Sensing, 31(23): 6239-6257.
    • (2010) International Journal of Remote Sensing , vol.31 , Issue.23 , pp. 6239-6257
    • Martinez, C.1    Hancock, G.R.2    Kalma, J.D.3    Wells, T.4    Boland, L.5
  • 34
    • 78650678689 scopus 로고    scopus 로고
    • Null models reveal preferential sampling, spatial autocorrelation and overfitting in habitat suitability modeling
    • Merckx, B., Steyaert, M., Vanreusel, A., Vincx, M. and Vanaverbeke, J. 2011. Null models reveal preferential sampling, spatial autocorrelation and overfitting in habitat suitability modeling. Ecological Modelling, 222: 588-597.
    • (2011) Ecological Modelling , vol.222 , pp. 588-597
    • Merckx, B.1    Steyaert, M.2    Vanreusel, A.3    Vincx, M.4    Vanaverbeke, J.5
  • 35
    • 79953212331 scopus 로고    scopus 로고
    • Investigations on the relation of geomorphological parameters to DEM accuracy
    • In: Purves R., Gruber S., Straumann R., Hengl T., editors Zurich, Zurich,: University of Zurich
    • Papasaika, H. and Baltsavias, E. 2009. "Investigations on the relation of geomorphological parameters to DEM accuracy". In Geomorphometry 2009 conference proceedings, Edited by: Purves, R., Gruber, S., Straumann, R. and Hengl, T. 162-168. Zurich: University of Zurich.
    • (2009) Geomorphometry 2009 conference proceedings , pp. 162-168
    • Papasaika, H.1    Baltsavias, E.2
  • 36
    • 0033831709 scopus 로고    scopus 로고
    • Evaluating the predictive performance of habitat models developed using logistic regression
    • Pearce, J. L. and Ferrier, S. 2000b. Evaluating the predictive performance of habitat models developed using logistic regression. Ecological Modelling, 133: 225-245.
    • (2000) Ecological Modelling , vol.133 , pp. 225-245
    • Pearce, J.L.1    Ferrier, S.2
  • 37
    • 27944446350 scopus 로고    scopus 로고
    • Maximum entropy modeling of species geographic distributions
    • Phillips, S. J., Anderson, R. P. and Schapire, R. E. 2006. Maximum entropy modeling of species geographic distributions. Ecological Modelling, 190: 231-259.
    • (2006) Ecological Modelling , vol.190 , pp. 231-259
    • Phillips, S.J.1    Anderson, R.P.2    Schapire, R.E.3
  • 38
    • 41449100102 scopus 로고    scopus 로고
    • Modeling of species distribution with MaxEnt: New extensions and a comprehensive evaluation
    • Phillips, S. J. and Dudík, M. 2008. Modeling of species distribution with MaxEnt: New extensions and a comprehensive evaluation. Ecography, 31: 161-175.
    • (2008) Ecography , vol.31 , pp. 161-175
    • Phillips, S.J.1    Dudík, M.2
  • 39
    • 0034113622 scopus 로고    scopus 로고
    • Geomorphometry - diversity in quantitative surface analysis
    • Pike, R. J. 2000. Geomorphometry-diversity in quantitative surface analysis. Progress in Physical Geography, 24: 1-30.
    • (2000) Progress in Physical Geography , vol.24 , pp. 1-30
    • Pike, R.J.1
  • 40
    • 79957636882 scopus 로고    scopus 로고
    • Methods for visual quality assessment of a digital terrain model
    • (S.A.P.I.E.N.S) 2.2 (Online)
    • Podobnikar, T. 2009. "Methods for visual quality assessment of a digital terrain model". In Survey and Perspectives Integrating Environment and Society (S.A.P.I.E.N.S) 2.2 (Online).http://sapiens.revues.org/738
    • (2009) Survey and Perspectives Integrating Environment and Society
    • Podobnikar, T.1
  • 41
    • 33645881700 scopus 로고    scopus 로고
    • The effect of error in gridded digital elevation models on the estimation of topographic parameters
    • Raaflaub, L. D. and Collins, M. J. 2006. The effect of error in gridded digital elevation models on the estimation of topographic parameters. Environmental Modelling & Software, 21(5): 710-732.
    • (2006) Environmental Modelling & Software , vol.21 , Issue.5 , pp. 710-732
    • Raaflaub, L.D.1    Collins, M.J.2
  • 42
    • 79951986001 scopus 로고    scopus 로고
    • Aquaculture site selection for Japanese kelp (Laminaria japonica) in southern Hokkaido, Japan, using satellite remote sensing and GIS-based models
    • Radiarta, I. N., Saitoh, S.-I. and Yasui, H. 2011. Aquaculture site selection for Japanese kelp (Laminaria japonica) in southern Hokkaido, Japan, using satellite remote sensing and GIS-based models. ICES Journal of Marine Science, 68: 773-780.
    • (2011) ICES Journal of Marine Science , vol.68 , pp. 773-780
    • Radiarta, I.N.1    Saitoh, S.-I.2    Yasui, H.3
  • 43
    • 35848968879 scopus 로고    scopus 로고
    • A null-model for significance testing of presence-only species distribution models
    • Raes, N. and ter Steege, H. 2007. A null-model for significance testing of presence-only species distribution models. Ecography, 30: 727-736.
    • (2007) Ecography , vol.30 , pp. 727-736
    • Raes, N.1    ter Steege, H.2
  • 44
    • 0004351741 scopus 로고    scopus 로고
    • A terrain ruggedness index that quantifies topographic heterogeneity
    • Riley, S. J., DeGloria, S. D. and Elliot, R. 1999. A terrain ruggedness index that quantifies topographic heterogeneity. Intermountain Journal of Sciences, 5(1-4): 23-27.
    • (1999) Intermountain Journal of Sciences , vol.5 , Issue.1-4 , pp. 23-27
    • Riley, S.J.1    DeGloria, S.D.2    Elliot, R.3
  • 45
    • 0003040459 scopus 로고
    • Geology and morphology
    • In: Sømme A., editors Oslo, Oslo,: JW Cappelens Forlag
    • Rudberg, S. 1968. "Geology and morphology". In A geography for Norden, Edited by: Sømme, A. 31-47. Oslo: JW Cappelens Forlag.
    • (1968) A geography for Norden , pp. 31-47
    • Rudberg, S.1
  • 46
    • 79960075050 scopus 로고    scopus 로고
    • Modeling potential distribution of the threatened tree species Juniperus oxycedrus: How to evaluate the predictions of different modeling approaches?
    • Rupprecht, F., Oldeland, J. and Finckh, M. 2011. Modeling potential distribution of the threatened tree species Juniperus oxycedrus: How to evaluate the predictions of different modeling approaches?. Journal of Vegetation Science, 22: 647-659.
    • (2011) Journal of Vegetation Science , vol.22 , pp. 647-659
    • Rupprecht, F.1    Oldeland, J.2    Finckh, M.3
  • 47
    • 68949105820 scopus 로고    scopus 로고
    • The effect of species response form on species distribution model prediction and inference
    • Santika, T. and Hutchinson, M. F. 2009. The effect of species response form on species distribution model prediction and inference. Ecological Modelling, 220: 2365-2379.
    • (2009) Ecological Modelling , vol.220 , pp. 2365-2379
    • Santika, T.1    Hutchinson, M.F.2
  • 48
    • 48249146522 scopus 로고    scopus 로고
    • Quantifying landscape ruggedness for animal habitat analysis: A case study using bighorn sheep in the Mojave Desert
    • Sappington, J. M., Longshore, K. M. and Thompson, D. B. 2007. Quantifying landscape ruggedness for animal habitat analysis: A case study using bighorn sheep in the Mojave Desert. The Journal of Wildlife Management, 71: 1419-1426.
    • (2007) The Journal of Wildlife Management , vol.71 , pp. 1419-1426
    • Sappington, J.M.1    Longshore, K.M.2    Thompson, D.B.3
  • 51
    • 84875307194 scopus 로고    scopus 로고
    • Predictive probability modeling of marine habitats - a case study from the West Coast of Norway
    • In: Moksness E., Dahl E., Stølevik E., editors Chichester, Chichester,: Wiley-Blackwell
    • Soldal, E., Bekkby, T., Rinde, E., Bakkestuen, V., Erikstad, L., Longva, O. and Isaeus, M. 2009. "Predictive probability modeling of marine habitats-a case study from the West Coast of Norway". In Integrated coastal zone management, Edited by: Moksness, E., Dahl, E. and Stølevik, E. 57-65. Chichester: Wiley-Blackwell.
    • (2009) Integrated coastal zone management , pp. 57-65
    • Soldal, E.1    Bekkby, T.2    Rinde, E.3    Bakkestuen, V.4    Erikstad, L.5    Longva, O.6    Isaeus, M.7
  • 52
    • 0023890867 scopus 로고
    • Measuring the accuracy of diagnostic systems
    • Swets, J. A. 1988. Measuring the accuracy of diagnostic systems. Science, 240: 1285-1293.
    • (1988) Science , vol.240 , pp. 1285-1293
    • Swets, J.A.1
  • 53
    • 0035128409 scopus 로고    scopus 로고
    • Digital elevation model resolution: Effects on terrain attribute calculation and quantitative soil-landscape modeling
    • Thompson, J. A., Bell, J. C. and Butler, C. A. 2001. Digital elevation model resolution: Effects on terrain attribute calculation and quantitative soil-landscape modeling. Geoderma, 100: 67-89.
    • (2001) Geoderma , vol.100 , pp. 67-89
    • Thompson, J.A.1    Bell, J.C.2    Butler, C.A.3
  • 54
    • 37549021577 scopus 로고    scopus 로고
    • Classification of marine sublittoral habitats with application to the northeastern North America region
    • Valentine, P. C., Todd, B. J. and Kostylev, V. E. 2005. Classification of marine sublittoral habitats with application to the northeastern North America region. American Fisheries Society Symposium, 41: 183-200.
    • (2005) American Fisheries Society Symposium , vol.41 , pp. 183-200
    • Valentine, P.C.1    Todd, B.J.2    Kostylev, V.E.3
  • 55
    • 10344232011 scopus 로고    scopus 로고
    • Effect of error in the DEM on environmental variables for predictive vegetation modeling
    • van Neil, K. P., Laffan, S. W. and Lees, B. G. 2004. Effect of error in the DEM on environmental variables for predictive vegetation modeling. Journal of Vegetation Science, 15: 747-756.
    • (2004) Journal of Vegetation Science , vol.15 , pp. 747-756
    • van Neil, K.P.1    Laffan, S.W.2    Lees, B.G.3
  • 56
    • 34247147503 scopus 로고    scopus 로고
    • Predictive vegetation modeling for conservation: Impact of error propagation from digital elevation data
    • van Niel, K. P. and Austin, M. P. 2007. Predictive vegetation modeling for conservation: Impact of error propagation from digital elevation data. Ecological Applications, 17: 266-280.
    • (2007) Ecological Applications , vol.17 , pp. 266-280
    • van Niel, K.P.1    Austin, M.P.2
  • 57
    • 70449732203 scopus 로고    scopus 로고
    • Spatially autocorrelated sampling falsely inflates measures of accuracy for presence-only niche models
    • Veloz, S. D. 2009. Spatially autocorrelated sampling falsely inflates measures of accuracy for presence-only niche models. Journal of Biogeography, 36: 2290-2299.
    • (2009) Journal of Biogeography , vol.36 , pp. 2290-2299
    • Veloz, S.D.1
  • 58
    • 0026306699 scopus 로고
    • Digital terrain modeling
    • In: Maguire D. J., Goodchild M. F., Rhind D. W., editors London, London,: Longman
    • Weibel, R. and Heller, M. 1991. "Digital terrain modeling". In Geographical information systems. Principle and applications, Vol. 2, Edited by: Maguire, D. J., Goodchild, M. F. and Rhind, D. W. 269-297. London: Longman.
    • (1991) Geographical information systems. Principle and applications , vol.2 , pp. 269-297
    • Weibel, R.1    Heller, M.2
  • 60
    • 34248190832 scopus 로고    scopus 로고
    • Multiscale terrain analysis of multibeam bathymetry data for habitat mapping on the continental slope
    • Wilson, M. F. J., O'Connel, B., Brown, C., Guinan, J. C. and Grehan, A. J. 2007. Multiscale terrain analysis of multibeam bathymetry data for habitat mapping on the continental slope. Marine Geodesy, 30: 3-35.
    • (2007) Marine Geodesy , vol.30 , pp. 3-35
    • Wilson, M.F.J.1    O'Connel, B.2    Brown, C.3    Guinan, J.C.4    Grehan, A.J.5
  • 61
    • 49249098476 scopus 로고    scopus 로고
    • Effects of sample size on the performance of species distribution models
    • NCEAS Predicting Species Distributions Working Group
    • Wisz, M. S., Hijmans, R. J., Li, J., Peterson, A. T., Graham, C. H., Guisan, A. and NCEAS Predicting Species Distributions Working Group. 2008. Effects of sample size on the performance of species distribution models. Diversity and Distributions, 14: 763-773.
    • (2008) Diversity and Distributions , vol.14 , pp. 763-773
    • Wisz, M.S.1    Hijmans, R.J.2    Li, J.3    Peterson, A.T.4    Graham, C.H.5    Guisan, A.6
  • 63
    • 33750626848 scopus 로고    scopus 로고
    • Terrain complexity and uncertainties in grid-based digital terrain analysis
    • Zhou, Q., Liu, X. and Sun, Y. 2006. Terrain complexity and uncertainties in grid-based digital terrain analysis. International Journal of Geographical Information Science, 20(10): 1137-1147.
    • (2006) International Journal of Geographical Information Science , vol.20 , Issue.10 , pp. 1137-1147
    • Zhou, Q.1    Liu, X.2    Sun, Y.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.