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Volumn 24, Issue 3, 2013, Pages 184-199

Extending airborne electromagnetic surveys for regional active layer and permafrost mapping with Remote Sensing and Ancillary Data, Yukon Flats Ecoregion, Central Alaska

Author keywords

Active layer thickness; Airborne electromagnetic; Alaska; Cryosphere; Permafrost; Remote sensing

Indexed keywords

ACTIVE LAYER; AIRBORNE SURVEY; CRYOSPHERE; ELECTRICAL RESISTIVITY; ELECTROMAGNETIC SURVEY; LANDSAT THEMATIC MAPPER; PERMAFROST; REMOTE SENSING;

EID: 84883556431     PISSN: 10456740     EISSN: 10991530     Source Type: Journal    
DOI: 10.1002/ppp.1775     Document Type: Article
Times cited : (34)

References (52)
  • 1
    • 84883560112 scopus 로고
    • A ERTS view of Alaska, a regional analysis of earth and water resources based on satellite imagery. US Army Cold Regions Research and Engineering Laboratory Technical Report 241
    • Anderson DM, Crowder WK, Gatto LW, Haugen RK, Marlar TL, Mckim HL, Petrone A. 1973. A ERTS view of Alaska, a regional analysis of earth and water resources based on satellite imagery. US Army Cold Regions Research and Engineering Laboratory Technical Report 241, 50 pp.
    • (1973) , pp. 50
    • Anderson, D.M.1    Crowder, W.K.2    Gatto, L.W.3    Haugen, R.K.4    Marlar, T.L.5    Mckim, H.L.6    Petrone, A.7
  • 2
    • 84883554434 scopus 로고    scopus 로고
    • Airborne electromagnetic and magnetic geophysical survey data of the Yukon Flats and Fort. Wainwright areas, central Alaska, June 2010 U.S. Geological Survey Open-File Report. 2011-1304
    • Ball LB, Smith BD, Minsley BJ, Abraham JD, Voss CI, Astley BN, Deszcz-Pan M, Cannia JC. 2011. Airborne electromagnetic and magnetic geophysical survey data of the Yukon Flats and Fort. Wainwright areas, central Alaska, June 2010 U.S. Geological Survey Open-File Report. 2011-1304, 21 pp.
    • (2011) , pp. 21
    • Ball, L.B.1    Smith, B.D.2    Minsley, B.J.3    Abraham, J.D.4    Voss, C.I.5    Astley, B.N.6    Deszcz-Pan, M.7    Cannia, J.C.8
  • 3
    • 0002887295 scopus 로고
    • Effects of fire on the permafrost ground thermal regime
    • Wein RW, MacLean DA (eds). John Wiley and Sons: Chichester;
    • Brown RJE. 1983. Effects of fire on the permafrost ground thermal regime. In The Role of Fire in Northern Circumpolar Ecosystems, Wein RW, MacLean DA (eds). John Wiley and Sons: Chichester; 97-110.
    • (1983) The Role of Fire in Northern Circumpolar Ecosystems , pp. 97-110
    • Brown, R.J.E.1
  • 4
    • 84883553713 scopus 로고    scopus 로고
    • Fugro Airborne Surveys Corp., Stevens Exploration Management Corp. Line, grid, and vector data, and plot files for the airborne geophysical survey of the Alaska Highway corridor, east-central Alaska. Alaska Division of Geological & Geophysical Surveys Geophysical Report 2006-6, 1 DVD
    • Burns LE, Fugro Airborne Surveys Corp., Stevens Exploration Management Corp. 2006. Line, grid, and vector data, and plot files for the airborne geophysical survey of the Alaska Highway corridor, east-central Alaska. Alaska Division of Geological & Geophysical Surveys Geophysical Report 2006-6, 1 DVD.
    • (2006)
    • Burns, L.E.1
  • 5
    • 0344877437 scopus 로고    scopus 로고
    • Revised Landsat-5 TM radiometric calibration procedures and post calibration dynamic Ranges
    • Chander G, Markham BL. 2003. Revised Landsat-5 TM radiometric calibration procedures and post calibration dynamic Ranges. IEEE Transactions on Geoscience and Remote Sensing 41: 2674-2677.
    • (2003) IEEE Transactions on Geoscience and Remote Sensing , vol.41 , pp. 2674-2677
    • Chander, G.1    Markham, B.L.2
  • 6
    • 0000552732 scopus 로고
    • Computer-assisted interpretation of electromagnetic soundings over a permafrost sections
    • Daniels JJ, Keller GV, Jacobson JJ. 1976. Computer-assisted interpretation of electromagnetic soundings over a permafrost sections. Geophysics 41(4): 752-765.
    • (1976) Geophysics , vol.41 , Issue.4 , pp. 752-765
    • Daniels, J.J.1    Keller, G.V.2    Jacobson, J.J.3
  • 8
    • 84860202413 scopus 로고    scopus 로고
    • ERDAS, Norcross, GA: ERDAS, Inc
    • ERDAS, 2008. ERDAS Field Guide, II: 132-133, Norcross, GA: ERDAS, Inc.
    • (2008) ERDAS Field Guide , vol.2 , pp. 132-133
  • 9
    • 0346094211 scopus 로고    scopus 로고
    • Simultaneous 1D inversion of loop-loop electromagnetic data for magnetic susceptibility and electrical conductivity
    • Farquharson CG, Oldenburg DW, Routh PS. 2003. Simultaneous 1D inversion of loop-loop electromagnetic data for magnetic susceptibility and electrical conductivity. Geophysics 68(6): 1857-1869.
    • (2003) Geophysics , vol.68 , Issue.6 , pp. 1857-1869
    • Farquharson, C.G.1    Oldenburg, D.W.2    Routh, P.S.3
  • 10
    • 84883558714 scopus 로고
    • Permafrost map of Alaska. US Geological Survey Miscellaneous Geologic Investigations Map I-445, scale 1:2,500,000, 1 sheet
    • Ferrians OJ, Jr. 1965. Permafrost map of Alaska. US Geological Survey Miscellaneous Geologic Investigations Map I-445, scale 1:2, 500, 000, 1 sheet.
    • (1965)
    • Ferrians Jr, O.J.1
  • 11
    • 0033100735 scopus 로고    scopus 로고
    • Maximizing land cover classification accuracies produced by decision trees at continental to global scales
    • Friedl MA, Brodley CE, Strahler AH. 1999. Maximizing land cover classification accuracies produced by decision trees at continental to global scales. IEEE Transactions on Geoscience and Remote Sensing 37(2): 969-977.
    • (1999) IEEE Transactions on Geoscience and Remote Sensing , vol.37 , Issue.2 , pp. 969-977
    • Friedl, M.A.1    Brodley, C.E.2    Strahler, A.H.3
  • 12
    • 84856427349 scopus 로고    scopus 로고
    • Mapping carbon flux uncertainty and selecting optimal locations for future flux towers in the Great Plains
    • DOI: 10.1007/s109890-011-9699-7
    • Gu Y, Howard D, Wylie B, Zhang L. 2011. Mapping carbon flux uncertainty and selecting optimal locations for future flux towers in the Great Plains. Landscape Ecology. DOI: 10.1007/s109890-011-9699-7
    • (2011) Landscape Ecology
    • Gu, Y.1    Howard, D.2    Wylie, B.3    Zhang, L.4
  • 13
    • 70849106291 scopus 로고    scopus 로고
    • Using the MODIS land surface temperature product for mapping permafrost: an application to northern Québec and Labrador, Canada
    • DOI: 10.1002/ppp.672
    • Hachem S, Allard M, Duguay C. 2009. Using the MODIS land surface temperature product for mapping permafrost: an application to northern Québec and Labrador, Canada. Permafrost and Periglacial Processes 20: 407-416. DOI: 10.1002/ppp.672
    • (2009) Permafrost and Periglacial Processes , vol.20 , pp. 407-416
    • Hachem, S.1    Allard, M.2    Duguay, C.3
  • 14
    • 0016543663 scopus 로고
    • Ground and airborne resistivity surveys of permafrost near Fairbanks, Alaska
    • Hoekstra P, Sellmann PV, Delaney A. 1975. Ground and airborne resistivity surveys of permafrost near Fairbanks, Alaska. Geophysics 40(4): 641-656.
    • (1975) Geophysics , vol.40 , Issue.4 , pp. 641-656
    • Hoekstra, P.1    Sellmann, P.V.2    Delaney, A.3
  • 15
    • 84883556779 scopus 로고    scopus 로고
    • Multiscale sagebrush rangeland habitat modeling in southwest Wyoming. US Geological Survey Open-File Report 2008-1027
    • Homer CG, Aldridge CL, Meyer DK, Coan MJ, Bowen ZH. 2009. Multiscale sagebrush rangeland habitat modeling in southwest Wyoming. US Geological Survey Open-File Report 2008-1027, 14 pp.
    • (2009) , pp. 14
    • Homer, C.G.1    Aldridge, C.L.2    Meyer, D.K.3    Coan, M.J.4    Bowen, Z.H.5
  • 17
    • 33645037577 scopus 로고    scopus 로고
    • Combination of conventional geophysical methods for sounding the composition of rock glaciers in the Swiss Alps
    • Ikeda A. 2006. Combination of conventional geophysical methods for sounding the composition of rock glaciers in the Swiss Alps. Permafrost and Periglacial Processes 17: 35-48.
    • (2006) Permafrost and Periglacial Processes , vol.17 , pp. 35-48
    • Ikeda, A.1
  • 18
    • 84873485591 scopus 로고    scopus 로고
    • Sensitivity analysis of lake mass balance in discontinuous permafrost: Example from disappearing Twelvemile Lake, Yukon Flats, Alaska (USA)
    • DOI: 10.1007/s10040-012-0896-5
    • Jepsen SM, Voss CI, Walvoord MA, Rose JR, Smith BD, Minsley BJ. 2012. Sensitivity analysis of lake mass balance in discontinuous permafrost: Example from disappearing Twelvemile Lake, Yukon Flats, Alaska (USA). Hydrogeology Journal. DOI: 10.1007/s10040-012-0896-5
    • (2012) Hydrogeology Journal
    • Jepsen, S.M.1    Voss, C.I.2    Walvoord, M.A.3    Rose, J.R.4    Smith, B.D.5    Minsley, B.J.6
  • 20
    • 84883551646 scopus 로고
    • Magnetometer and direct-current resistivity studies in Alaska. Mineral Industry Research Laboratory, University of Alaska Fairbanks. Reprinted in 1979 as MIRL Special Paper #2
    • Joesting HR. 1941. Magnetometer and direct-current resistivity studies in Alaska. Mineral Industry Research Laboratory, University of Alaska Fairbanks. Reprinted in 1979 as MIRL Special Paper #2, 34 pp.
    • (1941) , pp. 34
    • Joesting, H.R.1
  • 21
    • 84883555386 scopus 로고    scopus 로고
    • An ecological land survey for Fort Greely, Alaska. US Army Cold Regions Research and Engineering Laboratory, Hanover, NH, ERDC/CRREL TR-01-04
    • Jorgenson MT, Roth JE, Smith MD, Schlentner S, Lentz W, Pullman ER. 2001a. An ecological land survey for Fort Greely, Alaska. US Army Cold Regions Research and Engineering Laboratory, Hanover, NH, ERDC/CRREL TR-01-04, 85 pp.
    • (2001) , pp. 85
    • Jorgenson, M.T.1    Roth, J.E.2    Smith, M.D.3    Schlentner, S.4    Lentz, W.5    Pullman, E.R.6
  • 22
    • 0035115079 scopus 로고    scopus 로고
    • Permafrost degradation and ecological changes associated with a warming climate in central Alaska
    • DOI: 10.1023/A:1005667424292
    • Jorgenson MT, Racine C, Walters J, Osterkamp T. 2001b. Permafrost degradation and ecological changes associated with a warming climate in central Alaska. Climate Change 48(4): 551-579. DOI: 10.1023/A:1005667424292
    • (2001) Climate Change , vol.48 , Issue.4 , pp. 551-579
    • Jorgenson, M.T.1    Racine, C.2    Walters, J.3    Osterkamp, T.4
  • 23
    • 33644784081 scopus 로고    scopus 로고
    • Abrupt increase in permafrost degradation in Arctic Alaska
    • L02503. DOI: 10.1029/2005GL024960
    • Jorgenson MT, Shur YL, Pullman ER. 2006. Abrupt increase in permafrost degradation in Arctic Alaska. Geophysical Research Letters 33: L02503. DOI: 10.1029/2005GL024960
    • (2006) Geophysical Research Letters , vol.33
    • Jorgenson, M.T.1    Shur, Y.L.2    Pullman, E.R.3
  • 24
    • 84883551003 scopus 로고    scopus 로고
    • Permafrost characteristics of Alaska - a new permafrost map of Alaska. Paper presented at the Ninth International Conference on Permafrost, University of Alaska Fairbanks, Fairbanks
    • Jorgenson T, Yoshikawa K, Kanevskiy M, Shur Y, Romanovsky V, Marchenko S, Grosse G, Brown J, Jones B. 2008. Permafrost characteristics of Alaska - a new permafrost map of Alaska. Paper presented at the Ninth International Conference on Permafrost, University of Alaska Fairbanks, Fairbanks.
    • (2008)
    • Jorgenson, T.1    Yoshikawa, K.2    Kanevskiy, M.3    Shur, Y.4    Romanovsky, V.5    Marchenko, S.6    Grosse, G.7    Brown, J.8    Jones, B.9
  • 25
    • 0024089654 scopus 로고
    • Mapping shallow permafrost by electromagnetic induction; Practical considerations
    • Kawaski K, Osterkamp TE. 1989. Mapping shallow permafrost by electromagnetic induction; Practical considerations. Cold Regions Science and Technology 15(3): 279-288.
    • (1989) Cold Regions Science and Technology , vol.15 , Issue.3 , pp. 279-288
    • Kawaski, K.1    Osterkamp, T.E.2
  • 27
    • 0017516888 scopus 로고
    • Terrain analysis for the Trans-Alaska pipeline
    • Kreig RA. 1977. Terrain analysis for the Trans-Alaska pipeline. Civil Engineering ASCE 47(7): 61-65.
    • (1977) Civil Engineering ASCE , vol.47 , Issue.7 , pp. 61-65
    • Kreig, R.A.1
  • 28
    • 79958841860 scopus 로고    scopus 로고
    • Utility of Classification and Regression Tree Analyses and Vegetation in Mountain Permafrost Models, Yukon, Canada
    • DOI: 10.1002/ppp.719
    • Kremer M, Lewkowicz AG, Bonnaventure PP, Sawada MC. 2011. Utility of Classification and Regression Tree Analyses and Vegetation in Mountain Permafrost Models, Yukon, Canada. Permafrost and Periglacial Processes 22(2): 163-178. DOI: 10.1002/ppp.719
    • (2011) Permafrost and Periglacial Processes , vol.22 , Issue.2 , pp. 163-178
    • Kremer, M.1    Lewkowicz, A.G.2    Bonnaventure, P.P.3    Sawada, M.C.4
  • 29
    • 1842679065 scopus 로고    scopus 로고
    • Probability mapping of mountain permafrost using the BTS method, Wolf Creek, Yukon Territory, Canada
    • DOI: 10.1002/ppp.480
    • Lewkowicz AG, Ednie M. 2004. Probability mapping of mountain permafrost using the BTS method, Wolf Creek, Yukon Territory, Canada. Permafrost and Periglacial Processes 15: 67-80. DOI: 10.1002/ppp.480
    • (2004) Permafrost and Periglacial Processes , vol.15 , pp. 67-80
    • Lewkowicz, A.G.1    Ednie, M.2
  • 30
    • 77749331921 scopus 로고    scopus 로고
    • Changes in catchment-scale recession flow properties in response to permafrost thawing in the Yukon River Basin
    • DOI: 10.1002/joc.1993
    • Lyon SW, Destouni G. 2010. Changes in catchment-scale recession flow properties in response to permafrost thawing in the Yukon River Basin. International Journal of Climatology 30: 2138-2145. DOI: 10.1002/joc.1993.
    • (2010) International Journal of Climatology , vol.30 , pp. 2138-2145
    • Lyon, S.W.1    Destouni, G.2
  • 32
    • 0036669470 scopus 로고    scopus 로고
    • Equations for potential annual direct incident radiation and heat load
    • DOI: 10.1111/j.1654-1103.2002.tb02087.x
    • McCune B, Keon D. 2002. Equations for potential annual direct incident radiation and heat load. Journal of Vegetation Science 13: 603-606. DOI: 10.1111/j.1654-1103.2002.tb02087.x
    • (2002) Journal of Vegetation Science , vol.13 , pp. 603-606
    • McCune, B.1    Keon, D.2
  • 33
    • 0028555495 scopus 로고    scopus 로고
    • Regression tree analysis of satellite and terrain data to guide vegetation sampling and surveys
    • DOI: 10.2307/3235882
    • Michaelsen J, Schimel DS, Friedl MA, Davis FW, Dubayah RC. 2004. Regression tree analysis of satellite and terrain data to guide vegetation sampling and surveys. Journal of Vegetation Science 5: 673-686. DOI: 10.2307/3235882
    • (2004) Journal of Vegetation Science , vol.5 , pp. 673-686
    • Michaelsen, J.1    Schimel, D.S.2    Friedl, M.A.3    Davis, F.W.4    Dubayah, R.C.5
  • 35
    • 0002098503 scopus 로고
    • Terrain attributes: estimation methods and scale effects
    • Jakeman AJ, Beck MB, McAleer M (eds). John Wiley & Sons: London
    • Moore ID, Gessler PE, Nielsen GA, Petersen GA. 1993. Terrain attributes: estimation methods and scale effects. In Modeling Change in Environmental Systems, Jakeman AJ, Beck MB, McAleer M (eds). John Wiley & Sons: London; 189-214.
    • (1993) Modeling Change in Environmental Systems , pp. 189-214
    • Moore, I.D.1    Gessler, P.E.2    Nielsen, G.A.3    Petersen, G.A.4
  • 37
    • 84883550911 scopus 로고    scopus 로고
    • Ecoregions of Alaska and Neighboring Territories. US Geological Survey Open File Report 02-297
    • Nowacki G, Spencer P, Brock T, Fleming M, Jorgenson T. 2002. Ecoregions of Alaska and Neighboring Territories. US Geological Survey Open File Report 02-297.
    • (2002)
    • Nowacki, G.1    Spencer, P.2    Brock, T.3    Fleming, M.4    Jorgenson, T.5
  • 38
    • 0033024725 scopus 로고    scopus 로고
    • Evidence for warming and thawing of discontinuous permafrost in Alaska
    • DOI: 10.1002/(SICI)1099-1530
    • Osterkamp TE, Romanovsky VE. 1999. Evidence for warming and thawing of discontinuous permafrost in Alaska. Permafrost and Periglacial Processes 10(1): 17-37. DOI: 10.1002/(SICI)1099-1530
    • (1999) Permafrost and Periglacial Processes , vol.10 , Issue.1 , pp. 17-37
    • Osterkamp, T.E.1    Romanovsky, V.E.2
  • 40
    • 84860176649 scopus 로고    scopus 로고
    • Near-surface permafrost distribution mapping using logistic regression and remote sensing in Interior Alaska
    • Panda SK, Prakash AM, Jorgenson T, Solie DN. 2012. Near-surface permafrost distribution mapping using logistic regression and remote sensing in Interior Alaska. GIScience and Remote Sensing 49(3): 346-363.
    • (2012) GIScience and Remote Sensing , vol.49 , Issue.3 , pp. 346-363
    • Panda, S.K.1    Prakash, A.M.2    Jorgenson, T.3    Solie, D.N.4
  • 41
    • 84883553515 scopus 로고
    • Evidential classification of land cover and permafrost from multisource remote sensing imagery in mountainous terrain, YukonUnpublished MSc thesis, Department of Geography, University of Calgary, Alberta, Canada
    • Peddle DR. 1991. Evidential classification of land cover and permafrost from multisource remote sensing imagery in mountainous terrain, YukonUnpublished MSc thesis, Department of Geography, University of Calgary, Alberta, Canada, 178 pp.
    • (1991) , pp. 178
    • Peddle, D.R.1
  • 42
    • 84883550720 scopus 로고    scopus 로고
    • Reconnaissance interpretation of 1978-1981 permafrost, Alaska Highway corridor, Tetlin Junction to Canada border, Alaska. Alaska Division of Geological & Geophysical Surveys, Fairbanks, AK. Preliminary Interpretive Report 2012-1C
    • Reger RD, Hubbard TD, Gallagher PE. 2012. Reconnaissance interpretation of 1978-1981 permafrost, Alaska Highway corridor, Tetlin Junction to Canada border, Alaska. Alaska Division of Geological & Geophysical Surveys, Fairbanks, AK. Preliminary Interpretive Report 2012-1C, 27 pp.
    • (2012) , pp. 27
    • Reger, R.D.1    Hubbard, T.D.2    Gallagher, P.E.3
  • 43
    • 24944547405 scopus 로고    scopus 로고
    • Quantifying permafrost patterns using Minkowski densities
    • DOI: 10.1002/ppp.531
    • Roth K, Bolke J, Vogel H. 2005. Quantifying permafrost patterns using Minkowski densities. Permafrost and Periglacial Processes 16(3): 277-290. DOI: 10.1002/ppp.531
    • (2005) Permafrost and Periglacial Processes , vol.16 , Issue.3 , pp. 277-290
    • Roth, K.1    Bolke, J.2    Vogel, H.3
  • 44
    • 84883551076 scopus 로고    scopus 로고
    • RuleQuest. An overview of Cubist. [20 June 2011]
    • RuleQuest. 2004. An overview of Cubist. http://www.rulequest.com/cubist-unix.html [20 June 2011].
    • (2004)
  • 45
    • 44449100882 scopus 로고    scopus 로고
    • Electromagnetic methods - frequency domain
    • Kirsch R (ed). Springer-Verlag: Berlin
    • Siemon B. 2006. Electromagnetic methods - frequency domain. In Groundwater Geophysics: A Tool for Hydrogeology, Kirsch R (ed). Springer-Verlag: Berlin; 155-176.
    • (2006) Groundwater Geophysics: A Tool for Hydrogeology , pp. 155-176
    • Siemon, B.1
  • 46
    • 77951027071 scopus 로고    scopus 로고
    • A review of helicopter-borne electromagnetic methods for groundwater exploration
    • Siemon B, Christiansen AV, Auken E. 2009. A review of helicopter-borne electromagnetic methods for groundwater exploration. Near Surface Geophysics 7(5-6): 629-646.
    • (2009) Near Surface Geophysics , vol.7 , Issue.5-6 , pp. 629-646
    • Siemon, B.1    Christiansen, A.V.2    Auken, E.3
  • 48
    • 84864620950 scopus 로고    scopus 로고
    • Influence of permafrost distribution on groundwater flow in the context of climate-driven permafrost thaw: Example from Yukon Flats Basin, Alaska, USA
    • DOI: 10.1029/2011WR011595
    • Walvoord MA, Voss CI, Wellman TP. 2012. Influence of permafrost distribution on groundwater flow in the context of climate-driven permafrost thaw: Example from Yukon Flats Basin, Alaska, USA. Water Resources Research, 48, W07524. DOI: 10.1029/2011WR011595
    • (2012) Water Resources Research , vol.48
    • Walvoord, M.A.1    Voss, C.I.2    Wellman, T.P.3
  • 49
    • 84873502854 scopus 로고    scopus 로고
    • Impacts of climate, lake size, and supra- and sub-permafrost groundwater flow on lake-talik evolution, Yukon Flats, Alaska, USA
    • DOI: 10.1007/s10040-012-0941-4
    • Wellman TP, Voss CI, Walvoord MA. 2013. Impacts of climate, lake size, and supra- and sub-permafrost groundwater flow on lake-talik evolution, Yukon Flats, Alaska, USA. Hydrogeology Journal. DOI: 10.1007/s10040-012-0941-4
    • (2013) Hydrogeology Journal
    • Wellman, T.P.1    Voss, C.I.2    Walvoord, M.A.3
  • 50
    • 4243899616 scopus 로고
    • Geologic reconnaissance of the Yukon Flats District Alaska
    • 1111-H
    • Williams JR. 1962. Geologic reconnaissance of the Yukon Flats District Alaska. US Geological Survey Bulletin 1111-H: 289-331.
    • (1962) US Geological Survey Bulletin , pp. 289-331
    • Williams, J.R.1
  • 52
    • 0041313945 scopus 로고    scopus 로고
    • Shrinking thermokarst ponds and groundwater dynamics in discontinuous permafrost
    • Yoshikawa K, Hinzman LD. 2003. Shrinking thermokarst ponds and groundwater dynamics in discontinuous permafrost. Permafrost and Periglacial Processes 14(2): 151-160.
    • (2003) Permafrost and Periglacial Processes , vol.14 , Issue.2 , pp. 151-160
    • Yoshikawa, K.1    Hinzman, L.D.2


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