메뉴 건너뛰기




Volumn 453, Issue , 2012, Pages 95-106

Occupancy estimation of marine species: Dealing with imperfect detectability

Author keywords

Detectability; Monitoring; Occupancy; Underwater visual survey

Indexed keywords

COASTAL ZONE; DETECTION METHOD; GREEN ALGA; MARINE ECOSYSTEM; MARINE ENVIRONMENT; MONITORING; POPULATION ESTIMATION; PROBABILITY; SAMPLING; SNAIL; SPECIES OCCURRENCE; UNDERWATER CAMERA; UNDERWATER ENVIRONMENT; VISUAL ANALYSIS;

EID: 84861069173     PISSN: 01718630     EISSN: None     Source Type: Journal    
DOI: 10.3354/meps09668     Document Type: Article
Times cited : (25)

References (59)
  • 1
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • In: Petrov BN, Csaaki F (eds) Akademiai Kidao, Budapest
    • Akaike H (1973) Information theory and an extension of the maximum likelihood principle. In: Petrov BN, Csaaki F (eds) Proc 2nd Int Symp Inf Theory, Akademiai Kidao, Budapest, p 267-281
    • (1973) Proc 2nd Int Symp Inf Theory , pp. 267-281
    • Akaike, H.1
  • 2
    • 0000996133 scopus 로고
    • Information measures and model selection
    • Akaike H (1983) Information measures and model selection. Bull Int Stat Inst 44: 277-290
    • (1983) Bull Int Stat Inst , vol.44 , pp. 277-290
    • Akaike, H.1
  • 3
    • 0029669560 scopus 로고    scopus 로고
    • Estimating the abundance of benthic invertebrates: A comparison of procedures and variability between observers
    • Benedetti-Cecchi L, Airoldi L, Abbiati M, Cinelli F (1996) Estimating the abundance of benthic invertebrates: a comparison of procedures and variability between observers. Mar Ecol Prog Ser 138: 93-101
    • (1996) Mar Ecol Prog ser , vol.138 , pp. 93-101
    • Benedetti-Cecchi, L.1    Airoldi, L.2    Abbiati, M.3    Cinelli, F.4
  • 4
    • 33846539616 scopus 로고    scopus 로고
    • Inferring population trends for the world's largest fish from mark-recapture estimates of survival
    • DOI 10.1111/j.1365-2656.2006.01201.x
    • Bradshaw CJA, Mollet HF, Meekan MG (2007) Inferring population trends for the world's largest fish from mark-recapture estimates of survival. J Anim Ecol 76: 480-489 (Pubitemid 46606823)
    • (2007) Journal of Animal Ecology , vol.76 , Issue.3 , pp. 480-489
    • Bradshaw, C.J.A.1    Mollet, H.F.2    Meekan, M.G.3
  • 8
    • 65549102905 scopus 로고    scopus 로고
    • Salaman-der occupancy in headwater stream networks
    • Grant EH, Green LE, Lowe WH (2009) Salaman-der occupancy in headwater stream networks. Freshw Biol 54: 1370-1378
    • (2009) Freshw Biol , vol.54 , pp. 1370-1378
    • Grant, E.H.1    Green, L.E.2    Lowe, W.H.3
  • 9
    • 84961484232 scopus 로고
    • Progression and dispersal of an introduced alga: Codium fragile spp. tomentosoides (Chlorophyta) on the Atlantic coast of North America
    • Carlton JT, Scanlon JA (1985) Progression and dispersal of an introduced alga: Codium fragile spp. tomentosoides (Chlorophyta) on the Atlantic coast of North America. Bot Mar 28: 155-165
    • (1985) Bot Mar , vol.28 , pp. 155-165
    • Carlton, J.T.1    Scanlon, J.A.2
  • 10
    • 84861015507 scopus 로고    scopus 로고
    • CBD (Convention on Biological Diversity) UNEP/ CBD/ SBSTTA/ 6/ INF/ 9. Convention on Biological Diversity Cape Town
    • CBD (Convention on Biological Diversity) (2000) Global strategy on invasive alien species. UNEP/ CBD/ SBSTTA/ 6/ INF/ 9. Convention on Biological Diversity, Cape Town
    • (2000) Global Strategy on Invasive Alien Species
  • 11
    • 68849084655 scopus 로고    scopus 로고
    • Projecting global marine biodiversity impacts under climate change scenarios
    • Cheung WWL, Lam VWY, Sarmiento JL, Kearney K, Watson R, Pauly D (2009) Projecting global marine biodiversity impacts under climate change scenarios. Fish Fish 10: 235-251
    • (2009) Fish Fish , vol.10 , pp. 235-251
    • Wwl, C.1    Vwy, L.2    Sarmiento, J.L.3    Kearney, K.4    Watson, R.5    Pauly, D.6
  • 12
    • 0345839243 scopus 로고    scopus 로고
    • External tagging for under-water monitoring
    • In: Goñi R, Harmelin-Vivien M, Badalamenti F, Le Diréach L, Bernard G (eds) GIS Posidonie, Marseille
    • D'Anna G, Pipitone C (2000) External tagging for under-water monitoring. In: Goñi R, Harmelin-Vivien M, Badalamenti F, Le Diréach L, Bernard G (eds) Intro-ductory guide to methods for selected ecological studies in marine reserves. GIS Posidonie, Marseille, p 38-41
    • (2000) Intro-ductory Guide to Methods for Selected Ecological Studies in Marine Reserves , pp. 38-41
    • D'Anna, G.1    Pipitone, C.2
  • 13
    • 47849089759 scopus 로고    scopus 로고
    • The need and practice of monitoring, evaluating and adapting marine planning and management-lessons from the Great Barrier Reef
    • DOI 10.1016/j.marpol.2008.03.023, PII S0308597X08000717
    • Day J (2008) The need and practice of monitoring, evaluat-ing and adapting marine planning and management \- lessons from the Great Barrier Reef. Mar Policy 32: 823-831 (Pubitemid 352038309)
    • (2008) Marine Policy , vol.32 , Issue.5 , pp. 823-831
    • Day, J.1
  • 14
    • 18444403930 scopus 로고    scopus 로고
    • Estimating size and composition of biological communities by modeling the occurrence of species
    • DOI 10.1198/016214505000000015
    • Dorazio RM, Royle JA (2005) Estimating size and composi-tion of biological communities by modeling the occur-rence of species. J Am Stat Assoc 100: 389-398 (Pubitemid 40816579)
    • (2005) Journal of the American Statistical Association , vol.100 , Issue.470 , pp. 389-398
    • Dorazio, R.M.1    Royle, J.A.2
  • 15
    • 33646128222 scopus 로고    scopus 로고
    • Estimating species richness and accumulation by model-ing species occurrence and detectability
    • Dorazio RM, Royle JA, Sonderstorm B, Glimskar A (2006) Estimating species richness and accumulation by model-ing species occurrence and detectability. Ecology 87: 842-854
    • (2006) Ecology , vol.87 , pp. 842-854
    • Dorazio, R.M.1    Royle, J.A.2    Sonderstorm, B.3    Glimskar, A.4
  • 16
    • 79956189706 scopus 로고    scopus 로고
    • The importance of monitoring and evaluation in adaptive maritime spatial planning
    • Douvere F, Ehler CN (2011) The importance of monitoring and evaluation in adaptive maritime spatial planning. J Coast Conserv 15: 305-311
    • (2011) J Coast Conserv , vol.15 , pp. 305-311
    • Douvere, F.1    Ehler, C.N.2
  • 19
    • 33846486189 scopus 로고    scopus 로고
    • A large-scale deforestation experiment: Effects of patch area and isolation on Amazon birds
    • DOI 10.1126/science.1133097
    • European Commission, Brussels Ferraz G, Nichols JD, Hines JE, Stouffer PC, Bierregaard RO Jr, Lovejoy TE (2007) A large-scale deforestation experi-ment: effects of patch area and isolation on Amazon birds. Science 315: 238-241 (Pubitemid 46166368)
    • (2007) Science , vol.315 , Issue.5809 , pp. 238-241
    • Ferraz, G.1    Nichols, J.D.2    Hines, J.E.3    Stouffer, P.C.4    Bierregaard Jr., R.O.5    Lovejoy, T.E.6
  • 20
    • 0347597023 scopus 로고    scopus 로고
    • Absent or undetected? Effects of non-detection of species occurrence on wildlife-habitat models
    • DOI 10.1016/S0006-3207(03)00190-3
    • Gu W, Swihart RK (2004) Absent or undetected? Effects of non-detection of species occurrence on wildlife-habitat models. Biol Conserv 116: 195-203 (Pubitemid 38069867)
    • (2004) Biological Conservation , vol.116 , Issue.2 , pp. 195-203
    • Gu, W.1    Swihart, R.K.2
  • 21
    • 51349139832 scopus 로고    scopus 로고
    • Corre-lates of naturalization and occupancy of introduced orna-mentals in Germany
    • Hanspach J, Kühn I, Pyek P, Boos E, Klotz S (2008) Corre-lates of naturalization and occupancy of introduced orna-mentals in Germany. Perspect Plant Ecol Evol Syst 10: 241-250
    • (2008) Perspect Plant Ecol Evol Syst , vol.10 , pp. 241-250
    • Hanspach, J.1    Kühn, I.2    Pyek, P.3    Boos, E.4    Klotz, S.5
  • 23
    • 84861015506 scopus 로고    scopus 로고
    • Evaluating the effec-tiveness of SCUBA-based visual searches for an invasive tunicate, Ciona intestinalis, in a Prince Edward Island estuary
    • Kanary L, Locke A, WatmoughJ (2010) Evaluating the effec-tiveness of SCUBA-based visual searches for an invasive tunicate, Ciona intestinalis, in a Prince Edward Island estuary. Aquat Invasions 5: 41-47
    • (2010) Aquat Invasions , vol.5 , pp. 41-47
    • Kanary, L.1    Locke, A.2    Watmough, J.3
  • 24
    • 33748895112 scopus 로고    scopus 로고
    • Modelling fish growth: Model selection, multi-model inference and model selection uncertainty
    • DOI 10.1016/j.fishres.2006.07.002, PII S0165783606002645
    • Katsanevakis S (2006) Modeling fish growth: model selec-tion, multi-model inference and model selection uncer-tainty. Fish Res 81: 229-235 (Pubitemid 44427945)
    • (2006) Fisheries Research , vol.81 , Issue.2-3 , pp. 229-235
    • Katsanevakis, S.1
  • 25
    • 67349279470 scopus 로고    scopus 로고
    • Estimating abundance of endangered marine benthic species using distance sampling through SCUBA diving: The Pinna nobilis (Mollusca: Bivalvia) example
    • In: Columbus AM, Kuznetsov L (eds) Nova Science Publishers, Hauppauge, NY
    • Katsanevakis S (2009) Estimating abundance of endangered marine benthic species using distance sampling through SCUBA diving: the Pinna nobilis (Mollusca: Bivalvia) example. In: Columbus AM, Kuznetsov L (eds) Endan-gered species: new research. Nova Science Publishers, Hauppauge, NY, p 81-115
    • (2009) Endan-gered Species: New Research , pp. 81-115
    • Katsanevakis, S.1
  • 26
    • 0032053540 scopus 로고    scopus 로고
    • How the acquired behaviour of commercial reef fishes may influence the results obtained from visual censuses
    • DOI 10.1016/S0022-0981(97)00133-0, PII S0022098197001330
    • Kulbicki M (1998) How the acquired behaviour of commer-cial reef fishes may influence the results obtained from visual censuses. J Exp Mar Biol Ecol 222: 11-30 (Pubitemid 28135904)
    • (1998) Journal of Experimental Marine Biology and Ecology , vol.222 , Issue.1-2 , pp. 11-30
    • Kulbicki, M.1
  • 28
    • 78650058898 scopus 로고    scopus 로고
    • Long-term shifts in abundance and distribution of a temperate fish fauna: A response to climate change and fishing practices
    • Last PR, White WT, Gledhill DC, Hobday AJ, Brown R, Edgar GJ, Pecl G (2011) Long-term shifts in abundance and distribution of a temperate fish fauna: a response to climate change and fishing practices. Glob Ecol Biogeogr 20: 58-72
    • (2011) Glob Ecol Biogeogr , vol.20 , pp. 58-72
    • Last, P.R.1    White, W.T.2    Gledhill, D.C.3    Hobday, A.J.4    Brown, R.5    Edgar, G.J.6    Pecl, G.7
  • 29
    • 16244387320 scopus 로고    scopus 로고
    • Was it there? Dealing with imperfect detection for species presence/absence data
    • MacKenzie DI (2005) Was it there? Dealing with imperfect detection for species presence/absence data. Aust N Z J Stat 47: 65-74
    • (2005) Aust N Z J Stat , vol.47 , pp. 65-74
    • MacKenzie, D.I.1
  • 31
    • 31344435055 scopus 로고    scopus 로고
    • Designing occupancy studies: General advice and allocating survey effort
    • DOI 10.1111/j.1365-2664.2005.01098.x
    • MacKenzie DI, Royle JA (2005) Designing occupancy stud-ies: general advice and allocating survey effort. J Appl Ecol 42: 1105-1114 (Pubitemid 43138564)
    • (2005) Journal of Applied Ecology , vol.42 , Issue.6 , pp. 1105-1114
    • Mackenzie, D.I.1    Royle, J.A.2
  • 32
    • 0000989596 scopus 로고    scopus 로고
    • Estimating site occupancy rates when detection probabilities are less than one
    • MacKenzie DI, Nichols JD, Lachman GB, Droege S, Royle JA, Langtimm CA (2002) Estimating site occupancy rates when detection probabilities are less than one. Ecology 83: 2248-2255 (Pubitemid 36524763)
    • (2002) Ecology , vol.83 , Issue.8 , pp. 2248-2255
    • MacKenzie, D.I.1    Nichols, J.D.2    Lachman, G.B.3    Droege, S.4    Royle, J.A.5    Langtimm, C.A.6
  • 33
    • 27944504531 scopus 로고    scopus 로고
    • Occupancy estimation and modeling for rare and elusive populations
    • In: Thompson WL (ed) Island Press, Washington, DC
    • MacKenzie DI, Royle JA, Brown JA, Nichols JD (2004) Occupancy estimation and modeling for rare and elusive populations. In: Thompson WL (ed) Sampling rare or elu-sive species. Island Press, Washington, DC, p 149-172
    • (2004) Sampling Rare or Elu-sive Species , pp. 149-172
    • MacKenzie, D.I.1    Royle, J.A.2    Brown, J.A.3    Nichols, J.D.4
  • 36
    • 55949110541 scopus 로고    scopus 로고
    • Detection heterogeneity in underwa-ter visual-census data
    • MacNeil MA, Graham NAJ, Conroy MJ, Fonnesbeck CJ and others (2008b) Detection heterogeneity in underwa-ter visual-census data. J Fish Biol 73: 1748-1763
    • (2008) J Fish Biol , vol.73 , pp. 1748-1763
    • MacNeil, M.A.1    Naj, G.2    Conroy, M.J.3    Fonnesbeck, C.J.4
  • 37
    • 1242298787 scopus 로고    scopus 로고
    • Evaluation of a multiple-species approach to monitoring species at the ecoregional scale
    • Manley PN, Zielinski WJ, Schlesinger MD, Mori SR (2004) Evaluation of a multiple-species approach to monitoring species at the ecoregional scale. Ecol Appl 14: 296-310 (Pubitemid 38231611)
    • (2004) Ecological Applications , vol.14 , Issue.1 , pp. 296-310
    • Manley, P.N.1    Zielinski, W.J.2    Schlesinger, M.D.3    Mori, S.R.4
  • 38
    • 0037329528 scopus 로고    scopus 로고
    • Demographic trends and community stability in a montane amphibian assemblage
    • DOI 10.1046/j.1523-1739.2003.01096.x
    • Martinez-Solano I, Bosch J, Garcia-Paris M (2003) Demo-graphic trends and community stability in a montane amphibian assemblage. Conserv Biol 17: 238-244 (Pubitemid 36234416)
    • (2003) Conservation Biology , vol.17 , Issue.1 , pp. 238-244
    • Martinez-Solano, I.1    Bosch, J.2    Garcia-Paris, M.3
  • 39
    • 0036222724 scopus 로고    scopus 로고
    • Implications of empirical data quality to metapopulation model parameter estimation and application
    • DOI 10.1034/j.1600-0706.2002.960313.x
    • Moilanen A (2002) Implications of empirical data quality to metapopulation model parameter estimation and appli-cation. Oikos 96: 516-530 (Pubitemid 34315767)
    • (2002) Oikos , vol.96 , Issue.3 , pp. 516-530
    • Moilanen, A.1
  • 40
    • 53749098539 scopus 로고    scopus 로고
    • Impact of a century of climate change on small-mammal communities in Yosemite National Park USA
    • Moritz C, Patton JL, Conroy CJ, Parra JL, White GC, Beissinger SR (2008) Impact of a century of climate change on small-mammal communities in Yosemite National Park, USA. Science 322: 261-264
    • (2008) Science , vol.322 , pp. 261-264
    • Moritz, C.1    Patton, J.L.2    Conroy, C.J.3    Parra, J.L.4    White, G.C.5    Beissinger, S.R.6
  • 42
    • 33845918165 scopus 로고    scopus 로고
    • Estimating site occupancy and detection probability parameters for meso- and large mammals in a coastal ecosystem
    • DOI 10.2193/0022-541X(2006)70[1625:ESOADP]2.0.CO;2
    • O'Connell AF Jr, Talancy NW, Bailey LL, Sauer JR, Cook R, Gilbert AT (2006) Estimating site occupancy and detection probability parameters for meso- and large mammals in a coastal ecosystem. J Wildl Manag 70: 1625-1633 (Pubitemid 46214498)
    • (2006) Journal of Wildlife Management , vol.70 , Issue.6 , pp. 1625-1633
    • O'Connell Jr., A.F.1    Talancy, N.W.2    Bailey, L.L.3    Sauer, J.R.4    Cook, R.5    Gilbert, A.T.6
  • 43
    • 40149106469 scopus 로고    scopus 로고
    • Seasonal variation in detectability of butterflies surveyed with Pollard walks
    • DOI 10.1007/s10841-007-9075-8
    • Pellet J (2008) Seasonal variation in detectability of butter-flies surveyed with Pollard walks. J Insect Conserv 12: 155-162 (Pubitemid 351325563)
    • (2008) Journal of Insect Conservation , vol.12 , Issue.2 , pp. 155-162
    • Pellet, J.1
  • 44
    • 79955113832 scopus 로고    scopus 로고
    • Impacts of climate change on European marine ecosystems: Observations, expectations and indi-cators
    • Philippart CJM, Anadón R, Danovaro R, Dippner JW and others (2011) Impacts of climate change on European marine ecosystems: observations, expectations and indi-cators. J Exp Mar Biol Ecol 400: 52-69
    • (2011) J Exp Mar Biol Ecol , vol.400 , pp. 52-69
    • Cjm, P.1    Anadón, R.2    Danovaro, R.3    Dippner, J.W.4
  • 45
    • 79957567961 scopus 로고    scopus 로고
    • Multi-scale approach for pre-dicting fish species distributions across coral reef sea -scapes
    • doi: 10.1371/journal.pone.0020583
    • Pittman SJ, Brown KA (2011) Multi-scale approach for pre-dicting fish species distributions across coral reef sea -scapes. PLoS ONE 6: e20583 doi: 10.1371/ journal. pone. 0020583
    • (2011) PLoS ONE , vol.6
    • Pittman, S.J.1    Brown, K.A.2
  • 46
    • 0036130424 scopus 로고    scopus 로고
    • Large scale wildlife monitoring studies: Statistical methods for design and analysis
    • DOI 10.1002/env.514
    • Pollock KH, Nichols JD, Simons TR, Farnsworth GL, Bailey LL, Sauer JR (2002) Large scale wildlife monitoring stud-ies: statistical methods for design and analysis. Environ-metrics 13: 105-119 (Pubitemid 34235097)
    • (2002) Environmetrics , vol.13 , Issue.2 , pp. 105-119
    • Pollock, K.H.1    Nichols, J.D.2    Simons, T.R.3    Farnsworth, G.L.4    Bailey, L.L.5    Sauer, J.R.6
  • 47
    • 0035920375 scopus 로고    scopus 로고
    • Low abundance and skewed population structure of the whelk Stramonita haemastoma along the Israeli Mediterranean coast
    • Rilov G, Benayahu Y, Gasith A (2001) Low abundance and skewed population structure of the whelk Stramonita haemastoma along the Israeli Mediterranean coast. Mar Ecol Prog Ser 218: 189-202 (Pubitemid 32913894)
    • (2001) Marine Ecology Progress Series , vol.218 , pp. 189-202
    • Rilov, G.1    Benayahu, Y.2    Gasith, A.3
  • 48
    • 70349768682 scopus 로고    scopus 로고
    • Estimating seabird densities-from vessels transects: Distance sampling and implica-tions for strip transects
    • Ronconi RA, Burger AE (2009) Estimating seabird densities-from vessels transects: distance sampling and implica-tions for strip transects. Aquat Biol 4:297-309
    • (2009) Aquat Biol , vol.4 , pp. 297-309
    • Ronconi, R.A.1    Burger, A.E.2
  • 49
    • 33646159748 scopus 로고    scopus 로고
    • Generalized site occupancy mod-els allowing for false positive and false negative errors
    • Royle JA, Link WA (2006) Generalized site occupancy mod-els allowing for false positive and false negative errors. Ecology 87: 835-841
    • (2006) Ecology , vol.87 , pp. 835-841
    • Royle, J.A.1    Link, W.A.2
  • 50
    • 0041813267 scopus 로고    scopus 로고
    • Estimating abundance from repeated presence-absence data or point counts
    • Royle JA, Nichols JD (2003) Estimating abundance from repeated presence absence data or point counts. Ecology 84: 777-790 (Pubitemid 36893064)
    • (2003) Ecology , vol.84 , Issue.3 , pp. 777-790
    • Royle, J.A.1    Nichols, J.D.2
  • 52
    • 77955096356 scopus 로고    scopus 로고
    • Optimising biodi-versity assessments by volunteers: The application of occupancy modelling to large-scale amphibian surveys
    • Sewell D, Beebee TJC, Griffiths RA (2010) Optimising biodi-versity assessments by volunteers: the application of occupancy modelling to large-scale amphibian surveys. Biol Conserv 143: 2102-2110
    • (2010) Biol Conserv , vol.143 , pp. 2102-2110
    • Sewell, D.1    Tjc, B.2    Griffiths, R.A.3
  • 54
    • 76549095951 scopus 로고    scopus 로고
    • Occurrence of Codium frag-ile subsp. tomentosoides (van Goor) P.C Silva (Chloro-phyta: Bryopsidophyceae: Bryopsidales: Codiaceae) in Greece
    • Tsiamis K, Panayotidis P (2007) Occurrence of Codium frag-ile subsp. tomentosoides (van Goor) P.C. Silva (Chloro-phyta: Bryopsidophyceae: Bryopsidales: Codiaceae) in Greece. Aquat Invasions 2: 74-76
    • (2007) Aquat Invasions , vol.2 , pp. 74-76
    • Tsiamis, K.1    Panayotidis, P.2
  • 57
    • 2042455864 scopus 로고    scopus 로고
    • Scale and trends in species richness: Considerations for monitoring biolog-ical diversity for political purposes
    • Weber D, Hinterman U, Zangger A (2004) Scale and trends in species richness: considerations for monitoring biolog-ical diversity for political purposes. Glob Ecol Biogeogr 13: 97-104
    • (2004) Glob Ecol Biogeogr , vol.13 , pp. 97-104
    • Weber, D.1    Hinterman, U.2    Zangger, A.3
  • 58
    • 51249116889 scopus 로고    scopus 로고
    • Using occupancy estimation to assess the effectiveness of a regional multiple-species conservation plan: Bats in the Pacific Northwest
    • Weller TJ (2008) Using occupancy estimation to assess the effectiveness of a regional multiple-species conservation plan: bats in the Pacific Northwest. Biol Conserv 141: 2279-2289
    • (2008) Biol Conserv , vol.141 , pp. 2279-2289
    • Weller, T.J.1
  • 59
    • 79955975629 scopus 로고    scopus 로고
    • Alien species in the Mediterranean Sea by 2010. A contribution to the application of European Union' s Marine Strategy Framework Directive (MSFD). Part I. Spatial distribution
    • Zenetos A, Gofas S, Verlaque M, Çinar ME and others (2010) Alien species in the Mediterranean Sea by 2010. A contribution to the application of European Union's Marine Strategy Framework Directive (MSFD). Part I. Spatial distribution. Mediterr Mar Sci 11: 381-493
    • (2010) Mediterr Mar Sci , vol.11 , pp. 381-493
    • Zenetos, A.1    Gofas, S.2    Verlaque, M.3    Çinar, M.E.4


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.