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Volumn 273, Issue , 2014, Pages 251-263

Global sensitivity analysis of an end-to-end marine ecosystem model of the North Sea: Factors affecting the biomass of fish and benthos

Author keywords

Climate change; Global sensitivity analysis; Morris sensitivity method; North Sea; Ocean acidification; Sobol sensitivity method

Indexed keywords

GLOBAL SENSITIVITY ANALYSIS; MORRIS SENSITIVITY METHODS; NORTH SEA; OCEAN ACIDIFICATIONS; SENSITIVITY METHODS;

EID: 84890158343     PISSN: 03043800     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.ecolmodel.2013.11.019     Document Type: Article
Times cited : (57)

References (61)
  • 1
    • 84865438738 scopus 로고    scopus 로고
    • Temporal changes in plankton of the North Sea: community shifts and environmental drivers
    • Alvarez-Fernandez S., Lindeboom H., Meesters E. Temporal changes in plankton of the North Sea: community shifts and environmental drivers. Mar. Ecol. Prog. Ser. 2012, 462:21-38.
    • (2012) Mar. Ecol. Prog. Ser. , vol.462 , pp. 21-38
    • Alvarez-Fernandez, S.1    Lindeboom, H.2    Meesters, E.3
  • 2
    • 2542465268 scopus 로고    scopus 로고
    • Evaluation of the current state of mechanistic aquatic biogeochemical modeling
    • Arhonditsis G.B., Brett M.T. Evaluation of the current state of mechanistic aquatic biogeochemical modeling. Mar. Ecol. Prog. Ser. 2004, 271:13-26.
    • (2004) Mar. Ecol. Prog. Ser. , vol.271 , pp. 13-26
    • Arhonditsis, G.B.1    Brett, M.T.2
  • 3
    • 84857478298 scopus 로고    scopus 로고
    • Reduced early life growth and survival in fish in direct response to increased carbon dioxide
    • Baumann H., Talmage S.C., Gobler C.J. Reduced early life growth and survival in fish in direct response to increased carbon dioxide. Nat. Clim. Change 2012, 2:38-41.
    • (2012) Nat. Clim. Change , vol.2 , pp. 38-41
    • Baumann, H.1    Talmage, S.C.2    Gobler, C.J.3
  • 4
    • 85039617596 scopus 로고    scopus 로고
    • Impact of ocean warming and ocean acidification on marine invertebrate life history stages: vulnerabilities and potential for persistence in a changing ocean
    • Byrne M. Impact of ocean warming and ocean acidification on marine invertebrate life history stages: vulnerabilities and potential for persistence in a changing ocean. Oceanogr. Mar. Biol. 2011, 49:1-42.
    • (2011) Oceanogr. Mar. Biol. , vol.49 , pp. 1-42
    • Byrne, M.1
  • 5
    • 34147165083 scopus 로고    scopus 로고
    • An effective screening design for sensitivity analysis of large models
    • Campolongo F., Cariboni J., Saltelli A. An effective screening design for sensitivity analysis of large models. Environ. Model. Softw. 2007, 22:1509-1518.
    • (2007) Environ. Model. Softw. , vol.22 , pp. 1509-1518
    • Campolongo, F.1    Cariboni, J.2    Saltelli, A.3
  • 6
    • 79251599792 scopus 로고    scopus 로고
    • From screening to quantitative sensitivity analysis. A unified approach.
    • Campolongo F., Saltelli A., Cariboni J. From screening to quantitative sensitivity analysis. A unified approach. Comput. Phys. Commun. 2011, 182:978-988.
    • (2011) Comput. Phys. Commun. , vol.182 , pp. 978-988
    • Campolongo, F.1    Saltelli, A.2    Cariboni, J.3
  • 7
    • 34047232886 scopus 로고    scopus 로고
    • The role of sensitivity analysis in ecological modelling
    • Cariboni J., Gatelli D., Liska R., Saltelli A. The role of sensitivity analysis in ecological modelling. Ecol. Model. 2007, 203:167-182.
    • (2007) Ecol. Model. , vol.203 , pp. 167-182
    • Cariboni, J.1    Gatelli, D.2    Liska, R.3    Saltelli, A.4
  • 8
    • 84865061952 scopus 로고    scopus 로고
    • Use of a sensitivity analysis to identify influential and non-influential parameters within an aquatic ecosystem model
    • Ciric C., Ciffroy P., Charles S. Use of a sensitivity analysis to identify influential and non-influential parameters within an aquatic ecosystem model. Ecol. Model. 2012, 246:119-130.
    • (2012) Ecol. Model. , vol.246 , pp. 119-130
    • Ciric, C.1    Ciffroy, P.2    Charles, S.3
  • 9
    • 84857936690 scopus 로고    scopus 로고
    • Global sensitivity and uncertainty analysis of a dynamic agroecosystem model under different irrigation treatments
    • deJonge R.C., Ascough I.I.J.C., Ahmadi M., Andales A.A., Arabi M. Global sensitivity and uncertainty analysis of a dynamic agroecosystem model under different irrigation treatments. Ecol. Model. 2012, 231:113-125.
    • (2012) Ecol. Model. , vol.231 , pp. 113-125
    • deJonge, R.C.1    Ascough, I.I.J.C.2    Ahmadi, M.3    Andales, A.A.4    Arabi, M.5
  • 10
    • 46749110373 scopus 로고    scopus 로고
    • Climate change and deepening of the North Sea fish assemblage: a biotic indicator of warming seas
    • Dulvy N.K., Rogers S.I., Jennings S., Stelzenmüller V., Dye S.R., Skjoldal H.R. Climate change and deepening of the North Sea fish assemblage: a biotic indicator of warming seas. J. Appl. Ecol. 2008, 45:1029-1039.
    • (2008) J. Appl. Ecol. , vol.45 , pp. 1029-1039
    • Dulvy, N.K.1    Rogers, S.I.2    Jennings, S.3    Stelzenmüller, V.4    Dye, S.R.5    Skjoldal, H.R.6
  • 11
    • 73449139469 scopus 로고    scopus 로고
    • U.S.Environmental Protection Agency, The Council for Regulatory Environmental Modeling, Office of the Science Advisor, Washington, DC
    • U.S.Environmental Protection Agency Guidance on the Development, Evaluation and Application of Regulatory Environmental Models 2009, The Council for Regulatory Environmental Modeling, Office of the Science Advisor, Washington, DC.
    • (2009) Guidance on the Development, Evaluation and Application of Regulatory Environmental Models
  • 14
    • 77649178738 scopus 로고    scopus 로고
    • Approaches to end-to-end ecosystem models
    • Fulton E.A. Approaches to end-to-end ecosystem models. J. Mar. Syst. 2010, 81:171-183.
    • (2010) J. Mar. Syst. , vol.81 , pp. 171-183
    • Fulton, E.A.1
  • 15
    • 84880826598 scopus 로고    scopus 로고
    • NW European shelf under climate warming: implications for open ocean-shelf exchange, primary production, and carbon absorption
    • Gröger M., Maier-Reimer E., Mikolajewicz U., Moll A., Sein D. NW European shelf under climate warming: implications for open ocean-shelf exchange, primary production, and carbon absorption. Biogeosciences 2013, 10:3767-3792.
    • (2013) Biogeosciences , vol.10 , pp. 3767-3792
    • Gröger, M.1    Maier-Reimer, E.2    Mikolajewicz, U.3    Moll, A.4    Sein, D.5
  • 16
    • 84887882826 scopus 로고    scopus 로고
    • Meta-analysis reveals complex marine biological responses to the interactive effects of ocean acidification and warming
    • Harvey B.P., Gwynn-jones D., Moore P.J. Meta-analysis reveals complex marine biological responses to the interactive effects of ocean acidification and warming. Ecol. Evol. 2013, 3:1016-1030.
    • (2013) Ecol. Evol. , vol.3 , pp. 1016-1030
    • Harvey, B.P.1    Gwynn-jones, D.2    Moore, P.J.3
  • 17
    • 84864106323 scopus 로고    scopus 로고
    • Ecosystem limits to food web fluxes and fisheries yields in the North Sea simulated with an end-to-end food web model
    • Heath M.R. Ecosystem limits to food web fluxes and fisheries yields in the North Sea simulated with an end-to-end food web model. Prog. Oceanogr. 2012, 102:42-66.
    • (2012) Prog. Oceanogr. , vol.102 , pp. 42-66
    • Heath, M.R.1
  • 18
    • 84861980753 scopus 로고    scopus 로고
    • Review of climate change impacts on marine fish and shellfish around the UK and Ireland
    • Heath M.R., Neat F.C., Pinnegar J.K., Reid D.G., Sims D.W., Wright P.J. Review of climate change impacts on marine fish and shellfish around the UK and Ireland. Aquat. Conserv. 2012, 22:337-367.
    • (2012) Aquat. Conserv. , vol.22 , pp. 337-367
    • Heath, M.R.1    Neat, F.C.2    Pinnegar, J.K.3    Reid, D.G.4    Sims, D.W.5    Wright, P.J.6
  • 19
    • 84890550235 scopus 로고    scopus 로고
    • Understanding patterns and processes in models of trophic cascades
    • (in press)
    • Heath M.R., Speirs D.C., Steele H. Understanding patterns and processes in models of trophic cascades. Ecol. Lett. 2013, (in press).
    • (2013) Ecol. Lett.
    • Heath, M.R.1    Speirs, D.C.2    Steele, H.3
  • 20
    • 0003558101 scopus 로고
    • International Hydrodrographic Organization, Special Publication No. 3
    • International Hydrodrographic Organization Limits of the Oceans and Seas 1953, Special Publication No. 3. 3rd edition.
    • (1953) Limits of the Oceans and Seas
  • 21
    • 78650505019 scopus 로고    scopus 로고
    • Fishing catch shares in the face of global change: a framework or integrating cumulative impacts and single species management
    • Kaplan I.C., Levin P.S., Burden M., Fulton E.A. Fishing catch shares in the face of global change: a framework or integrating cumulative impacts and single species management. Can. J. Fish. Aquat. Sci. 2010, 67:1968-1982.
    • (2010) Can. J. Fish. Aquat. Sci. , vol.67 , pp. 1968-1982
    • Kaplan, I.C.1    Levin, P.S.2    Burden, M.3    Fulton, E.A.4
  • 22
    • 0036270844 scopus 로고    scopus 로고
    • Numerical model approaches to address recent problems on pelagic ecosystems
    • Kawamiya M. Numerical model approaches to address recent problems on pelagic ecosystems. J. Oceanogr. 2002, 58:365-378.
    • (2002) J. Oceanogr. , vol.58 , pp. 365-378
    • Kawamiya, M.1
  • 23
    • 0036369036 scopus 로고    scopus 로고
    • Linear understanding of a huge aquatic ecosystem model using a group-collecting sensitivity analysis
    • Köhler P., Wirtz K.W. Linear understanding of a huge aquatic ecosystem model using a group-collecting sensitivity analysis. Environ. Model. Softw. 2002, 17:613-625.
    • (2002) Environ. Model. Softw. , vol.17 , pp. 613-625
    • Köhler, P.1    Wirtz, K.W.2
  • 24
    • 84877016612 scopus 로고    scopus 로고
    • Impacts of ocean acidification on marine organisms: quantifying sensitivities and interaction with warming
    • Kroeker K.J., Kordas R.L., Crim R., Hedriks I.E., Ramajo L., Singh G.S., et al. Impacts of ocean acidification on marine organisms: quantifying sensitivities and interaction with warming. Glob. Change Biol. 2013, 19:1884-1896.
    • (2013) Glob. Change Biol. , vol.19 , pp. 1884-1896
    • Kroeker, K.J.1    Kordas, R.L.2    Crim, R.3    Hedriks, I.E.4    Ramajo, L.5    Singh, G.S.6
  • 25
    • 83655177765 scopus 로고    scopus 로고
    • The potential impacts of ocean acidification: scaling from physiology to fisheries
    • Le Quense W.J.F., Pinnegar J.K. The potential impacts of ocean acidification: scaling from physiology to fisheries. Fish Fish. 2012, 13:333-344.
    • (2012) Fish Fish. , vol.13 , pp. 333-344
    • Le Quense, W.J.F.1    Pinnegar, J.K.2
  • 26
    • 84864085250 scopus 로고    scopus 로고
    • Dealing with uncertainty in ecosystem models: the paradox of use for living marine resource management
    • Link J.S., Ihde T.F., Harvey C.J., Gaichas S.K., Field J.C., Brodziak JK.T., et al. Dealing with uncertainty in ecosystem models: the paradox of use for living marine resource management. Prog. Oceanogr. 2012, 102:102-114.
    • (2012) Prog. Oceanogr. , vol.102 , pp. 102-114
    • Link, J.S.1    Ihde, T.F.2    Harvey, C.J.3    Gaichas, S.K.4    Field, J.C.5    Brodziak, J.K.T.6
  • 27
    • 70350047323 scopus 로고    scopus 로고
    • Which forcing factors fit? Using ecosystem models to investigate the relative influence of fishing and changes in primary productivity on the dynamics of marine ecosystems
    • Mackinson S., Daskalov G., Heymans J.J., Neira S., Arancibia H., Zetina R., et al. Which forcing factors fit? Using ecosystem models to investigate the relative influence of fishing and changes in primary productivity on the dynamics of marine ecosystems. Ecol. Model. 2009, 220:2972-2987.
    • (2009) Ecol. Model. , vol.220 , pp. 2972-2987
    • Mackinson, S.1    Daskalov, G.2    Heymans, J.J.3    Neira, S.4    Arancibia, H.5    Zetina, R.6
  • 29
    • 34250870606 scopus 로고    scopus 로고
    • A long-term chlorophyll data set reveals regime shift in North Sea phytoplankton biomass unconnected to nutrient trends
    • McQuatters-Gollop A., Raitsos D.E., Edwards M., Pradhan Y., Mee L.D., Lavender S.J., et al. A long-term chlorophyll data set reveals regime shift in North Sea phytoplankton biomass unconnected to nutrient trends. Limnol. Oceanogr. 2007, 52:635-648.
    • (2007) Limnol. Oceanogr. , vol.52 , pp. 635-648
    • McQuatters-Gollop, A.1    Raitsos, D.E.2    Edwards, M.3    Pradhan, Y.4    Mee, L.D.5    Lavender, S.J.6
  • 31
    • 33751086727 scopus 로고    scopus 로고
    • Evaluation and recommendation of sensitivity analysis methods for application to Stochastic Human Exposure and Dose Simulation models
    • Mokhtari A., Frey C.H., Zheng J. Evaluation and recommendation of sensitivity analysis methods for application to Stochastic Human Exposure and Dose Simulation models. J. Expo. Sci. Environ. Epidemiol. 2006, 16:491-506.
    • (2006) J. Expo. Sci. Environ. Epidemiol. , vol.16 , pp. 491-506
    • Mokhtari, A.1    Frey, C.H.2    Zheng, J.3
  • 32
    • 84952096573 scopus 로고
    • Factorial sampling plans for preliminary computational dynamics
    • Morris M. Factorial sampling plans for preliminary computational dynamics. Technometrics 1991, 33:161-174.
    • (1991) Technometrics , vol.33 , pp. 161-174
    • Morris, M.1
  • 33
    • 84867175024 scopus 로고    scopus 로고
    • Uncertainties in a Baltic Sea food-web model reveal challenges for future predictions
    • Niiranen S., Blenckner T., Hjerne O., Tomczak M.T. Uncertainties in a Baltic Sea food-web model reveal challenges for future predictions. Ambio 2012, 41:613-625.
    • (2012) Ambio , vol.41 , pp. 613-625
    • Niiranen, S.1    Blenckner, T.2    Hjerne, O.3    Tomczak, M.T.4
  • 36
    • 84862179836 scopus 로고    scopus 로고
    • Bottom-up effects of climate on fish populations: data from the continuous plankton recorder
    • Pitois S.G., Lynam C.P., Jansen T., Halliday N., Edwards M. Bottom-up effects of climate on fish populations: data from the continuous plankton recorder. Mar. Ecol. Prog. Ser. 2012, 456:169-186.
    • (2012) Mar. Ecol. Prog. Ser. , vol.456 , pp. 169-186
    • Pitois, S.G.1    Lynam, C.P.2    Jansen, T.3    Halliday, N.4    Edwards, M.5
  • 38
    • 84863304598 scopus 로고    scopus 로고
    • R Core Team, R Foundation for Statistical Computing, Vienna, Austria
    • R Core Team R: A Language and Environment for Statistical Computing 2012, R Foundation for Statistical Computing, Vienna, Austria. http://www.R-project.org/.
    • (2012) R: A Language and Environment for Statistical Computing
  • 39
    • 0742305193 scopus 로고    scopus 로고
    • Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century
    • Rayner N.A., Parker D.E., Horton E.B., Folland C.K., Alexander L.V., Rowell D.P., et al. Global analyses of sea surface temperature, sea ice, and night marine air temperature since the late nineteenth century. J. Geophys. Res. 2003, 108(D14):4407.
    • (2003) J. Geophys. Res. , vol.108 , Issue.D14 , pp. 4407
    • Rayner, N.A.1    Parker, D.E.2    Horton, E.B.3    Folland, C.K.4    Alexander, L.V.5    Rowell, D.P.6
  • 40
    • 0030302663 scopus 로고    scopus 로고
    • Changes in abundance of demersal fish species in the North Sea between 1906-1909 and 1990-1995
    • Rijnsdorp A.D., van Leeuwen P.I., Daan N., Heessen H.J.L. Changes in abundance of demersal fish species in the North Sea between 1906-1909 and 1990-1995. ICES J. Mar. Sci. 1996, 53:1054-1192.
    • (1996) ICES J. Mar. Sci. , vol.53 , pp. 1054-1192
    • Rijnsdorp, A.D.1    van Leeuwen, P.I.2    Daan, N.3    Heessen, H.J.L.4
  • 41
    • 77954029880 scopus 로고    scopus 로고
    • End-to-end ecosystem models for the analysis of marine ecosystems: challenges, issues, and next steps
    • Rose K.A., Allen J.I., Artioli Y., Barange M., Blackford J., Carlotti F., et al. End-to-end ecosystem models for the analysis of marine ecosystems: challenges, issues, and next steps. Mar. Coast. Fish. 2010, 2:115-130.
    • (2010) Mar. Coast. Fish. , vol.2 , pp. 115-130
    • Rose, K.A.1    Allen, J.I.2    Artioli, Y.3    Barange, M.4    Blackford, J.5    Carlotti, F.6
  • 42
    • 70549111718 scopus 로고    scopus 로고
    • Sensitivity analysis of the two dimensional application of the generic ecological model (GEM) to algal bloom prediction in the North Sea
    • Salacinska K., El Serafy G.Y., Los F.J., Blauw A. Sensitivity analysis of the two dimensional application of the generic ecological model (GEM) to algal bloom prediction in the North Sea. Ecol. Model. 2010, 221:178-190.
    • (2010) Ecol. Model. , vol.221 , pp. 178-190
    • Salacinska, K.1    El Serafy, G.Y.2    Los, F.J.3    Blauw, A.4
  • 43
    • 0037093163 scopus 로고    scopus 로고
    • Making best use of model evaluations to compute sensitivity indices
    • Saltelli A. Making best use of model evaluations to compute sensitivity indices. Comput. Phys. Commun. 2002, 145(2):280-297.
    • (2002) Comput. Phys. Commun. , vol.145 , Issue.2 , pp. 280-297
    • Saltelli, A.1
  • 44
    • 78650532321 scopus 로고    scopus 로고
    • How to avoid a perfunctory sensitivity analysis
    • Saltelli A., Annoni P. How to avoid a perfunctory sensitivity analysis. Environ. Model. Softw. 2010, 25:1508-1517.
    • (2010) Environ. Model. Softw. , vol.25 , pp. 1508-1517
    • Saltelli, A.1    Annoni, P.2
  • 47
  • 48
    • 0000760143 scopus 로고
    • Sensitivity estimates for nonlinear mathematical models
    • Sobol I.M. Sensitivity estimates for nonlinear mathematical models. Math. Model. Comput. Exp. 1993, 1:407-414.
    • (1993) Math. Model. Comput. Exp. , vol.1 , pp. 407-414
    • Sobol, I.M.1
  • 49
    • 78149416310 scopus 로고    scopus 로고
    • A length-structured partial ecosystem model for cod in the North Sea
    • Speirs D., Guirey E.J., Gurney W., Heath M. A length-structured partial ecosystem model for cod in the North Sea. Fish. Res. 2010, 106:474-494.
    • (2010) Fish. Res. , vol.106 , pp. 474-494
    • Speirs, D.1    Guirey, E.J.2    Gurney, W.3    Heath, M.4
  • 50
    • 84864105336 scopus 로고    scopus 로고
    • Prediction, scenarios and insight: the uses of an end-to-end model
    • Steele J.H. Prediction, scenarios and insight: the uses of an end-to-end model. Prog. Oceanogr. 2012, 102:67-73.
    • (2012) Prog. Oceanogr. , vol.102 , pp. 67-73
    • Steele, J.H.1
  • 51
    • 84869882283 scopus 로고    scopus 로고
    • Construction kits or virtual worlds; management applications of E2E models
    • Steele J.H., Aydin K., Gifford D.J., Hofmann E.E. Construction kits or virtual worlds; management applications of E2E models. J. Mar. Syst. 2013, 109-110:103-108.
    • (2013) J. Mar. Syst. , pp. 103-108
    • Steele, J.H.1    Aydin, K.2    Gifford, D.J.3    Hofmann, E.E.4
  • 52
    • 84866161478 scopus 로고    scopus 로고
    • A methodology for global-sensitivity analysis of time-dependant outputs in systems biology modelling
    • Sumner T., Shephard E., Bogle I.D.L. A methodology for global-sensitivity analysis of time-dependant outputs in systems biology modelling. J. R. Soc. Interface 2012, 74(9):2156-2166.
    • (2012) J. R. Soc. Interface , vol.74 , Issue.9 , pp. 2156-2166
    • Sumner, T.1    Shephard, E.2    Bogle, I.D.L.3
  • 54
    • 84874772100 scopus 로고    scopus 로고
    • Food availability outweighs ocean acidification effects in juvenile Mytilus edulis: laboratory and field experiments
    • Thomsen J., Casties I., Pansch C., Kortzinger A., Melzner F. Food availability outweighs ocean acidification effects in juvenile Mytilus edulis: laboratory and field experiments. Glob. Change Biol. 2013, 19:1017-1027.
    • (2013) Glob. Change Biol. , vol.19 , pp. 1017-1027
    • Thomsen, J.1    Casties, I.2    Pansch, C.3    Kortzinger, A.4    Melzner, F.5
  • 55
    • 36549058682 scopus 로고    scopus 로고
    • Towards end-to-end models for investigating the effects of climate and fishing in marine ecosystems
    • Travers M., Shin Y-J., Jennings S., Cury P. Towards end-to-end models for investigating the effects of climate and fishing in marine ecosystems. Prog. Oceanogr. 2007, 75:751-770.
    • (2007) Prog. Oceanogr. , vol.75 , pp. 751-770
    • Travers, M.1    Shin, Y.-J.2    Jennings, S.3    Cury, P.4
  • 57
    • 84876425936 scopus 로고    scopus 로고
    • Global sensitivity analysis of a modified CENTURY model for simulating impacts of harvesting fine woody biomass for bioenergy
    • Wang F., Mladenoff D.J., Forrester J.A., Keough C., Parton W.J. Global sensitivity analysis of a modified CENTURY model for simulating impacts of harvesting fine woody biomass for bioenergy. Ecol. Model. 2013, 259:16-23.
    • (2013) Ecol. Model. , vol.259 , pp. 16-23
    • Wang, F.1    Mladenoff, D.J.2    Forrester, J.A.3    Keough, C.4    Parton, W.J.5
  • 58
    • 84890147935 scopus 로고    scopus 로고
    • Weybourne Atmospheric Observatory. NCAS Centre. (accessed 20.04.13).
    • Weybourne Atmospheric Observatory, 2006. NCAS Centre. (accessed 20.04.13). http://badc.nerc.ac.uk/data/weybourne/.
    • (2006)
  • 60
    • 84866278845 scopus 로고    scopus 로고
    • Global sensitivity analysis of a marine ecosystem dynamic model of the Sanggou Bay
    • Zheng W., Honghua S., Fang G., Hu L., Peng S., Zhu M. Global sensitivity analysis of a marine ecosystem dynamic model of the Sanggou Bay. Ecol. Model. 2012, 247:83-94.
    • (2012) Ecol. Model. , vol.247 , pp. 83-94
    • Zheng, W.1    Honghua, S.2    Fang, G.3    Hu, L.4    Peng, S.5    Zhu, M.6
  • 61
    • 43749121643 scopus 로고    scopus 로고
    • Climate change: attributing cause and effect
    • Zwiers F., Hegerl G. Climate change: attributing cause and effect. Nature 2008, 453:296-297.
    • (2008) Nature , vol.453 , pp. 296-297
    • Zwiers, F.1    Hegerl, G.2


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