Predicting potential climate change impacts with bioclimate envelope models: A palaeoecological perspective

Global Ecology and Biogeography

Volumn 21, Issue 2, 2012, Pages 121-133

  Roberts, David R ^a   Hamann, Andreas ^a  

^a UNIVERSITY OF ALBERTA   (Canada)

Author keywords

Bioclimate envelope models; Climate change; Climate dissimilarity; Ecological niche models; Extinction risk; Holocene; Niche conservatism; No analogue climate; RandomForest; Western North America

Indexed keywords

BIOCLIMATOLOGY; BIOME; CLIMATE VARIATION; ENSEMBLE FORECASTING; GENERAL CIRCULATION MODEL; HOLOCENE; LAST GLACIAL MAXIMUM; MULTIVARIATE ANALYSIS; NUMERICAL MODEL; PALEOCLIMATE; PALEOECOLOGY;

EID: 84855540491     PISSN: 1466822X     EISSN: 14668238     Source Type: Journal    
DOI: 10.1111/j.1466-8238.2011.00657.x     Document Type: Article

References (62)

1. Allen, C. D., Macalady, A. K., Chenchouni, H., Bachelet, D., McDowell, N., Vennetier, M., Kitzberger, T., Rigling, A., Breshears, D. D., Hogg, E. H., Gonzalez, P., Fensham, R., Zhang, Z., Castro, J., Demidova, N., Lim, J. H., Allard, G., Running, S. W., Semerci, A. & Cobb, N. (2010) A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests. Forest Ecology and Management, 259, 660-684.
2. Anderson, J. L., Balaji, V., Broccoli, A. J. etal. (2004) The new GFDL global atmosphere and land model AM2-LM2: evaluation with prescribed SST simulations. Journal of Climate, 17, 4641-4673.
3. Araújo, M.B. & Guisan, A. (2006) Five (or so) challenges for species distribution modelling. Journal of Biogeography, 33, 1677-1688.
4. Araújo, M.B., Pearson, R.G., Thuiller, W. & Erhard, M. (2005) Validation of species-climate impact models under climate change. Global Change Biology, 11, 1504-1513.
5. Basinger, J.F. (1991) The fossil forests of the Buchanan lake formation (early Tertiary), Axel Heiberg Island, Canadian high arctic: preliminary floristics and paleocliamte. The fossil forests of tertiary age in the Candian Arctic Archipelago (ed. by R.L. Christie and N.J. McMillan ), pp. 39-65. Geological Survey of Canada Bulletin, No. 403. Canadian Geologic Survey in Ottawa, ON, Canada.
6. Botkin, D.B., Saxe, H., Araújo, M.B., Betts, R., Bradshaw, R.H.W., Cedhagen, T., Chesson, P., Dawson, T.P., Etterson, J.R., Faith, D.P., Ferrier, S., Guisan, A., Hansen, A.S., Hilbert, D.W., Loehle, C., Margules, C., New, M., Sobel, M.J. & Stockwell, D.R.B. (2007a) Forecasting the effects of global warming on biodiversity. Bioscience, 57, 227-236.
7. Botkin, D.B., Saxe, H., Araújo, M.B., Betts, R., Bradshaw, R.H.W., Cedhagen, T., Chesson, P., Dawson, T.P., Etterson, J.R., Faith, D.P., Ferrier, S., Guisan, A., Hansen, A.S., Hilbert, D.W., Loehle, C., Margules, C., New, M., Sobel, M.J. & Stockwell, D.R.B. (2007b) Forecasting the effects of global warming on biodiversity. Bioscience, 57, 227-236.
8. Box, G.E.P. & Draper, N.R. (1987) Empirical model-building and response surfaces. John Wiley & Sons, New York.
9. Breiman, L. (2001) Random forests. Machine Learning, 45, 5-32.
10. Bush, A.B.G. & Philander, S.G.H. (1999) The climate of the Last Glacial Maximum: results from a coupled atmosphere-ocean general circulation model. Journal of Geophysical Research-Atmospheres, 104, 24509-24525.
11. Carstens, B.C. & Richards, C.L. (2007) Integrating coalescent and ecological niche modeling in comparative phylogeography. Evolution, 61, 1439-1454.
12. Chen, P., Welsh, C. & Hamann, A. (2010) Geographic variation in growth response of Douglas-fir to inter-annual climate variability and projected climate change. Global Change Biology, 16, 3374-3385.
13. Cowling, S.A. (1999) Simulated effects of low atmospheric CO2 on structure and composition of North American vegetation at the Last Glacial Maximum. Global Ecology and Biogeography, 8, 81-93.
14. Crowley, T.J. (1990) Are there any satisfactory geologic analogs for a future greenhouse warming? Journal of Climate, 3, 1282-1292.
15. Daly, C., Halbleib, M., Smith, J.I., Gibson, W.P., Doggett, M.K., Taylor, G.H., Curtis, J. & Pasteris, P.P. (2008) Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States. International Journal of Climatology, 28, 2031-2064.
16. Davis, M.B. & Shaw, R.G. (2001) Range shifts and adaptive responses to Quaternary climate change. Science, 292, 673-679.
17. Dyke, A.S. (2005) Late Quaternary vegetation history of northern North America based on pollen, macrofossil, and faunal remains. Geographie Physique et Quaternaire, 59, 211-262.
18. Farr, T.G., Rosen, P.A., Caro, E., Crippen, R., Duren, R., Hensley, S., Kobrick, M., Paller, M., Rodriguez, E., Roth, L., Seal, D., Shaffer, S., Shimada, J., Umland, J., Werner, M., Oskin, M., Burbank, D. & Alsdorf, D. (2007) The shuttle radar topography mission. Reviews of Geophysics, 45, RG2004.
19. Fitzpatrick, M.C. & Hargrove, W.W. (2009) The projection of species distribution models and the problem of non-analog climate. Biodiversity and Conservation, 18, 2255-2261.
20. Govt. of Alberta (2005) Seed Zones of Alberta, Digital Vector Data in ARC/INFO format. Government of Alberta, Sustainable Resource Development (SRD).
21. Govt. of Canada (1999) A national ecological framework for Canada (ed. by I.B. Marshall and P.H. Schurt ). Government of Canada, Agriculture and Sgri-Food Canada. Available at:
22. Guisan, A. & Thuiller, W. (2005) Predicting species distribution: offering more than simple habitat models. Ecology Letters, 8, 993-1009.
23. Guisan, A. & Zimmermann, N.E. (2000) Predictive habitat distribution models in ecology. Ecological Modelling, 135, 147-186.
24. Hamann, A. & Wang, T.L. (2006) Potential effects of climate change on ecosystem and tree species distribution in British Columbia. Ecology, 87, 2773-2786.
25. Hamrick, J.L. (2004) Response of forest trees to global environmental changes. Forest Ecology and Management, 197, 323-335.
26. Hogg, E.H. (1997) Temporal scaling of moisture and the forest-grassland boundary in western Canada. Agricultural and Forest Meteorology, 84, 115-122.
27. Homer, C., Dewitz, J., Fry, J., Coan, M., Hossain, N., Larson, C., Herold, N., Mckerrow, A., Vandriel, J.N. & Wickham, J. (2007) Completion of the 2001 National Land Cover Database for the conterminous United States. Photogrammetric Engineering and Remote Sensing, 73, 337-341.
28. IPCC (2007) Synthesis report. Climate change 2007: contribution of working group I to the fourth assessment report of the intergovernmental panel on climate change. IPCC, Geneva.
29. Jackson, S.T. & Williams, J.W. (2004) Modern analogs in Quaternary paleoecology: here today, gone yesterday, gone tomorrow? Annual Review of Earth and Planetary Sciences, 32, 495-537.
30. Joint Federal-State Land Use Planning Commission for Alaska (1991) Major Ecosystems of Alaska (1973). Digital Vector Data (digitized from 1:2, 500, 000 scale map) in ARC/INFO format. USGS, Available at: (accessed 27 November 2008).
31. Kuchler, A.W. (1993) Potential Natural Vegetation of the Conterminous United States (1964). Digital Vector Data (digitized from 1:3, 186, 000 scale map) on an Albers Equal Area Conic polygon network in ARC/INFO format. EPA Environmental Research Laboratory.
32. Kuchler, A.W. (1996) Kuchler Vegetation Potential Map (1976) for California. Based on 1:1, 000, 000 scale map, with accompanying booklet, of the potential natural vegetation of California. U.S. Bureau of Reclamation, Mid-Pacific Region, MPGIS Service Center. Available at: (accessed 15 October 2008).
33. Kutzbach, J., Gallimore, R., Harrison, S., Behling, P., Selin, R. & Laarif, F. (1998) Climate and biome simulations for the past 21, 000 years. Quaternary Science Reviews, 17, 473-506.
34. Lawler, J.J., White, D., Neilson, R.P. & Blaustein, A.R. (2006) Predicting climate-induced range shifts: model differences and model reliability. Global Change Biology, 12, 1568-1584.
35. Loehle, C. & Leblanc, D. (1996) Model-based assessments of climate change effects on forests: a critical review. Ecological Modelling, 90, 1-31.
36. Mahalanobis, P.C. (1936) On the generalised distance in statistics. Proceedings of the National Institute of Science of India, 12, 49-55.
37. Mbogga, M.S., Hamann, A. & Wang, T.L. (2009) Historical and projected climate data for natural resource management in western Canada. Agricultural and Forest Meteorology, 149, 881-890.
38. Mbogga, M.S., Wang, X. & Hamann, A. (2010) Bioclimate envelope modeling for natural resource management: dealing with uncertainty. Journal of Applied Ecology, 47, 731-740.
39. Mitchell, T.D., Carter, T.R., Jones, P., Hulme, M. & New, M. (2004) A comprehensive set of high-resolution grids of monthly climate for Europe and the globe: the observed record (1901-2000) and 16 scenarios (2001-2100). Tyndall Centre Working Paper No. 55. Tyndall Centre for Climate Change Research, University of East Anglia, Norwich, UK.
40. Morin, X. & Thuiller, W. (2009) Comparing niche- and process-based models to reduce prediction uncertainty in species range shifts under climate change. Ecology, 90, 1301-1313.
41. Morin, X., Viner, D. & Chuine, I. (2008) Tree species range shifts at a continental scale: new predictive insights from a process-based model. Journal of Ecology, 96, 784-794.
42. Nogués-Bravo, D. (2009) Predicting the past distribution of species climatic niches. Global Ecology and Biogeography, 18, 521-531.
43. Omernik, J.M. (2003) Level III and IV Ecoregions of the Continental United States, Digital Vector Data in ESRI/ARC format. United States Environmental Protection Agency (EPA), Western Ecology Division, Available at: (accessed 12 August 2008).
44. Overpeck, J.T., Webb, R.S. & Webb, T. (1992) Mapping eastern North-American vegetation change of the past 18 Ka: no-analogs and the future. Geology, 20, 1071-1074.
45. Pearson, R.G. & Dawson, T.P. (2003) Predicting the impacts of climate change on the distribution of species: are bioclimate envelope models useful? Global Ecology and Biogeography, 12, 361-371.
46. Pojar, J. & Meidinger, D.V. (1991) Ecosystems of British Columbia. B.C. Ministry of Forests, Victoria, BC, Canada.
47. Prentice, I.C., Bartlein, P.J. & Webb, T. (1991) Vegetation and climate change in Eastern North-America since the last glacial maximum. Ecology, 72, 2038-2056.
48. R Development Core Team (2009) R: a language and environment for statistical computing. R Foundation for Statistical Computing, Vienna. Available at:
49. Rodríguez-Sánchez, F. & Arroyo, J. (2008) Reconstructing the demise of Tethyan plants: climate-driven range dynamics of Laurus since the Pliocene. Global Ecology and Biogeography, 17, 685-695.
50. Salzmann, U., Haywood, A.M. & Lunt, D.J. (2009) The past is a guide to the future? Comparing Middle Pliocene vegetation with predicted biome distributions for the twenty-first century. Philosophical Transactions of the Royal Society A-Mathematical Physical and Engineering Sciences, 367, 189-204.
51. SAS Institute (2007) SAS Knowledge Base Sample 30662: Mahalanobis distance: from each observation to the mean, from each observation to a specific observation, between all possible pairs.SAS Intstitute Inc., Cary, NC. Available at:
52. Segurado, P., Araújo, M.B. & Kunin, W.E. (2006) Consequences of spatial autocorrelation for niche-based models. Journal of Applied Ecology, 43, 433-444.
53. Svenning, J.C., Normand, S. & Kageyama, M. (2008) Glacial refugia of temperate trees in Europe: insights from species distribution modelling. Journal of Ecology, 96, 1117-1127.
54. Thompson, R.S. & Anderson, K.H. (2000) Biomes of western North America at 18, 000, 6000 and 0 C-14 yr BP reconstructed from pollen and packrat midden data. Journal of Biogeography, 27, 555-584.
55. Van der Wal, J., Shoo, L.P. & Williams, S.E. (2009) New approaches to understanding late Quaternary climate fluctuations and refugial dynamics in Australian wet tropical rain forests. Journal of Biogeography, 36, 291-301.
56. Verdin, K.L. & Greenlee, S.K. (1996) Development of continental scale digital elevation models and extraction of hydrographic features. Proceedings, Third International Conference/Workshop on Integrating GIS and Environmental Modeling. National Center for Geographic Information and Analysis, Santa Barbara, California, Santa Fe, New Mexico.
57. Wang, T., Hamann, A., Spittlehouse, D.L. & Aitken, S.N. (2006) Development of scale-free climate data for western Canada for use in resource management. International Journal of Climatology, 26, 383-397.
58. Williams, J.W. & Jackson, S.T. (2007) Novel climates, no-analog communities, and ecological surprises. Frontiers in Ecology and the Environment, 5, 475-482.
59. Williams, J.W., Shuman, B.N. & Webb, T. (2001) Dissimilarity analyses of late-Quaternary vegetation and climate in eastern North America. Ecology, 82, 3346-3362.
60. Williams, J.W., Jackson, S.T. & Kutzbacht, J.E. (2007) Projected distributions of novel and disappearing climates by 2100 AD. Proceedings of the National Academy of Sciences USA, 104, 5738-5742.
61. Wulder, M.A., White, J.C., Cranny, M., Hall, R.J., Luther, J.E., Beaudoin, A., Goodenough, D.G. & Dechka, J.A. (2008) Monitoring Canada's forests. Part 1: completion of the EOSD land cover project. Canadian Journal of Remote Sensing, 34, 549-562.
62. Yesson, C. & Culham, A. (2006) Phyloclimatic modeling: combining phylogenetics and bioclimatic modeling. Systematic Biology, 55, 785-802.