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Advances in Meteorology
Volume 2012 (2012), Article ID 404876, 9 pages
http://dx.doi.org/10.1155/2012/404876
Research Article

Estimating Climate Trends: Application to United States Plant Hardiness Zones

Department of Civil Engineering, The City College of New York, New York, NY 10031, USA

Received 12 March 2012; Accepted 30 May 2012

Academic Editor: Jiming Jin

Copyright © 2012 Nir Y. Krakauer. This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.

Linked References

  1. R. E. Livezey, K. Y. Vinnikov, M. M. Timofeyeva, R. Tinker, and H. M. van den Dool, “Estimation and extrapolation of climate normals and climatic trends,” Journal of Applied Meteorology and Climatology, vol. 46, no. 11, pp. 1759–1776, 2007. View at Publisher · View at Google Scholar · View at Scopus
  2. P. C. D. Milly, J. Betancourt, M. Falkenmark et al., “Climate change: stationarity is dead: whither water management?” Science, vol. 319, no. 5863, pp. 573–574, 2008. View at Publisher · View at Google Scholar · View at Scopus
  3. D. Wyman and H. L. Flint, “Plant hardiness zone maps,” Arnoldia, vol. 27, no. 6, pp. 53–56, 1967.
  4. C. Daly, M. P. Widrlechner, M. D. Halbleib, J. I. Smith, and W. P. Gibson, “Development of a new USDA plant hardiness zone map for the United States,” Journal of Applied Meteorology and Climatology, vol. 51, no. 2, pp. 242–264, 2012. View at Publisher · View at Google Scholar · View at Scopus
  5. R. D. Magarey, D. M. Borchert, and J. W. Schlegel, “Global plant hardiness zones for phytosanitary risk analysis,” Scientia Agricola, vol. 65, pp. 54–59, 2008. View at Publisher · View at Google Scholar · View at Scopus
  6. D. J. Nowak and R. A. Rowntree, “History and range of Norway maple,” Journal of Arboriculture, vol. 16, no. 11, pp. 291–296, 1990.
  7. M. Skinner, B. L. Parker, S. Gouli, and T. Ashikaga, “Regional responses of hemlock woolly adelgid (Homoptera: Adelgidae) to low temperatures,” Environmental Entomology, vol. 32, no. 3, pp. 523–528, 2003. View at Publisher · View at Google Scholar · View at Scopus
  8. G. R. Johnson, C. Frank Sorensen, J. Bradley St Clair, and C. Richard Cronn, “Pacific Northwest forest tree seed zones,” Native Plants Journal, vol. 5, no. 2, pp. 131–140, 2004.
  9. K. P. Vogel, M. R. Schmer, and R. B. Mitchell, “Plant adaptation regions: ecological and climatic classification of plant materials,” Rangeland Ecology and Management, vol. 58, no. 3, pp. 315–319, 2005. View at Publisher · View at Google Scholar · View at Scopus
  10. T. R. Karl, G. Kukla, V. N. Razuvayev, M. J. Changery, R. G. Quayle, and R. R. Heim, “Global warming: evidence for asym-metric diurnal temperature change,” Geophysical Research Letters, vol. 18, no. 12, pp. 2253–2256, 1991. View at Publisher · View at Google Scholar
  11. P. Zhai, A. Sun, F. Ren, X. Liu, B. Gao, and Q. Zhang, “Changes of climate extremes in China,” Climatic Change, vol. 42, no. 1, pp. 203–218, 1999. View at Publisher · View at Google Scholar · View at Scopus
  12. P. C. Knappenberger, P. J. Michaels, and R. E. Davis, “Nature of observed temperature changes across the United States during the 20th century,” Climate Research, vol. 17, no. 1, pp. 45–53, 2001. View at Scopus
  13. D. W. McKenney, M. Hutchinson, P. Papadopol, K. Campbell, and K. Lawrence, “The generation of USDA-equivalent extreme minimum temperature models and a comparison with Canada's plant hardiness zones,” Canadian Journal of Plant Science, vol. 86, no. 2, pp. 511–523, 2006. View at Scopus
  14. S. S. P. Shen, A. B. Gurung, H. S. Oh, T. Shu, and D. R. Easterling, “The twentieth century contiguous US temperature changes indicated by daily data and higher statistical moments,” Climatic Change, vol. 104, no. 3-4, pp. 287–317, 2011. View at Publisher · View at Google Scholar · View at Scopus
  15. J. Hansen and S. Lebedeff, “Global trends of measured surface air temperature,” Journal of Geophysical Research, vol. 92, pp. 13345–13372, 1987. View at Publisher · View at Google Scholar
  16. I. Durre, M. J. Menne, and R. S. Vose, “Strategies for evaluating quality assurance procedures,” Journal of Applied Meteorology and Climatology, vol. 47, no. 6, pp. 1785–1791, 2008. View at Publisher · View at Google Scholar · View at Scopus
  17. I. Durre, M. J. Menne, B. E. Gleason, T. G. Houston, and R. S. Vose, “Comprehensive automated quality assurance of daily surface observations,” Journal of Applied Meteorology and Climatology, vol. 49, no. 8, pp. 1615–1633, 2010. View at Publisher · View at Google Scholar · View at Scopus
  18. J. H. Lawrimore, M. J. Menne, B. E. Gleason et al., “An overview of the Global Historical Climatology Network monthly mean temperature data set, version 3,” Journal of Geophysical Research D, vol. 116, no. 19, Article ID D19121, 2011. View at Publisher · View at Google Scholar · View at Scopus
  19. D. R. Easterling, T. R. Karl, and J. H. Lawrimore, “United States Historical Climatology Network daily temperature, precipitation, and snow data for 1871–1997,” Tech. Rep. ORNL/CDIAC-118, NDP-070, Carbon Dioxide Information Analysis Centerr, Oak Ridge National Laboratory, U.S. Department of Energy, Oak Ridge, Tenn, USA, 1999.
  20. O. Troyanskaya, M. Cantor, G. Sherlock et al., “Missing value estimation methods for DNA microarrays,” Bioinformatics, vol. 17, no. 6, pp. 520–525, 2001. View at Publisher · View at Google Scholar · View at Scopus
  21. M. Kurucz, A. A. Andrs Benczr, and K. Csalogny, “Methods for large scale SVD with missing values,” in Proceedings of the 13th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 7–14, San Jose, Calif, USA, 2007.
  22. G. H. Golub and C. F. van Loan, Matrix Computation, Johns Hopkins University Press, 3rd edition, 1996.
  23. E. Ott, B. R. Hunt, I. Szunyogh et al., “A local ensemble Kalman filter for atmospheric data assimilation,” Tellus, Series A, vol. 56, no. 5, pp. 415–428, 2004. View at Publisher · View at Google Scholar · View at Scopus
  24. N. Y. Krakauer and I. Fung, “Mapping and attribution of change in streamflow in the coterminous United States,” Hydrology and Earth System Sciences, vol. 12, no. 4, pp. 1111–1120, 2008. View at Scopus
  25. N. A. Cressie, Statistics for Spatial Data, Wiley, 1993.
  26. H. J. Woltring, “A Fortran package for generalized, cross-validatory spline smoothing and differentiation,” Advances in Engineering Software, vol. 8, no. 2, pp. 104–113, 1986. View at Publisher · View at Google Scholar · View at Scopus
  27. C. M. Hurvich, J. S. Simonoff, and C. L. Tsai, “Smoothing parameter selection in nonparametric regression using an improved Akaike information criterion,” Journal of the Royal Statistical Society. Series B, vol. 60, no. 2, pp. 271–293, 1998. View at Scopus
  28. G. Wahba, “Bayesian “confidence intervals” for the cross-validated smoothing spline,” Journal of the Royal Statistical Society. Series B, vol. 45, no. 1, pp. 133–150, 1983.
  29. W. S. Cleveland, S. J. Devlin, and E. Grosse, “Regression by local fitting. Methods, properties, and computational algorithms,” Journal of Econometrics, vol. 37, no. 1, pp. 87–114, 1988. View at Publisher · View at Google Scholar · View at Scopus
  30. P. Craven and G. Wahba, “Smoothing noisy data with spline functions—estimating the correct degree of smoothing by the method of generalized cross-validation,” Numerische Mathematik, vol. 31, no. 4, pp. 377–403, 1978. View at Publisher · View at Google Scholar · View at Scopus
  31. D. R. Easterling, J. L. Evans, P. Y. Groisman, T. R. Karl, K. E. Kunkel, and P. Ambenje, “Observed variability and trends in extreme climate events: a brief review,” Bulletin of the American Meteorological Society, vol. 81, no. 3, pp. 417–425, 2000. View at Scopus
  32. T. G. Huntington, G. A. Hodgkins, and R. W. Dudley, “Historical trend in river ice thickness and coherence in hydroclimatological trends in Maine,” Climatic Change, vol. 61, no. 1-2, pp. 217–236, 2003. View at Publisher · View at Google Scholar · View at Scopus
  33. T. G. Huntington, A. D. Richardson, K. J. McGuire, and K. Hayhoe, “Climate and hydrological changes in the northeastern United States: recent trends and implications for forested and aquatic ecosystems,” Canadian Journal of Forest Research, vol. 39, no. 2, pp. 199–212, 2009. View at Publisher · View at Google Scholar · View at Scopus
  34. A. K. Betts, “Vermont climate change indicators,” Weather, Climate, and Society, vol. 3, no. 2, pp. 106–115, 2011. View at Publisher · View at Google Scholar
  35. P. Steenhof and E. Sparling, “The role of codes, standards, and related instruments in facilitating adaptation to climate change,” Climate Change Adaptation in Developed Nations, vol. 42, pp. 243–254, 2011. View at Publisher · View at Google Scholar
  36. A. T. DeGaetano and M. D. Shulman, “A climatic classification of plant hardiness in the United States and Canada,” Agricultural and Forest Meteorology, vol. 51, no. 3-4, pp. 333–351, 1990. View at Publisher · View at Google Scholar · View at Scopus
  37. D. W. McKenney, M. F. Hutchinson, J. L. Kesteven, and L. A. Venier, “Canada's plant hardiness zones revisited using modern climate interpolation techniques,” Canadian Journal of Plant Science, vol. 81, no. 1, pp. 129–143, 2001. View at Publisher · View at Google Scholar · View at Scopus
  38. D. W. McKenney, J. H. Pedlar, K. Lawrence, K. Campbell, and M. F. Hutchinson, “Beyond traditional hardiness zones: using climate envelopes to map plant range limits,” BioScience, vol. 57, no. 11, pp. 929–937, 2007. View at Publisher · View at Google Scholar · View at Scopus
  39. C. D. Canham and R. Q. Thomas, “Frequency, not relative abundance, of temperate tree species varies along climate gradients in eastern North America,” Ecology, vol. 91, no. 12, pp. 3433–3440, 2010. View at Publisher · View at Google Scholar · View at Scopus
  40. Jin Huang, H. M. Van den Dool, and A. G. Barnston, “Long-lead seasonal temperature prediction using optimal climate normals,” Journal of Climate, vol. 9, no. 4, pp. 809–817, 1996. View at Publisher · View at Google Scholar · View at Scopus
  41. D. W. Mckenney, J. H. Pedlar, R. B. Rood, and D. Price, “Revisiting projected shifts in the climate envelopes of North American trees using updated general circulation models,” Global Change Biology, vol. 17, no. 8, pp. 2720–2730, 2011. View at Publisher · View at Google Scholar · View at Scopus
  42. M. E. Mann and J. Park, “Greenhouse warming and changes in the seasonal cycle of temperature: model versus observations,” Geophysical Research Letters, vol. 23, no. 10, pp. 1111–1114, 1996. View at Publisher · View at Google Scholar · View at Scopus
  43. R. C. Balling, P. J. Michaels, and P. C. Knappenberger, “Analysis of winter and summer warming rates in gridded temperature time series,” Climate Research, vol. 9, no. 3, pp. 175–181, 1998. View at Publisher · View at Google Scholar · View at Scopus
  44. A. R. Stine, P. Huybers, and I. Y. Fung, “Changes in the phase of the annual cycle of surface temperature,” Nature, vol. 457, no. 7228, pp. 435–440, 2009. View at Publisher · View at Google Scholar · View at Scopus
  45. A. K. Betts, “Seasonal climate transitions in New England,” Weather, vol. 66, no. 9, pp. 245–248, 2011. View at Publisher · View at Google Scholar
  46. J. G. Charney, A. Arakawa, D. James Baker, et al., “Carbon dioxide and climate: a scientific assessment,” Tech. Rep., Climate Research Board, National Research Council, National Academy of Sciences, Washington, DC, USA, 1979.
  47. R. Bintanja, R. G. Graversen, and W. Hazeleger, “Arctic winter warming amplified by the thermal inversion and consequent low infrared cooling to space,” Nature Geoscience, vol. 4, no. 11, pp. 758–761, 2011. View at Publisher · View at Google Scholar · View at Scopus
  48. J. W. Eaton, D. Bateman, and S. Hauberg, GNU Octave Manual Version 3., Network Theory Limited, 2008, http://www.network-theory.co.uk/octave/manual/.