High-resolution climate change mapping with gridded historical climate products

被引:24
作者
Beier, Colin M. [1 ]
Signell, Stephen A. [2 ]
Luttman, Aaron [3 ]
DeGaetano, Arthur T. [4 ]
机构
[1] SUNY Syracuse, Dept Forest & Nat Resources Management, Coll Environm Sci & Forestry, Adirondack Ecol Ctr, Syracuse, NY 13210 USA
[2] SUNY, Coll Environm Sci & Forestry, Adirondack Ecol Ctr, Newcomb, NY USA
[3] Clarkson Univ, Dept Math & Comp Sci, Potsdam, NY USA
[4] Cornell Univ, Dept Earth & Atmospher Sci, NOAA, NE Reg Climate Ctr, Ithaca, NY USA
关键词
Temperature trends; Climate maps; Parameter Regression Independent Slopes Model (PRISM); North American Regional Reanalysis (NARR); Downscaling; Climate adaptation; TEMPERATURE; PRECIPITATION; MODEL; INTERPOLATION; VARIABLES; SURFACES; MAXIMUM; CANADA; TRENDS;
D O I
10.1007/s10980-011-9698-8
中图分类号
Q14 [生态学(生物生态学)];
学科分类号
071012 ; 0713 ;
摘要
The detection of climate-driven changes in coupled human-natural systems has become a focus of climate research and adaptation efforts around the world. High-resolution gridded historical climate (GHC) products enable analysis of recent climatic changes at the local/regional scales most relevant for research and decision-making, but these fine-scale climate datasets have several caveats. We analyzed two 4 km GHC products to produce high-resolution temperature trend maps for the US Northeast from 1980 to 2009, and compared outputs between products and with an independent climate record. The two products had similar spatial climatologies for mean temperatures, agreed on temporal variability in regionally averaged trends, and agreed that warming has been greater for minimum versus maximum temperatures. Trend maps were highly heterogeneous, i.e., a patchy landscape of warming, cooling and stability that varied by month, but with local-scale anomalies persistent across months (e.g., cooling 'pockets' within warming zones). In comparing trend maps between GHC products, we found large local-scale disparities at high elevations and along coastlines; and where weather stations were sparse, a single-station disparity in input data resulted in a large zone of trend map disagreement between products. Preliminary cross-validation with an independent climate record indicated substantial and complex errors for both products. Our analysis provided novel landscape-scale insights on climate change in the US Northeast, but raised questions about scale and sources of uncertainty in high-resolution GHC products and differences among the many products available. Given rapid growth in their use, we recommend exercising caution in the analysis and interpretation of high-resolution climate maps.
引用
收藏
页码:327 / 342
页数:16
相关论文
共 38 条
[1]   Lakes as sentinels of climate change [J].
Adrian, Rita ;
O'Reilly, Catherine M. ;
Zagarese, Horacio ;
Baines, Stephen B. ;
Hessen, Dag O. ;
Keller, Wendel ;
Livingstone, David M. ;
Sommaruga, Ruben ;
Straile, Dietmar ;
Van Donk, Ellen ;
Weyhenmeyer, Gesa A. ;
Winder, Monika .
LIMNOLOGY AND OCEANOGRAPHY, 2009, 54 (06) :2283-2297
[2]   A rapid upward shift of a forest ecotone during 40 years of warming in the Green Mountains of Vermont [J].
Beckage, Brian ;
Osborne, Ben ;
Gavin, Daniel G. ;
Pucko, Carolyn ;
Siccama, Thomas ;
Perkins, Timothy .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2008, 105 (11) :4197-4202
[3]   A knowledge-based approach to the statistical mapping of climate [J].
Daly, C ;
Gibson, WP ;
Taylor, GH ;
Johnson, GL ;
Pasteris, P .
CLIMATE RESEARCH, 2002, 22 (02) :99-113
[4]  
DALY C, 1994, J APPL METEOROL, V33, P140, DOI 10.1175/1520-0450(1994)033<0140:ASTMFM>2.0.CO
[5]  
2
[6]   Physiographically sensitive mapping of climatological temperature and precipitation across the conterminous United States [J].
Daly, Christopher ;
Halbleib, Michael ;
Smith, Joseph I. ;
Gibson, Wayne P. ;
Doggett, Matthew K. ;
Taylor, George H. ;
Curtis, Jan ;
Pasteris, Phillip P. .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2008, 28 (15) :2031-2064
[7]   Guidelines for assessing the suitability of spatial climate data sets [J].
Daly, Christopher .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 2006, 26 (06) :707-721
[8]   Spatial interpolation of daily maximum and minimum air temperature based on meteorological model analyses and independent observations [J].
DeGaetano, Arthur T. ;
Belcher, Brian N. .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2007, 46 (11) :1981-1992
[9]   Constructing retrospective gridded daily precipitation and temperature datasets for the conterminous United States [J].
Di Luzio, Mauro ;
Johnson, Gregory L. ;
Daly, Christopher ;
Eischeid, Jon K. ;
Arnold, Jeffrey G. .
JOURNAL OF APPLIED METEOROLOGY AND CLIMATOLOGY, 2008, 47 (02) :475-497
[10]  
Frumhoff P.C., 2007, Confronting climate change in the U.S. Northeast: science, impacts