The influences of data precision on the calculation of temperature percentile indices

被引:28
作者
Zhang, Xuebin [1 ]
Zwiers, Francis W. [1 ]
Hegel, Gabriele [2 ]
机构
[1] Environm Canada, Div Climate Res, Toronto, ON, Canada
[2] Univ Edinburgh, Sch Geosci, Edinburgh, Midlothian, Scotland
关键词
climate indices; climate extreme; climate change detection; CLIMATE EXTREMES; TRENDS;
D O I
10.1002/joc.1738
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Percentile-based temperature indices are part of the suite of indices developed by the WMO CCI/CLIVAR/JCOMM Expert Team on Climate Change Detection and Indices. They have been used to analyse changes in temperature extremes for various parts of the world. We identify a bias in percentile-based indices which consist of annual Counts of threshold exceeclance. This bias Occurs when there is insufficient precision in temperature data. and affects the estimation of the means and trends of percentile-based indices. Such imprecision occurs when temperature observations are truncated or rounded prior to being recorded and archived. The impacts on the indices depend upon the type of relation (i.e. temperature greater than or greater than or equal to) used to determine the exceedance rate. This problem can be solved when the loss of precision is not overly severe by adding a small random number to artificially restore data precision. While these adjustments do not improve the accuracy of individual observations. the exceedance rates that are computed from data adjusted in this way have properties. Such as long-term mean and trend, which are similar to those direct]), estimated from data that are originally of the same precision as the ad Listed data. Copyright (D 2008 Royal Meteorological Society and Her Majesty in Right of Canada
引用
收藏
页码:321 / 327
页数:7
相关论文
共 23 条
[1]   Changes in precipitation and temperature extremes in Central America and northern South America, 1961-2003 -: art. no. D23107 [J].
Aguilar, E ;
Peterson, TC ;
Obando, PR ;
Frutos, R ;
Retana, JA ;
Solera, M ;
Soley, J ;
García, IG ;
Araujo, RM ;
Santos, AR ;
Valle, VE ;
Brunet, M ;
Aguilar, L ;
Alvarez, L ;
Bautista, M ;
Castañón, C ;
Herrera, L ;
Ruano, E ;
Sinay, JJ ;
Sánchez, E ;
Oviedo, GIH ;
Obed, F ;
Salgado, JE ;
Vázquez, JL ;
Baca, M ;
Gutiérrez, M ;
Centella, C ;
Espinosa, J ;
Martínez, D ;
Olmedo, B ;
Espinoza, CEO ;
Núñez, R ;
Haylock, M ;
Benavides, H ;
Mayorga, R .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2005, 110 (D23) :1-15
[2]   Global observed changes in daily climate extremes of temperature and precipitation [J].
Alexander, LV ;
Zhang, X ;
Peterson, TC ;
Caesar, J ;
Gleason, B ;
Tank, AMGK ;
Haylock, M ;
Collins, D ;
Trewin, B ;
Rahimzadeh, F ;
Tagipour, A ;
Kumar, KR ;
Revadekar, J ;
Griffiths, G ;
Vincent, L ;
Stephenson, DB ;
Burn, J ;
Aguilar, E ;
Brunet, M ;
Taylor, M ;
New, M ;
Zhai, P ;
Rusticucci, M ;
Vazquez-Aguirre, JL .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2006, 111 (D5)
[3]   EXTREME RAINFALL ESTIMATION BY COMBINING DATA FROM SEVERAL SITES [J].
BUISHAND, TA .
HYDROLOGICAL SCIENCES JOURNAL-JOURNAL DES SCIENCES HYDROLOGIQUES, 1991, 36 (04) :345-365
[4]   CLIVAR/GCOS/WMO Workshop on Indices and Indicators for Climate Extremes - Workshop summary [J].
Karl, TR ;
Nicholls, N ;
Ghazi, A .
CLIMATIC CHANGE, 1999, 42 (01) :3-7
[5]   Evidence of trends in daily climate extremes over southern and west Africa [J].
New, Mark ;
Hewitson, Bruce ;
Stephenson, David B. ;
Tsiga, Alois ;
Kruger, Andries ;
Manhique, Atanasio ;
Gomez, Bernard ;
Coelho, Caio A. S. ;
Masisi, Dorcas Ntiki ;
Kululanga, Elina ;
Mbambalala, Ernest ;
Adesina, Francis ;
Saleh, Hemed ;
Kanyanga, Joseph ;
Adosi, Juliana ;
Bulane, Lebohang ;
Fortunata, Lubega ;
Mdoka, Marshall L. ;
Lajoie, Robert .
JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2006, 111 (D14)
[6]  
Peterson T.C., 2001, Rep.WCDMP-47, WMO-TD 1071, P143
[7]  
Peterson TC, 1998, INT J CLIMATOL, V18, P1493, DOI 10.1002/(SICI)1097-0088(19981115)18:13<1493::AID-JOC329>3.0.CO
[8]  
2-T
[9]  
Peterson TC, 2002, J GEOPHYS RES-ATMOS, V107, DOI 10.1029/2002JD002251
[10]  
PETERSON TC, 2007, J GEOGRAPHICAL RES A, V113, DOI DOI 10.1029/2007JD009453