Regional streamflow trend detection with consideration of both temporal and spatial correlation

被引:155
作者
Yue, S
Wang, CY
机构
[1] Environm Canada, MSD OR, Burlington, ON L7R 4A6, Canada
[2] Water Resources Minist China, Dev Res Ctr, Beijing 100011, Peoples R China
关键词
trend analysis; field significance; temporal correlation; spatial correlation; streamflow; climate change; Canada;
D O I
10.1002/joc.781
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
It is known that serial correlation within time series at sites and cross-correlation among sites in a specific region will influence the ability of statistical tests to assess the field significance of trends over the region. However, serial and/or cross-correlation has been ignored in field trend-analyses. This study attempts to develop a methodology that takes into account both serial and cross-correlation in the assessment of the field significance of trends. The regional average Mann-Kendall (RAMK) statistic is used to represent the regional properties of trends at a regional scale. The null distribution of the RAMK statistic is derived on the basis that the joint probability distribution of in independent normal variables is also normally distributed. The variance of the RAMK statistic is then modified by serial and cross-correlation. The applicability of the method was demonstrated by applying it to assess the field significance of trends in annual mean, annual maximum, and annual minimum daily streamflow from 1967 to 1996 in ten major homogeneous climate regions of Canada. The results indicate that the method developed provides more accurate assessment of the field significance of trends than that without consideration of serial and cross-correlation. At the significance level of 0.10, annual mean daily flow increased significantly in the region of Yukon and northern BC mountains whereas it decreased significantly in the Pacific and the Prairie regions. Annual maximum daily flow decreased significantly across southern Canada, except in the Pacific region. Annual minimum daily flow decreased significantly in the Pacific region and in southeastern Canada, with the exception of the region of Great Lakes and St Lawrence river basin, whereas it increased significantly in the region of Yukon and northern BC mountains. Copyright (C) 2002 Royal Meteorological Society.
引用
收藏
页码:933 / 946
页数:14
相关论文
共 51 条
[1]  
[Anonymous], 1950, InNed. Akad. Wetensch. Proc. Ser. A
[2]  
BAYLEY GV, 1946, J ROY STAT SOC B, V8, P184
[3]   TRENDS IN GLOBAL TEMPERATURE [J].
BLOOMFIELD, P .
CLIMATIC CHANGE, 1992, 21 (01) :1-16
[4]  
Burn D.H., 2001, CCAF WORKSH M
[5]  
Chiew F.H.S., 1996, REGIONAL HYDROLOGICA, P63
[6]   DETECTION OF TREND OR CHANGE IN ANNUAL FLOW OF AUSTRALIAN RIVERS [J].
CHIEW, FHS ;
MCMAHON, TA .
INTERNATIONAL JOURNAL OF CLIMATOLOGY, 1993, 13 (06) :643-653
[7]  
CRUZ JDS, 1972, P INT S UNC HYDR WAT, V2, P11
[8]   Trends in floods and low flows in the United States: impact of spatial correlation [J].
Douglas, EM ;
Vogel, RM ;
Kroll, CN .
JOURNAL OF HYDROLOGY, 2000, 240 (1-2) :90-105
[9]  
*EC, 1999, EST REF HYDR BAS NET
[10]   Hydroclimatic trends and possible climatic warming in the Canadian Prairies [J].
Gan, TY .
WATER RESOURCES RESEARCH, 1998, 34 (11) :3009-3015