Effect of persistence on trend detection via regression

被引:49
作者
Matalas, NC [1 ]
Sankarasubramanian, A [1 ]
机构
[1] Columbia Univ, Lamont Doherty Earth Observ, Int Res Inst Climate Predict, Palisades, NY 10964 USA
关键词
persistence; stationarity; trends;
D O I
10.1029/2003WR002292
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Trends in hydrologic sequences may be assessed in various ways. The coefficient of regression of flow on time may be used, particularly if the sequences are very long. Under the assumption of stationarity the variance of the regression coefficient is expressed as a function of sequence length and the autocorrelation coefficients of relevant order. Thus the variance inflation factor for assessing the statistical significance of estimated regression coefficients may be readily determined for any given stationary process. The variance inflation factor is determined for four stationary processes: independent, Markov, autoregressive-moving average of order (1, 1), and fractional Gaussian noise. The effectiveness of prewhitening observed sequences with a Markov process is nearly the same whether the first order autocorrelation coefficient is known per se or through estimation.
引用
收藏
页码:SWC71 / SWC77
页数:7
相关论文
共 12 条
[1]  
[Anonymous], 1976, TIME SERIES ANAL
[2]  
[Anonymous], RISK BASED DECISION
[3]  
[Anonymous], 1999, ANAL CLIMATE VARIABI
[4]   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
[5]  
KENDALL M, 1975, TIME SERIES
[6]  
MANDELBROT BB, 1979, 42 SESS INT STAT I I
[7]  
Wilks DS, 1997, J CLIMATE, V10, P65, DOI 10.1175/1520-0442(1997)010<0065:RHTFAF>2.0.CO
[8]  
2
[9]   Interaction between deterministic trend and autoregressive process [J].
Yue, S ;
Pilon, P .
WATER RESOURCES RESEARCH, 2003, 39 (04) :TNN11-TNN17
[10]   The influence of autocorrelation on the ability to detect trend in hydrological series [J].
Yue, S ;
Pilon, P ;
Phinney, B ;
Cavadias, G .
HYDROLOGICAL PROCESSES, 2002, 16 (09) :1807-1829