泾河流域气温时序变异特征识别
Detecting Temporal Variations of Temperature Characteristics in Jinghe Watershed
DOI: 10.12677/JWRR.2017.61005, PDF, HTML, XML,  被引量 下载: 1,509  浏览: 4,184  国家自然科学基金支持
作者: 张永生, 陈 喜, 高 满, 张志才, 程勤波:河海大学水文水资源与水利工程科学国家重点实验室,江苏 南京;河海大学水文水资源学院,江苏 南京
关键词: 施瓦兹信息准则Mann-Kendall法气温突变检验Schwarz Information Criterion Mann-Kendall Method Temperature Abrupt Change Test
摘要: 气温变异不仅呈现时序上总体升高的趋势性,而且呈现出不同时段内升高趋势及变化幅度的差异。本文基于施瓦兹信息准则的突变检验法,分析泾河流域4个基本气象站最高气温、最低气温、平均气温均值、方差以及趋势项线性变化的变异特征。研究结果表明:各气象站年最高、最低、平均气温均呈上升趋势,突变发生时间大都在20世纪90年代中期,但在变点前后各站气温变异类型存在差异。与Mann-Kendall方法相比,基于施瓦兹信息准则的突变检验不仅可以检测出突变发生的时间,而且可以定量描述变点前后气温变化特征。
Abstract: Temporal variation of temperature not only presents overall rising trend, but also presents differences both the rising trend and range in different period. Variations characteristics of mean, variance and linear trend term changes in maximum, minimum and mean temperatures of four basic meteorological stations in the Jinghe Watershed were detected using change-point test method based on Schwarz information criterion. The research results indicate that the annual maximum, minimum and average temperatures in every meteorological station show increasing trends, the mutation of temperature occurred mainly in the mid-1990s and the mutation type present some differences before and after the change. Compared with Mann-Kendall method, the proposed method that based on Schwarz information criterion not only can test the mutation of the time, but also can quantitatively describe the temperature variation characteristics.
文章引用:张永生, 陈喜, 高满, 张志才, 程勤波. 泾河流域气温时序变异特征识别[J]. 水资源研究, 2017, 6(1): 33-41. https://doi.org/10.12677/JWRR.2017.61005

参考文献

[1] IPCC. IPCC Fourth Assessment Report (AR4). Cambridge: Cambridge University Press, 2007.
[2] LOVEJOY, S. Return periods of global climate fluctuations and the pause. Geophysical Research Letters, 2014, 41(13): 4704- 4710. https://doi.org/10.1002/2014GL060478
[3] CHEN, J., GUPTA, A. K. Parametric statistical change point analysis: With applications to genetics, medicine, and finance. Springer Science & Business Media, 2011.
[4] WORSLEY K. J. On the likelihood ratio test for a shift in location of normal populations. Journal of the American Statistical Association, 1979, 74(366): 365-367. https://doi.org/10.2307/2286336
[5] CHERNOFF, H., ZACKS, S. Estimating the current mean of a normal distribution which is subjected to changes in time. The Annals of Mathematical Statistics, 1964, 35(3): 999-1018. https://doi.org/10.1214/aoms/1177700517
[6] 符淙斌, 王强. 气候突变的定义和检测方法[J]. 大气科学, 1992, 16(4): 482-493. FU Congbin, WANG Qiang. The definition and detection of the abrupt climatic change. Scientia Atmospherica Sinica, 1992, 16(4): 482-493. (in Chinese)
[7] MANN, H. B. Nonparametric tests against trend. Econometrica, 1945, 13(3): 245-259. https://doi.org/10.2307/1907187
[8] PETTITT, A. N. A non-parametric approach to the change-point problem. Journal of the Royal Statistical Society, Series C (Applied Statistics), 1979, 28(2): 126-135.
[9] 贾文雄, 何元庆, 李宗省, 等. 祁连山区气候变化的区域差异特征及突变分析[J]. 地理学报, 2008, 63(3): 257-269. JIA Wenxiong, HE Yuanqing, LI Zongxing, et al. The regional difference and catastrophe of climatic change in Qilian Mt. Region. Acta Geographica Sinica, 2008, 63(3): 257-269. (in Chinese)
[10] 高振荣, 田庆明, 刘晓云, 等. 近58年河西走廊地区气温变化及突变分析[J]. 干旱区研究, 2010, 27(2): 194-203. GAO Zhenrong, TIAN Qingming, LIU Xiaoyun, et al. Characteristics and abruptchange of temperature in the Hexi corridor in recent 58 years. Arid Zone Research, 2010, 27(2): 194-203. (in Chinese)
[11] 徐丽梅, 郭英, 刘敏, 等. 1957年至2008年海河流域气温变化趋势和突变分析[J]. 资源科学, 2011, 33(5): 995-1001. XU Limei, GUO Ying, LIU Min, et al. Analysis of temperature trends and change points in the Haihe River Basin over the last 50 years. Resources Science, 2011, 33(5): 995-1001. (in Chinese)
[12] 卢爱刚, 王瑛. 延安市近60年气温与降水趋势突变分析[J]. 干旱区资源与环境, 2012, 26(1): 60-62. LU Aigang, WANG Ying. Analysis on temperature andprecipitation variations in Yan’an city in the recent 60years. Journal of Arid Land Resources and Environment, 2012, 26(1): 60-62. (in Chinese)
[13] 占车生, 乔晨, 徐宗学, 等. 渭河流域近50年来气候变化趋势及突变分析[J]. 北京师范大学学报(自然科学版), 2012, 48(4): 399-405. ZHAN Chesheng, QIAO Chen, XU Zongxue, et al. Climate change and mutation analysis in Weihe river basin in the last 50 years. Journal of Beijing Normal University (Natural Science), 2012, 48(4): 399-405. (in Chinese)
[14] 邢轶兰, 邸利, 何毅, 等. 1960-2013年甘肃省气温、降水变化特征分析[J]. 中国农学通报, 2015, 31(23): 175-181. XING Yilan, DI Li, HE Yi, et al. Variation characteristics analysis of temperature and precipitation in Gansu Province from 1960 to 2013. Chinese Agricultural Science Bulletin, 2015, 31(23): 175-181. (in Chinese)
[15] SCHWARZ, G. Estimating the dimension of a model. The Annals of Statistics, 1978, 6(2): 461-464. https://doi.org/10.1214/aos/1176344136
[16] BEAULIEU, C., CHEN, J. and SARMIENTO, J. L. Change-point analysis as a tool to detect abrupt climate variations. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 2012, 370(1962): 1228-1249. https://doi.org/10.1098/rsta.2011.0383
[17] BEAULIEU, C., SARMIENTO, J. L., MIKALOFF FLETCHER, S. E., et al. Identification and characterization of abrupt changes in the land uptake of carbon. Global Biogeochemical Cycles, 2012, 26(1): 1-14. https://doi.org/10.1029/2010GB004024
[18] CHEN, J., GUPTA, A. K. Change point analysis of a Gaussian model. Statistical Papers, 1999, 40(3): 323-333. https://doi.org/10.1007/BF02929878
[19] CHEN, J., GUPTA, A. K. Testing and locating variance changepoints with application to stock prices. Journal of the American Statistical Association, 1997, 92(438):739-747. https://doi.org/10.1080/01621459.1997.10474026