干旱气象 ›› 2019, Vol. 37 ›› Issue (5): 713-721.DOI: 10.11755/j.issn.1006-7639(2019)-05-0713

• 论文 • 上一篇    下一篇

基于近似熵的中国西北地区干旱的非线性特征

金红梅1,2,乔梁3,4,颜鹏程1,张伟5,高士禹2,张瑾2   

  1. 1.中国气象局兰州干旱气象研究所,甘肃省干旱气候变化与减灾重点实验室,中国气象局干旱气候变化与减灾重点实验室,甘肃 兰州 730020;
    2.甘肃省气象信息与技术装备保障中心,甘肃 兰州 730020;
    3.复旦大学大气与海洋科学系,上海 200082;
    4.中国气象科学研究院,北京 100081;
    5.兰州中心气象台,甘肃 兰州 730020
  • 出版日期:2019-10-31 发布日期:2019-11-04
  • 通讯作者: 颜鹏程(1987— ),男,江苏响水人,博士,副研究员,主要从事非线性方法、气候变化研究. E-mail: yanpc@iamcma.cn。
  • 作者简介:金红梅(1987— ),女,甘肃陇西人,硕士,工程师,主要从事非线性气候动力学及全球气候变化研究. E-mail: jinhm.good@163.com。
  • 基金资助:
    国家自然科学基金(41601050)、干旱气象科学研究基金(IAM201604,IAM201709,IAM201715)、中亚大气科学研究基金(CAAS201802)和甘肃省气象局气象科研项目(Ms2019-14)共同资助

Nonlinear Characteristics of Drought in Northwest China Based on Approximate Entropy

JIN Hongmei1,2, QIAO Liang3,4, YAN Pengcheng1,ZHANG Wei5, GAO Shiyu2, ZHANG Jin2   

  1. 1. Institute of Arid Meteorology of CMA, Key Laboratory of Arid Climatic Change and Reducing Disaster of Gansu Province, Key Laboratory of Arid Climatic Change and Disaster Reduction of CMA, Lanzhou 730020, China;
    2. Gansu Meteorological Information and Technical Equip Safeguard Center, Lanzhou 730020, China;
    3. Department of Atmospheric and Oceanic Sciences, Fudan University, Shanghai 200082, China;
    4. Chinese Academy of Meteorological Sciences, Beijing 100081, China;
    5. Lanzhou Central Meteorological Observatory, Lanzhou 730020, China
  • Online:2019-10-31 Published:2019-11-04

摘要: 从气候系统的复杂性角度出发,基于经验正交函数和近似熵方法,采用SPEI干旱指数,探讨1962—2017年中国西北地区干旱的时空分布特征及其非线性特征。结果表明:(1)1962—2017年中国西北地区SPEI的EOF第一模态空间分布呈“全区一致”型,第二模态空间分布呈“东正西负”型,结合第二模态时间系数,说明西北地区西部较年代际转折之前变得湿润,而东部较年代际转折之前有变干趋势,转折点约在1980年,且干旱存在2~3 a的周期特征;(2)中国西北地区20世纪80年代初转折后的干旱复杂度整体比转折前有所增大,可预测性降低,秋、冬季的复杂度大于春、夏季,其中冬季最大,夏季最小。

关键词: 中国西北地区, SPEI干旱指数, 非线性特征, 经验正交函数, 近似熵

Abstract: From the view of climate system complexity, the nonlinear characteristics of drought were discussed in Northwest China from 1962 to 2017. Based on the monthly meteorological observation data at 159 stations of Northwest China, the standardized precipitation evapotranspiration index (SPEI) was calculated, firstly. Then, the temporal and spatial distribution of drought was analyzed by using empirical orthogonal function (EOF). And on this basis the abrupt change of decomposed time coefficient of SPEI was detected by using moving cut data- approximate entropy (MC-ApEn) method. Finally, the complexity of drought was discussed by using approximate entropy (ApEn) method in Northwest China. The results are as follows: (1) The first EOF mode of SPEI was consistently positive in Northwest China from 1962 to 2017, while the second EOF mode was positive in the east and negative in the west of Northwest China. Compared with time coefficient of the second mode, the climate was wetter in the west and drier in the east than that before the abrupt change, and the change point was approximately in 1980. The drought existed 2-3 a period in Northwest China during 1962-2017. (2) The complexity of drought increased after the abrupt change of 1980 in Northwest China as the whole, so the predictability of drought decreased. Moreover, the complexity of drought in autumn and winter was greater than that in spring and summer in Northwest China from 1962 to 2017, and the complexity was the largest in winter and the smallest in summer.

Key words: Northwest China, standardized precipitation evapotranspiration index, nonlinear characteristics, empirical orthogonal function, approximate entropy

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