干旱区研究 ›› 2023, Vol. 40 ›› Issue (12): 1969-1981.doi: 10.13866/j.azr.2023.12.10 cstr: 32277.14.AZR.20231210
收稿日期:
2023-05-24
修回日期:
2023-08-25
出版日期:
2023-12-15
发布日期:
2023-12-18
作者简介:
吴万民(2002-),男,主要从事遥感植被监测研究. E-mail: 基金资助:
WU Wanmin1(),LIU Tao2(),CHEN Xin2
Received:
2023-05-24
Revised:
2023-08-25
Published:
2023-12-15
Online:
2023-12-18
摘要:
研究植被的动态变化及其影响因素,不仅能够揭示植被覆盖动态变化特征与气候变化之间的响应机制,同时对区域的植被恢复以及生态可持续具有重要意义。本文基于MODIS遥感卫星数据,借助变异系数、趋势分析、相关分析与Hurst指数探究了2000—2020年西北干旱半干旱区植被覆盖逐季变化特征、影响因素及未来趋势。结果表明:(1) 归一化植被指数(Normalized Difference Vegetation Index, NDVI)空间变异程度在冬季偏高,且高波动主要分布在新疆与内蒙古大兴安岭的草地与未利用地区域。(2) NDVI随季节波动较大,在林地与耕地最为明显。(3) NDVI主要为改善趋势,其中,春季改善面积最大(84.63%),冬季最小(72.52%),且林地改善最为显著。(4) 各季度NDVI均受地表温度与降水量影响(Significance=0.05),且夏季地表温度与冬季降水量逐年递增对植被生长具有抑制作用。(5) 未来NDVI主要呈改善趋势。值得注意的是,退化区域零星分布于新疆塔里木盆地、准噶尔盆地等地区。本研究旨在为西北干旱半干旱区的生态修复与治理,以及局部气候暖湿化的应对提供理论参考。
吴万民, 刘涛, 陈鑫. 西北干旱半干旱区NDVI季节性变化及其影响因素[J]. 干旱区研究, 2023, 40(12): 1969-1981.
WU Wanmin, LIU Tao, CHEN Xin. Seasonal changes of NDVI in the arid and semi-arid regions of Northwest China and its influencing factors[J]. Arid Zone Research, 2023, 40(12): 1969-1981.
[1] |
Fabricante I, Oesterheld M, Paruelo J M. Annual and seasonal variation of NDVI explained by current and previous precipitation across Northern Patagonia[J]. Journal of Arid Environments, 2009, 73(8): 745-753
doi: 10.1016/j.jaridenv.2009.02.006 |
[2] | 付含培, 王让虎, 王晓军. 1999—2018年黄河流域NDVI时空变化及驱动力分析[J]. 水土保持研究, 2022, 29(2): 145-153, 162. |
[Fu Hanpei, Wang Ranghu, Wang Xiaojun. Analysis of spatiotemporal variations and driving forces of NDVI in the Yellow River Basin during 1999-2018[J]. Research of Soil and Water Conservation, 2022, 29(2): 145-153, 162. ] | |
[3] | 范松克, 郝成元. 2001—2016年河南省NDVI时空变化特征分析[J]. 江苏农业学报, 2019, 35(4): 860-867. |
[Fan Songke, Hao Chengyuan. Temporal and spatial variation analysis of NDVI in Henan from 2001 to 2016[J]. Jiangsu Journal of Agricultural Sciences, 2019, 35(4): 860-867. ] | |
[4] |
张一然, 文小航, 罗斯琼, 等. 近20年若尔盖湿地植被覆盖变化与气候因子关系研究[J]. 高原气象, 2022, 41(2): 317-327.
doi: 10.7522/j.issn.1000-0534.2021.00076 |
[Zhang Yiran, Wen Xiaohang, Luo Siqiong, et al. Study on the Relationship between vegetation cover change and climate factors in zoige wetland in recent 20 years[J]. Plateau Meteorology, 2022, 41(2): 317-327. ]
doi: 10.7522/j.issn.1000-0534.2021.00076 |
|
[5] | 高娜. 中国荒漠治理的实践反思及其对生态文明建设的当代价值[D]. 延安: 延安大学, 2022. |
[Gao Na. Practical Reflection on Desert Governance in China and Its Contemporary Value to Ecological Civilization Construction[D]. Yan’an: Yan’an University, 2022. ] | |
[6] | 冯德乾, 王珊, 赵义民, 等. 中国森林资源变化趋势及龄组结构优化研究[J]. 西南林业大学学报: 自然科学, 2023, 43(4): 122-131. |
[Feng Deqian, Wang Shan, Zhao Yimin, et al. Analysis of changes in China’s forest resources and age group optimization[J]. Journal of Southwest Forestry University(Natural Sciences), 2023, 43(4): 122-131. ] | |
[7] | 谢彦林. 西北干旱地区生态修复措施与对策[J]. 防护林科技, 2017, 30(7): 108-109. |
[Xie Yanlin. Measures and countermeasures for ecological restoration in arid areas of Northwest China[J]. Protection Forest Science and Technology, 2017, 30(7): 108-109. ] | |
[8] | 郑度. 中国西北干旱区环境问题与生态建设[J]. 河北师范大学学报: 自然科学版, 2006, 30(3): 349-352. |
[Zheng Du. Environmental issues and eco-reconstruction in Northwest arid region of China[J]. Journal of Hebei Normal University(Natural Science Edition), 2006, 30(3): 349-352. ] | |
[9] | 阿力木·依明, 木合塔尔·艾买提, 朱敏. 近二十年喀什地区植被覆盖的时空变化与影响因素分析[J]. 北方园艺, 2023(4): 60-70. |
[Alimu Yiming, Muhtar Amat, Zhu Min. Spatio-temporal variations of vegetation cover and influencing factors in Kashi Region from recent 20 years[J]. Northern Horticulture, 2023(4): 60-70. ] | |
[10] | 孙瑞, 张方敏, 翁升恒, 等. 2001—2021年中国NDVI时空格局变化及对气候的响应[J]. 中国环境科学, 2023, 43(10): 1-15. |
[Sun Rui, Zhang Fangmin, Weng Shengheng, et al. Spatio-temporal changes of NDVI and its response to climate in China from 2001 to 2021[J]. China Environmental Science, 2023, 43(10): 1-15. ] | |
[11] | 徐佳, 高云飞, 刘伟伟, 等. 2000—2019年青海省同仁市NDVI时空动态变化[J]. 水土保持通报, 2021, 41(5): 115-122. |
[Xu Jia, Gao Yunfei, Liu Weiwei, et al. Temporal and spatial dynamics of NDVI in Tongren City, Qinghai Province from 2000-2019[J]. Bulletin of Soil and Water Conservation, 2021, 41(5): 115-122. ] | |
[12] | 徐勇, 郑志威, 郭振东, 等. 2000—2020年长江流域植被NDVI动态变化及影响因素探测[J]. 环境科学, 2022, 43(7): 3730-3740. |
[Xu Yong, Zheng Zhiwei, Guo Zhendong, et al. Dynamic variation in vegetation cover and its influencing factor detection in the Yangtze River Basin from 2000 to 2020[J]. Environmental Science, 2022, 43(7): 3730-3740. ] | |
[13] |
邓玉娇, 王捷纯, 徐杰, 等. 广东省NDVI时空变化特征及其对气候因子的响应[J]. 生态环境学报, 2021, 30(1): 37-43.
doi: 10.16258/j.cnki.1674-5906.2021.01.005 |
[Deng Yujiao, Wang Jiechun, Xu Jie, et al. Spatiotemporal variation of NDVI and its response to climatic factors in Guangdong Province[J]. Ecology and Environment, 2021, 30(1): 37-43. ]
doi: 10.16258/j.cnki.1674-5906.2021.01.005 |
|
[14] |
Easdale M H, Farina C, Hara S, et al. Trend-cycles of vegetation dynamics as a tool for land degradation assessment and monitoring[J]. Ecological Indicators, 2019, 107: 105545.
doi: 10.1016/j.ecolind.2019.105545 |
[15] |
Sharma M, Bangotra P, Gautam A S, et al. Sensitivity of normalized difference vegetation index (NDVI) to land surface temperature, soil moisture and precipitation over district Gautam Buddh Nagar, UP, India[J]. Stochastic Environmental Research and Risk Assessment, 2022, 36(6): 1779-1789.
doi: 10.1007/s00477-021-02066-1 |
[16] |
Moses O, Blamey R C, Reason C J C. Relationships between NDVI, river discharge and climate in the Okavango River Basin region[J]. International Journal of Climatology, 2022, 42(2): 691-713.
doi: 10.1002/joc.v42.2 |
[17] | 石淞, 李文, 曲琛, 等. 大兴安岭林草交错带植被NDVI时空演变及定量归因[J/OL]. 环境科学: 1-16[2023-11-16]. https://doi.org/10.13227/j.hjkx.202211190. |
[Shi Song, Li Wen, Qu Chen, et al. Spatiotemporal evolution and quantitative attribution analysis of vegetation NDVI in Greater Khingan Mountains forest-steppe ecotone[J/OL]. Environmental Science: 1-16[2023-11-16]. https://doi.org/10.13227/j.hjkx.202211190. ] | |
[18] | 陈春波, 李刚勇. 1981—2020年昆仑山-阿尔金山草地NDVI时空变化及其对气温、降水的响应[J]. 中国草地学报, 2023, 45(2): 13-25. |
[Chen Chunbo, Li Gangyong. Temporal and spatial variation of grassland NDVI in Kunlun Mountains, Altun Mountains and its responses to temperature and precipitation from 1981 through 2020[J]. Chinese Journal of Grassland, 2023, 45(2): 13-25. ] | |
[19] | 方贺, 严佩文, 石见, 等. 阿克苏地区植被生态质量时空变化及其驱动机制[J]. 干旱区研究, 2022, 39(6): 1907-1916. |
[Fang He, Yan Peiwen, Shi Jian, et al. Temporal and spatial variation of vegetation ecological quality and its driving mechanism in Aksu prefecture[J]. Arid Zone Research, 2022, 39(6): 1907-1916. ] | |
[20] | 姚俊强, 杨青, 陈亚宁, 等. 西北干旱区气候变化及其对生态环境影响[J]. 生态学杂志, 2013, 32(5): 1283-1291. |
[Yao Junqiang, Yang Qin, Chen Yaning, et al. Climate change in arid areas of Northwest China in past 50 years and its effects on the local ecological environment[J]. Journal of Ecology, 2013, 32(5): 1283-1291. ] | |
[21] | 王玉洁. 中国西北干旱区气候变化及典型流域影响适应研究[D]. 南京: 南京大学, 2017. |
[Wang Yujie. Research of Climate Change in the Arid Regions of Northwest China and Its Impacts and Adaptation on Typical Basins[D]. Nanjing: Nanjing University, 2017. ] | |
[22] |
黄蕊, 徐利岗, 刘俊民. 中国西北干旱区气温时空变化特征[J]. 生态学报, 2013, 33(13): 4078-4089.
doi: 10.5846/stxb |
[Huang Rui, Xu Ligang, Liu Junmin. Research on spatio-temporal change of temperature in the Northwest Arid Area[J]. Acta Ecologica Sinica, 2013, 33(13): 4078-4089. ]
doi: 10.5846/stxb |
|
[23] | 刘益锋, 汪小钦, 吴思颖, 等. GPM与TRMM卫星降雨数据在福建省的适用性对比分析[J]. 水土保持研究, 2019, 26(6): 311-316. |
[Liu Yifeng, Wang Xiaoqin, Wu Siying, et al. Comparative analysis of applicability of GPM and TRMM satellite precipitation data in Fujian Province[J]. Research of Soil and Water Conservation, 2019, 26(6): 311-316. ] | |
[24] | 李茜荣, 杨东, 冯磊, 等. 成渝经济圈2000—2018年植被NDVI的动态变化[J]. 生态学杂志, 2021, 40(9): 2967-2977. |
[Li Xirong, Yang Dong, Feng Lei, et al. Dynamics of vegetation NDVI in Chengdu-Chongqing Economic Circle from 2000 to 2018[J]. Journal of Ecology, 2021, 40(9): 2967-2977. ] | |
[25] | 徐光来, 杨先成, 徐晓华, 等. 气候变暖背景下安徽省月NDVI动态变化研究[J]. 长江流域资源与环境, 2021, 30(2): 397-406. |
[Xu Guanglai, Yang Xiancheng, Xu Xiaohua, et al. Dynamic changes of monthly NDVI in Anhui Province under background of climate warming[J]. Resources and Environment in The Yangtze Basin, 2021, 30(2): 397-406. ] | |
[26] | 王婧姝, 毕如田, 贺鹏, 等. 气候变化下黄土高原植被生长期NDVI动态变化特征[J]. 生态学杂志, 2023, 42(1): 67-76. |
[Wang Jingshu, Bi Rutian, HE Peng, et al. Variations of NDVI during main growing season in the Loess Plateau under climate change[J]. Journal of Ecology, 2023, 42(1): 67-76. ] | |
[27] |
Tucker C J, Newcomb W W, Los S O, et al. Mean and inter-year variation of growing-season normalized difference vegetation index for the Sahel 1981-1989[J]. International Journal of Remote Sensing, 1991, 12(6): 1133-1135.
doi: 10.1080/01431169108929717 |
[28] | 秦格霞, 芦倩, 孟治元, 等. 1982—2015年中国北方草地NDVI时空动态及其对气候变化的响应[J]. 水土保持研究, 2021, 28(1): 101-108, 117. |
[Qin Gexia, Lu Qian, Meng Zhiyuan, et al. Spatial-temporal dynamics of grassland NDVI and its response to climate change in Northern China from 1982 to 2015[J]. Research of Soil and Water Conservation, 2021, 28(1): 101-108, 117. ] | |
[29] | 张莉, 陈芸芝, 汪小钦. 基于时序MODIS NDVI数据的长汀县植被趋势特征研究[J]. 福州大学学报(自然科学版), 2016, 44(5): 661-667. |
[Zhang Li, Chen Yunzhi, Wang Xiaoqin. Vegetation trends research of Changting County based on time series of MODIS NDVI[J]. Journal of Fuzhou University(Philosophy and Social Sciences), 2016, 44(5): 661-667. ] | |
[30] |
陈文裕, 夏丽华, 徐国良, 等. 2000—2020年珠江流域NDVI动态变化及影响因素研究[J]. 生态环境学报, 2022, 31(7): 1306-1316.
doi: 10.16258/j.cnki.1674-5906.2022.07.003 |
[Chen Wenyu, Xia Lihua, Xu Guoliang, et al. Dynamic variation of NDVI and its influencing factors in the Pearl River Basin from 2000 to 2020[J]. Ecology and Environment, 2022, 31(7): 1306-1316. ]
doi: 10.16258/j.cnki.1674-5906.2022.07.003 |
|
[31] | 刘子军. 基于Pearson相关系数的低渗透砂岩油藏重复压裂井优选方法[J]. 油气地质与采收率, 2022, 29(2): 140-144. |
[Liu Zijun. Method for selecting repeated fracturing wells in low-permeability sandstone reservoirs based on Pearson correlation coefficient[J]. Petroleum Geology and Recovery Efficiency, 2022, 29(2): 140-144. ] | |
[32] |
Coscia M. Pearson correlations on complex networks[J]. Journal of Complex Networks, 2021, 9(6): cnab036.
doi: 10.1093/comnet/cnab036 |
[33] |
Hurst H E. The problem of long-term storage in reservoirs[J]. International Association of Scientific Hydrology Bulletin, 1956, 1(3): 13-27.
doi: 10.1080/02626665609493644 |
[34] | 程兀杰, 孟妮娜, 蔡昕楠, 等. 陕西省NDVI时空变化及其对气候和人类活动的响应[J]. 人民黄河, 2023, 45(4): 28-34. |
[Cheng Wujie, Meng Nina, Cai Xinnan, et al. Temporal and spatial variation of NDVI in Shaanxi Province and its response to climate change and human activities[J]. Yellow River, 2023, 45(4): 28-34. ] | |
[35] | 袁全勇, 杨阳, 李春, 等. 基于Hurst指数的风速时间序列研究[J]. 应用数学和力学, 2018, 39(7): 798-810. |
[Yuan Quanyong, Yang Yang, Li Chun, et al. Research of wind speed time series based on the Hurst exponent[J]. Applied Mathematics and Mechanics, 2018, 39(7): 798-810. ] | |
[36] |
Jiang L, Liu Y, Wu S, et al. Analyzing ecological environment change and associated driving factors in China based on NDVI time series data[J]. Ecological Indicators, 2021, 129: 107933.
doi: 10.1016/j.ecolind.2021.107933 |
[37] | 马小梅, 杜秉晨曦, 程勇翔, 等. 准噶尔盆地植被变化趋势及相关因素分析[J]. 干旱区研究, 2021, 38(5): 1401-1410. |
[Ma Xiaomei, Du Bingchenxi, Cheng Yongxiang, et al. Analysis of vegetation variation trend and correlative factors in Junggar Basin[J]. Arid Zone Research, 2021, 38(5): 1401-1410. ] | |
[38] | 焦阿永, 陈伏龙, 闫俊杰, 等. 北疆地区草地TI-NDVI与NDVImax时空异质性评价[J]. 干旱区研究, 2022, 39(4): 1155-1165. |
[Jiao Ayong, Chen Fulong, Yan Junjie, et al. Spatio-temporal heterogeneity evaluation of grassland TI-NDVI and NDVImax in northern Xinjiang[J]. Arid Zone Research, 2022, 39(4): 1155-1165. ] | |
[39] | 张兴龙, 何明. 西北干旱半干旱地区抗旱造林技术[J]. 乡村科技, 2019(5): 70, 72. |
[Zhang Xinglong, He Ming. Drought-resistant afforestation technology in arid and semi-arid regions of Northwest China[J]. Rural Science & Technology, 2019(5): 70, 72. ] | |
[40] | 韩刚, 韩恩贤. 我国西北干旱半干旱地区抗旱造林技术[J]. 林业实用技术, 2010(8): 11-13. |
[Han Gang, Han Enxian. Drought resistant afforestation techniques in arid and semi-arid areas of Northwest China[J]. Practical Forestry Technology, 2010(8): 11-13. ] | |
[41] | Liu Ke, Du Lingtong, Hou Jing, et al. Spatiotemporal variations of NDVI in terrestrial ecosystems in China from 1982-2012[J]. Acta Ecologica Sinica, 2018, 38(6): 1885-1896. |
[42] | 文妙霞, 何学高, 刘欢, 等. 基于地理探测器的宁夏草地植被覆被时空分异及驱动因子[J]. 干旱区研究, 2023, 40(8): 1322-1332. |
[Wen Miaoxia, He Xuegao, Liu Huan, et al. Analysis of the spatiotemporal variation characteristics and driving factors of grassland vefetation cover in Ningxia based on geographical detectors[J]. Arid Zone Research, 2023, 40(8): 1322-1332. ] | |
[43] | 周贵臣. 干旱半干旱地区抗旱造林技术的研究[J]. 农业与技术, 2017, 37(20): 186-186. |
[Zhou Guichen. Research on drought-resistant afforestation technology in arid and semi-arid areas[J]. Agriculture and Technology, 2017, 37(20): 186-186. ] | |
[44] | 唐希明. 刍议我国西北干旱地区的抗旱造林技术[J]. 福建农业, 2014(9): 164. |
[Tang Ximing. Ruminating on drought-resistant afforestation techniques in arid areas of Northwest China[J]. Fujian Agriculture, 2014(9): 164. ] |
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