地球信息科学学报 ›› 2017, Vol. 19 ›› Issue (5): 662-671.doi: 10.3724/SP.J.1047.2017.00662
收稿日期:
2016-10-08
修回日期:
2017-01-20
出版日期:
2017-05-20
发布日期:
2017-05-20
通讯作者:
张强
E-mail:cathyyyci@163.com;zhangq68@bnu.edu.cn
作者简介:
作者简介:慈 晖(1989- ),女,博士,讲师,研究方向为区域水文循环与水资源演变。E-mail:
基金资助:
CI Hui1(), ZHANG Qiang2,3,4,*(
)
Received:
2016-10-08
Revised:
2017-01-20
Online:
2017-05-20
Published:
2017-05-20
Contact:
ZHANG Qiang
E-mail:cathyyyci@163.com;zhangq68@bnu.edu.cn
摘要:
基于新疆50个气象测站2003-2010年逐日降水、气温资料,结合逐月归一化植被覆盖影像资料,利用趋势分析、R/S分析、模糊C均值聚类、图像处理等方法,系统分析了全疆NDVI时空变化特征及其可持续性,并探究NDVI与气候因子(气温、降水)之间的相关性。研究表明:植被覆盖及气象因子年际间差异不大,呈现出整体稳定的态势,但年内变化明显。北疆/天山北坡水热条件优良、植被长势最好,且植被长势对气候因子的滞后效应并不明显且滞后时间短。天山南坡/天山东段次之,而南疆植被覆盖程度最差,南疆/天山南坡植被长势对气候因子(降水、气温)存在明显的滞后效应,植被生长受气温、降水限制性更大,且气温作为主要因子,对天山南坡植被生长的限制作用表现得更为突出。总体上,新疆植被覆盖呈持续性变化,现有植被覆盖情况基本保持不变,但呈退化趋势的面积大于得到改善的面积,在一定程度上与人类活动有很大关系,探查植被长势的变化趋势并及时做出相应调整,不仅能为新疆地区的植被保护以及植被恢复工作提供一定的科学依据,更能够为合理有效地安排农作物生产提供重要的理论指导。
慈晖, 张强. 新疆NDVI时空特征及气候变化影响研究[J]. 地球信息科学学报, 2017, 19(5): 662-671.DOI:10.3724/SP.J.1047.2017.00662
CI Hui,ZHANG Qiang. Spatio-temporal Patterns of NDVI Variations and Possible Relations with Climate Changes in Xinjiang Province[J]. Journal of Geo-information Science, 2017, 19(5): 662-671.DOI:10.3724/SP.J.1047.2017.00662
表3
NDVI变化综合特征"
综合特征 | 面积/km2 | 占全疆比例/% | 综合特征 | 面积/km2 | 占全疆比例/% |
---|---|---|---|---|---|
退化&强反持续 | 35 466 | 0.74 | 不变&弱可持续 | 1 322 444 | 27.48 |
退化&弱反持续 | 184 430 | 3.83 | 不变&强可持续 | 1 134 681 | 23.58 |
退化&弱可持续 | 374 158 | 7.77 | 改善&强反持续 | 22 370 | 0.46 |
退化&强可持续 | 404 238 | 8.40 | 改善&弱反持续 | 151 679 | 3.15 |
不变&强反持续 | 46 232 | 0.96 | 改善&弱可持续 | 331 655 | 6.89 |
不变&弱反持续 | 456 354 | 9.48 | 改善&强可持续 | 348 875 | 7.25 |
[1] | Intergovernmental Panel on Climate Change. Climate change 2007: The physical science basis[M]. Cambridge, UK and New York: Cambridge University Press, 2007. |
[2] | Walther G, Post E, Convey P, et al.Ecological responses to recent climate change[J]. Nature, 2002,416(6879):389-395. |
[3] | Skinner W R, Majorowicz J A.Regional climatic warming and associated twentieth century land-cover changes in northwestern North America[J]. Climate Research, 1999,12(1):39-52. |
[4] |
Bounoua L, Collatz G J, Los S O, et al.Sensitivity of climate to changes in NDVI[J]. Journal of Climate, 2000,13(13):2277-2292.
doi: 10.1175/1520-0442(2000)0132.0.CO;2 |
[5] |
Moulin S, Bondeau A, Delecolle R.Combining agricultural crop models and satellite observations: From field to regional scales[J]. International Journal of Remote Sensing, 1998,19(6):1021-1036.
doi: 10.1080/014311698215586 |
[6] |
Benedetti R, Rossini P.On the use of NDVI profiles as a tool for agricultural statistics: The case study of wheat yield estimate and forecast in Emilia Romagna[J]. Remote Sensing of Environment, 1993,45(3):311-326.
doi: 10.1016/0034-4257(93)90113-C |
[7] | 王智. 新疆地区植被覆盖变化与气候、人文因子的相关性探讨[D].乌鲁木齐:新疆大学,2011. |
[Wang Z.Discussion on correlation between vegetation cover change and climate and human factor in Xinjiang area[D]. Urumqi: Xinjiang University, 2011. ] | |
[8] |
李运刚,何大明.红河流域NDVI 时空变化及其与气候因子的关系[J].山地学报,2009,27(3):333-340.
doi: 10.3969/j.issn.1008-2786.2009.03.012 |
[Li Y G, He D M.The spatial and temporal variation of NDVI and its relationships to the climatic factors in Red River Basin[J]. Journal of Mountain Science, 2009,27(3):333-340. ]
doi: 10.3969/j.issn.1008-2786.2009.03.012 |
|
[9] |
孙艳玲,郭鹏,延晓冬,等.内蒙古植被覆盖变化及其与气候、人类活动的关系[J].自然资源学报,2010,25(3):407-414.
doi: 10.11849/zrzyxb.2010.03.006 |
[Sun Y L, Guo P, Yan X D, et al.Dynamics of vegetation cover and its relationship with climate change and human activities in Inner Mongolia[J]. Journal of Natural Resources, 2010,25(3):407-414. ]
doi: 10.11849/zrzyxb.2010.03.006 |
|
[10] |
穆少杰,李建龙,陈奕兆,等.2001-2010年内蒙古植被覆盖度时空变化特征[J].地理学报,2012,67(9):1255-1268.
doi: 10.11821/xb201209010 |
[Mu S J, Li J L, Chen Y Z, et al.Spatial differences of variations of vegetation coverage in Inner Mongolia during 2001-2010[J]. Acta Geographica Sinica, 2012,67(9):1255-1268. ]
doi: 10.11821/xb201209010 |
|
[11] |
丁明军,张镱锂,刘林山,等.青藏高原植被覆盖对水热条件年内变化的响应及其空间特征[J].地理科学进展,2010,29(4):507-512.
doi: 10.11820/dlkxjz.2010.04.018 |
[Ding M J, Zhang Y L, Liu L S, et al.Seasonal time lag response of NDVI to temperature and precipitation change and its spatial characteristics in Tibetan Plateau[J]. Progress in Geography, 2010,29(4):507-512. ]
doi: 10.11820/dlkxjz.2010.04.018 |
|
[12] |
Mao D H, Wang Z M, Luo L, et al.Integrating AVHRR and MODIS data to monitor NDVI changes and their relationships with climatic parameters in Northeast China[J]. International Journal of Applied Earth Observation and Geoinformation, 2012,18:528-536.
doi: 10.1016/j.jag.2011.10.007 |
[13] |
沙莎,郭妮,李耀辉,等.植被状态指数 VCI 与集中气象干旱指数的对比——以河南省为例[J].冰川冻土,2013,35(4):990-998.
doi: 10.7522/j.issn.1000-0240.2013.0111 |
[Sha S, Guo N, Li Y H, et al.Comparison of the vegetation condition index with meteorological drought indices: A case study in Henan province[J]. Journal of Glaciology and Geocryology, 2013,35(4):990-998. ]
doi: 10.7522/j.issn.1000-0240.2013.0111 |
|
[14] | 孙庆龄,李宝林,许丽丽,等.2000-2013年三江源植被NDVI变化趋势及影响因素分析[J].地球信息科学学报,2016,18(12):1707-1716. |
[Sun Q L, Li B L, Xu L L, et al.Analysis of NDVI change trend and its impact factors in the Three-River Headwater Region from 2000 to 2013[J]. Journal of Geo-information Science, 2016,18(12):1707-1716. ] | |
[15] |
张戈丽,徐兴良,周才平,等.近30年来呼伦贝尔地区草地植被变化对气候变化的响应[J].地理学报,2011,66(1):47-58.
doi: 10.11821/xb201101005 |
[Zhang G L, Xu X L, Zhou C P, et al.Responses of vegetation changes to climatic variations in Hulun Buir grassland in past 30 years[J]. Acta Geographica Sinica, 2011,66(1):47-58. ]
doi: 10.11821/xb201101005 |
|
[16] | 田义超,梁铭忠.北部湾沿海地区植被覆盖对气温和降水的旬响应特征[J].自然资源学报,2016,31(3):488-501. |
[Tian Y C, Liang M Z.The NDVI characteristics of vegetation and its ten-day response to temperature and precipitation in Beibu Gulf Coastal region[J]. Journal of natural resources, 2016,31(3):488-501. ] | |
[17] | 王桂钢,周可法,孙莉,等.近10a新疆地区植被动态与R/S分析[J].遥感技术与应用,2010,25(1):84-90. |
[Wang G G, Zhou K F, Sun L, et al.Study on the vegetation dynamic change and R/S analysis in the past ten years in Xinjiang[J]. Remote sensing technology and application, 2010,25(1):84-90. ] | |
[18] | 杜加强,贾尔恒·阿哈提, 赵卓曦,等.1982-2012年新疆植被NDVI的动态变化及其对气候变化和人类活动的响应[J].应用生态学报,2015,26(12):3567-3578. |
[Du J Q, Ahati J, Zhao Z X, et al.Dynamic changes in vegetation NDVI from 1982 to 2012 and its responses to climate change and human activities in Xinjiang, China[J]. Chinese Journal of Applied Ecology, 2015,26(12):3567-3578. ] | |
[19] |
刘洋,李诚志,刘志辉,等. 1982-2013年基于GIMMS-NDVI的新疆植被覆盖时空变化[J].生态学报,2016,36(19):6198-6208.
doi: 10.5846/stxb201506071149 |
[Liu Y, Li C Z, Liu Z H, et al.Assessment of spatio-temporal variations in vegetation cover in Xinjiang from 1982 to 2013 based on GIMMS-NDVI[J]. Acta Ecologica Sinica, 2016,36(19):6198-6208. ]
doi: 10.5846/stxb201506071149 |
|
[20] |
许玉凤,杨井,李卫红,等.1982-2013年新疆不同植被生长时空变化[J].草业学报,2016,25(1):47-63.
doi: 10.11686/cyxb2015073 |
[Xu Y F, Yang J, Li W H, et al.Spatial-temporal change in different vegetation growth of Xinjiang from 1982 to 2013[J]. Acta Prataculturae Sinica, 2016,25(1):47-63. ]
doi: 10.11686/cyxb2015073 |
|
[21] |
Zhang Q, Singh V P, Li J F, et al.Analysis of the periods of maximum consecutive wet days in China[J]. Journal of Geophysical Research-Atmospheres, 2011,116(D23):D23106.
doi: 10.1029/2011JD016088 |
[22] | 于洋. 模糊聚类分析中模糊C均值聚类计算方法研究[D].沈阳:沈阳工业大学,2009. |
[Yu Y.Research on Fuzzy Cluster analysis of Fuzzy C-Means clustering calculation method[D]. Shenyang: Shenyang University of Technology, 2009. ] | |
[23] |
Bezdek J C.A convergence theorem for the Fuzzy ISODATA clustering algorithms[J]. IEEE Transactions on Pattern Analysis and Machine Intelligence, 1980,2(1):1-8.
doi: 10.1109/TPAMI.1980.4766964 pmid: 22499617 |
[24] | 慈晖,张强,陈晓宏,等.1961-2010年新疆生长季节指数时空变化特征及其农业响应[J].自然资源学报,2015,30(6):963-973. |
[Ci H, Zhang Q, Chen X H, et al.Spatiotemporal properties of growing season indices and their impacts on agricultural production during 1961-2010 across Xinjiang[J]. Journal of natural resources, 2015,30(6):963-973. ] | |
[25] | 陈丽萍. 模糊C均值聚类的研究[D].秦皇岛:燕山大学,2009. |
[Chen L P.Research on Fuzzy C-Means clustering algorithm[D]. Qinhuangdao: Yanshan University, 2009. ] | |
[26] | 吕洋,董国涛,杨胜天,等.雅鲁藏布江流域NDVI时空变化及其与降水和高程的关系[J].资源科学,2014,36(3):603-611. |
[Lv Y, Dong G T, Yang S T, et al.Spatio-temporal variation in NDVI in the Yarlung Zangbo River Basin and its relationship with precipitation and elevation[J]. Resources Science, 2014,36(3):603-611. ] | |
[27] |
Stow D, Daeschner S, Hope A, et al.Variability of the seasonally integrated normalized difference vegetation index across the north slope of Alaska in the 1990s[J]. International Journal of Remote Sensing, 2003,24(5):1111-1117.
doi: 10.1080/0143116021000020144 |
[28] | 田义超,陈志坤,梁铭忠.北部湾海岸带植被覆盖时空动态特征及未来趋势[J].热带地理,2014,34(1):76-86. |
[Tian Y C, Chen Z K, Liang M Z.Temporal-Spatial dynamic differences and future trends of the vegetation cover in the Beibu Gulf Coastal Zone[J]. Tropical Geography, 2014,34(1):76-86. ] | |
[29] | 范娜,谢高地,张昌顺,等.2001年至2010年澜沧江流域植被覆盖动态变化分析[J].资源科学,2012,34(7):1222-1231. |
[Fan N, Xie G D, Zhang C S, et al.Spatial-temporal dynamic changes of vegetation cover in Lancang River Basin during 2001-2010[J]. Resources Science, 2012,34(7):1222-1231. ] | |
[30] | 宋怡,马明国.基于SPOT VEGETATION数据的中国西北植被覆盖变化分析[J].中国沙漠,2007,27(1):89-93. |
[Song Y, Ma M G.Study on vegetation cover change in Northwest China based on spot vegetation data[J]. Journal of desert research, 2007,27(1):89-93. ] | |
[31] | 于延胜,陈兴伟.R/S和Mann-Kendall法综合分析水文时间序列未来的趋势特征[J].水资源与水工程学报,2008,19(3):41-44. |
[Yu Y S, Chen X W.Analysis of future trend characteristics of hydrological time series based on R/S and Mann-Kendall methods[J]. Journal of water resources and water engineering, 2008,19(3):41-44. ] | |
[32] | 冯新灵,罗隆诚,邱丽丽,等.青藏高原至中国东部年雨日变化趋势的分形研究[J].地理研究,2007,26(4):835-843. |
[Feng X L, Luo L C, Qiu L L, et al.Fractal research of rainy day changing trend from Tibetan Plateau to Eastern China[J]. Geographical research, 2007,26(4):835-843. ] | |
[33] |
Sohrabi M M, Ryu J H, Abatzoglou J, et al.Climate extreme and its linkage to regional drought over Idaho, USA[J]. Natural Hazards, 2013,65(1):653-681.
doi: 10.1007/s11069-012-0384-1 |
[34] | 李瑞雪. 中国天山山区气候变化的时空分布特征[D].兰州:西北师范大学,2010. |
[Li R X.Spatio-temporal distribution characteristics of climate change in the Tianshan Mountainous, China[D]. Lanzhou: Northwest Normal University, 2010. ] | |
[35] |
张正勇,刘琳,唐湘玲.1960-2010年中国天山山区气候变化区域差异及突变特征[J].地理科学进展,2012,31(11):1475-1484.
doi: 10.11820/dlkxjz.2012.11.008 |
[Zhang Z Y, Liu L, Tang X L.The regional difference and abrupt events of climatic change in Tianshan Mountains during 1960-2010[J]. Process in geography, 2012,31(11):1475-1484. ]
doi: 10.11820/dlkxjz.2012.11.008 |
|
[36] |
刘世梁,赵海迪,董世魁,等.基于SPOT NDVI的阿尔金山自然保护区植被动态变化研究[J].干旱区研究,2014,31(5):832-837.
doi: 10.13866/j.azr.2014.05.08 |
[Liu S L, Zhao H D, Dong S K, et al.Dynamic of vegetation in the Altun Mountain Nature Reserve based on SPOT NDVI[J]. Arid zone research, 2014,31(5):832-837. ]
doi: 10.13866/j.azr.2014.05.08 |
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