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国土资源遥感  2015, Vol. 27 Issue (3): 114-121    DOI: 10.6046/gtzyyg.2015.03.19
  技术应用 本期目录 | 过刊浏览 | 高级检索 |
应用遥感时序数据研究植被变化与气候因子的关系——以环渤海地区为例
梁守真1, 禹定峰2, 王猛1, 施平3
1. 山东省农业科学院可持续发展研究所, 济南 250100;
2. 山东省科学院海洋仪器仪表研究所, 青岛 266001;
3. 中国科学院南海海洋研究所, 广州 510301
Application of remote sensing time-series data to investigate the relationship between vegetation change and climatic factors: A case study of Circum-Bohai Sea area
LIANG Shouzhen1, YU Dingfeng2, WANG Meng1, SHI Ping3
1. Shandong Institute of Agricultural Sustainable Development, Shandong Academy of Agricultural Sciences, Jinan 250100, China;
2. Institute of Oceanographic Instrumentation, Shandong Academy of Sciences, Qingdao 266001, China;
3. South China Sea Institute of Oceanology, Chinese Academy of Sciences, Guangzhou 510301, China
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摘要 在全球气候变化背景下研究陆地植被的时空变化规律,探讨气候因素的驱动作用,对于预测未来气候变化对生态系统的可能影响、制定合适的生态环境保护策略具有重要意义。 利用2000-2009年MODIS归一化差值植被指数(normalized difference vegetation index,NDVI)时间序列数据和地面气象站点的气温、降水量数据,从遥感角度分析环渤海地区植被的时空变化,并研究变化与气温、降水的相关关系,探讨区域植被年内和年际变化的驱动因素。结果表明,2000-2009年环渤海地区植被覆盖总体呈增加的趋势,但存在一定的空间异质性,局部有减少的倾向; 区域植被的生长受温度和降水的双重驱动,对降水和温度的响应存在明显的滞后,滞后期大约为1个合成期; 年际的变化主要受降水和人类活动的影响,降水增加可使区域NDVI提高; 不同的人类活动会导致NDVI向相反的方向发展。
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杨宝林
吕婷婷
王少军
张志
关键词 Pleiades卫星正射纠正RPC格式转换    
Abstract:Vegetation is one of the most important components of terrestrial ecosystem. The dynamics of vegetation is affected by climate factors and human activities. Generally, natural vegetation is mainly affected by climate factors, especially temperature and precipitation. Presently, global climate change has occurred. To predict the influence of global climate change on vegetation, reduce the unfavorable or adverse effect and protect the ecosystem environment, it is necessary to study the correlation between vegetation and climate factors. Normalized difference vegetation index (NDVI) is generally regarded as a good indicator of terrestrial vegetation. In this study, ten-year MODIS NDVI time-series data and temperature, precipitation data from 2000 to 2009 in Circum-Bohai Sea area were used. A modified SPLINE method was adopted to remove the effect of noise and to reconstruct NDVI time series. On the basis of these data, the temporal and spatial dynamics of NDVI were analyzed through least-square regression. The correlation and lagged correlation coefficients between NDVI and temperature, precipitation were calculated. The results showed that an increasing trend in NDVI was found in the study area, but there was an obvious heterogeneity. The areas with significant increase and decrease in NDVI were small. In the Circum-Bohai Sea area, the development of vegetation was driven by temperature and precipitation, and the correlation coefficients between vegetation NDVI and temperature were greater than those between vegetation NDVI and precipitation in the same period. The response of vegetation to temperature and precipitation lagged and the lag period was about 16 days. Inter-annual NDVI change in the Circum-Bohai Sea area was mainly influenced by precipitation and human activities, and a positive correlation between precipitation and annual NDVI was found. Human activities influenced vegetation dynamics through changing land use. Urban sprawl led to decrease in NDVI, but the effort to return farmland to forest increased NDVI.
Key wordsPleiades satellite    ortho-rectification    RPC format conversion
收稿日期: 2014-05-19      出版日期: 2015-07-23
:  TP79  
基金资助:国家自然科学基金项目"森林冠层绿色FPAR的高光谱遥感反演研究"(编号: 41401407)和山东省农业重大应用技术创新项目"基于遥感的玉米洪涝监测、预警与评估技术研究"(编号: 1-0402)共同资助。
作者简介: 梁守真(1979-),男,博士,主要从事环境遥感研究。Email:szliang_cas@163.com。
引用本文:   
梁守真, 禹定峰, 王猛, 施平. 应用遥感时序数据研究植被变化与气候因子的关系——以环渤海地区为例[J]. 国土资源遥感, 2015, 27(3): 114-121.
LIANG Shouzhen, YU Dingfeng, WANG Meng, SHI Ping. Application of remote sensing time-series data to investigate the relationship between vegetation change and climatic factors: A case study of Circum-Bohai Sea area. REMOTE SENSING FOR LAND & RESOURCES, 2015, 27(3): 114-121.
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https://www.gtzyyg.com/CN/10.6046/gtzyyg.2015.03.19      或      https://www.gtzyyg.com/CN/Y2015/V27/I3/114
[1] Nemani R R,Keeling C D,Hashimoto H,et al.Climate-driven increases in global terrestrial net primary production from 1982 to 1999[J].Science,2003,300(5625):1560-1563.
[2] 周广胜,张新时.中国气候-植被关系初探[J].植物生态学报,1996,20(2):113-119. Zhou G S,Zhang X S.Study on climate-vegetation relationship[J].Acta Phytoecologica Sinica,1996,20(2):113-119.
[3] 赵茂盛,符淙斌,延晓冬,等.应用遥感数据研究中国植被生态系统与气候的关系[J].地理学报,2001,56(3):287-296. Zhao M S,Fu C B,Yan X D,et al.Study on the relationship between different ecosystems and climate in China using NOAA/AVHRR data[J].Acta Geographyica Sinica,2001,56(3):287-296.
[4] Roerink G J,Menenti M,Soepboer W,et al.Assessment of climate impact on vegetation dynamics by using remote sensing[J].Physics and Chemistry of the Earth,2003,28(1/3):103-109.
[5] 方精云,朴世龙,贺金生,等.近20年来中国植被活动在增强[J].中国科学(C辑:生命科学),2003,33(6):554-565. Fang J Y,Piao S L,He J S,et al.Increasing terrestrial vegetation activity in China,1982-1999[J].Science in China(Ser C:Life Sciences,2004,47(3):229-240.
[6] Julien Y,Sobrino J A.The yearly land cover dynamics(YLCD)method:An analysis of global vegetation from NDVI and LST parameters[J].Remote Sensing of Environment,2009,113(2):329-334.
[7] 崔林丽,史军,肖风劲,等.中国东部NDVI的变化趋势及其与气候因子的相关分析[J].资源科学,2010,32(1):124-131. Cui L L,Shi J,Xiao F J,et al.Variation trends in vegetation NDVI and its correlation with climatic factors in Eastern China[J].Resources Science,2010,32(1):124-131.
[8] 王宗明,国志兴,宋开山,等.中国东北地区植被NDVI对气候变化的响应[J].生态学杂志,2009,28(6):1041-1048. Wang Z M,Guo Z X,Song K S,et al.Responses of vegetation NDVI in Northeast China to climate change[J].Chinese Journal of Ecology,2009,28(6):1041-1048.
[9] 陈欢,任志远.中国大陆植被覆盖对降水与温度变化的响应[J].水土保持通报,2013,33(2):78-82,74. Chen H,Ren Z Y.Response of vegetation coverage to changes of precipitation and temperature in Chinese mainland[J].Bulletin of Soil and Water Conservation,2013,33(2):78-82,74.
[10] Ichii K,Kawabata A,Yamaguchi Y.Global correlation analysis for NDVI and climatic variables and NDVI trends:1982-1990[J].International Journal of Remote Sensing,2002,23(18):3873-3878.
[11] 王筝,赵天保,侯美亭,等.21世纪初中国北方地区植被变化特征分析[J].气候与环境研究,2013,18(2):156-164. Wang Z,Zhao T B,Hou M T,et al.Vegetation index trends for the northern part of China at the beginning of the 21st century[J].Climatic and Environmental Research,2013,18(2):156-164.
[12] Kawabata A,Ichii K,Yamaguehi Y.Global monitoring of interannual changes in vegetation activities using NDVI and its relationships to temperature and precipitation[J].International Journal of Remote Sensing,2001,22(7):1377-1382.
[13] 陈云浩,李晓兵,史培军.基于遥感的植被NDVI与气候关系图式研究[J].中国图象图形学报,2002,7(4):332-335. Chen Y H,Li X B,Shi P J.The image forms of correlation between NDVI change and climate factors in China using remotely sensed data[J].Journal of Image and Graphics,2002,7(4):332-335.
[14] 李本纲,陶澍.AVHRR NDVI与气候因子的相关分析[J].生态学报,2000,20(5):898-902. Li B G,Tao S.Correlation between AVHRR NDVI and climate factors[J].Acta Ecologica Sinica,2000,20(5):898-902.
[15] 李月臣,宫鹏,刘春霞,等.北方13省1982年-1999年植被变化及其与气候 因子的关系[J].资源科学,2006,28(2):109-117. Li Y C,Gong P,Liu C X,et al.Vegetation cover changes and correlation with climatic factors in Northern China during 1982-1999[J].Resources Science,2006,28(2):109-117.
[16] 李杭燕,颉耀文,马明国.时序NDVI数据集重建方法评价与实例研究[J].遥感技术与应用,2009,24(5):596-602. Li H Y,Xie Y W,Ma M G.Reconstruction of temporal NDVI dataset: Evaluation and case study[J].Remote Sengsing Technology and Application,2009,24(5):596-602.
[17] 梁守真,施平,邢前国.MODIS NDVI时间序列数据的去云算法比较[J].国土资源遥感,2011,22(1):33-36.doi:10.6046/gtzyyg.2011.01.06. Liang S Z,Shi P,Xing Q G.A comparison between the algorithms for removing cloud pixel from MODIS NDVI time series data[J].Remote Sensing for Land and Resources,2011,22(1):33-36.doi:10.6046/gtzyyg.2011.01.06.
[18] 辜智慧,陈晋,史培军,等.锡林郭勒草原1983-1999年NDVI逐旬变化量与气象因子的相关分析[J].植物生态学报,2005,29(5):753-765. Gu Z H,Chen J,Shi P J,et al.Correlation analysis of NDVI difference series and climate variables in Xilinguole steppe from 1983 to 1999[J].Acta Phytoecologica Sinica,2005,29(5):753-765.
[19] Ji L,Peters A J.A spatial regression procedure for evaluating the relationship between AVHRR-NDVI and climate in the northern Great Plains[J].International Journal of Remote Sensing,2004,25(2):297-311.
[20] Yu F F,Price K P,Ellis J,et al.Response of seasonal vegetation development to climatic variations in eastern central Asia[J].Remote Sensing of Environment,2003,87(1):42-54.
[21] 崔林丽,史军,杨引明,等.中国东部植被NDVI对气温和降水的旬响应特征[J].地理学报,2009,64(7):850-860. Cui L L,Shi J,Yang Y M,et al.Ten-day response of vegetation NDVI to the variations of temperature and precipitation in Eastern China[J].Acta Geographica Sinica,2009,64(7):850-860.
[22] 赵玉萍,张宪洲,王景升,等.1982年至2003年藏北高原草地生态系统NDVI与气候因子的相关分析[J].资源科学,2009,31(11):1988-1998. Zhao Y P,Zhang X Z,Wang J S,et al.Correlation analysis between NDVI and climatic factors of grassland ecosystems in the Northern Tibetan Plateau from 1982 to 2003[J].Resources Science,2009,31(11):1988-1998.
[23] Wang J,Price K P,Rich P M.Spatial patterns of NDVI in response to precipitation and temperature in the central Great Plains[J].International Journal of Remote Sensing,2001,22(18):3827-3844.
[24] 侯西勇,应兰兰,高猛,等.1998-2008年中国东部沿海植被覆盖变化特征[J].地理科学,2010,30(5):735-741. Hou X Y,Ying L L,Gao M,et al.Character of vegetation cover change in China's eastern coastal areas 1998-2008[J].Scientia Geographica Sinica,2010,30(5):735-741.
[25] 郭丽英,王道龙,邱建军.环渤海区域土地利用类型动态变化研究[J].地域研究与开发,2009,28(3):92-95. Guo L Y,Wang D L,Qiu J J.Study on the land-use types changes in the area around Bohai Bay in China[J].Areal Research and Development,2009,28(3):92-95.
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