Spatio-Temporal Patterns of NDVI and Its Influencing Factors Based on the ESTARFM in the Loess Plateau of China

被引:17
作者
Fan, Xinyi [1 ]
Gao, Peng [1 ,2 ,3 ]
Tian, Biqing [1 ]
Wu, Changxue [1 ]
Mu, Xingmin [1 ,2 ,3 ]
机构
[1] Northwest A&F Univ, Inst Soil & Water Conservat, Reg Soil & Water Conservat & Environm Effects Res, Xianyang 712100, Peoples R China
[2] Chinese Acad Sci & Minist Water Resources, Inst Soil & Water Conservat, Xianyang 712100, Peoples R China
[3] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
基金
中国国家自然科学基金;
关键词
NDVI; ESTARFM; climatic factors; topography; human activities; ATTRIBUTING VEGETATION CHANGES; REFLECTANCE;
D O I
10.3390/rs15102553
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The Loess Plateau is ecologically vulnerable. Vegetation is the key factor in ecological improvement. The study of the distribution patterns of vegetation and its impact factors has important guiding meaning for ecological construction in the region. The existing single sensor cannot provide long-term and high-resolution data. We established data of NDVI with a great spatial resolution by fusing the GIMMS NDVI and the MODIS NDVI based on the ESTARFM. Furthermore, we analyzed the variation in NDVI under different topographies and its response to climatic factors and human activities in the Loess Plateau. The results manifested that: (1) The fused NDVI by the ESTARFM had a high correlation with the MODIS NDVI and can be used in subsequent studies. (2) The multi-year average NDVI of this region ranged from 0.027 to 0.973, which is specifically low in the northwest and high southeast. The NDVI manifested an upward trend in the last 31 years. Its growth rate was 0.0036/a (p < 0.01). Spatially, the area with an upward trend of NDVI accounted for 89.48% of the plateau. (3) For topography, the larger area with the extremely significant upward of NDVI was found at elevations of 500-1500 m, with slopes of 6-15 degrees. The larger area with the extremely significant downward trend of NDVI was found at an elevation of higher than 3000 m, with a slope of greater than 35 degrees. (4) The response of the NDVI to the climatic factors manifested a significant spatial heterogeneity. The temperature had a more significant impact on NDVI than precipitation. (5) Human activities contributed more to NDVI than climatic factors (65.22% for human activities and 34.78% for climatic factors). Among them, the area with a high contribution of human activities to NDVI increase was consistent with the area where the GGP was implemented. The distribution of areas with high contribution of human activities to NDVI decrease was in line with that of the provincial capital cities. The results served as the theoretical foundation for assessing the efficacy of environmental stewardship and for optimizing ecological restoration measures.
引用
收藏
页数:18
相关论文
共 50 条
  • [21] Multiple Effects of Topographic Factors on Spatio-Temporal Variations of Vegetation Patterns in the Three Parallel Rivers Region, Southeast Qinghai-Tibet Plateau
    Wang, Chunya
    Wang, Jinniu
    Naudiyal, Niyati
    Wu, Ning
    Cui, Xia
    Wei, Yanqiang
    Chen, Qingtao
    REMOTE SENSING, 2022, 14 (01)
  • [22] Estimating spatio-temporal patterns of agricultural productivity in fragmented landscapes using AVHRR NDVI time series
    Hill, MJ
    Donald, GE
    REMOTE SENSING OF ENVIRONMENT, 2003, 84 (03) : 367 - 384
  • [23] The contributions of natural and anthropogenic factors to NDVI variations on the Loess Plateau in China during 2000-2020
    Zhang, Yichi
    Jiang, Xiaohui
    Lei, Yuxin
    Gao, Siqi
    ECOLOGICAL INDICATORS, 2022, 143
  • [24] Impacts of large-scale landscape restoration on spatio-temporal dynamics of ecosystem services in the Chinese Loess Plateau
    Chen, Hao
    Fleskens, Luuk
    Schild, Johanna
    Moolenaar, Simon
    Wang, Fei
    Ritsema, Coen
    LANDSCAPE ECOLOGY, 2022, 37 (01) : 329 - 346
  • [25] Spatial and temporal evolution of climatic factors and its impacts on potential evapotranspiration in Loess Plateau of Northern Shaanxi, China
    Li, C.
    Wu, P. T.
    Li, X. L.
    Zhou, T. W.
    Sun, S. K.
    Wang, Y. B.
    Luan, X. B.
    Yu, X.
    SCIENCE OF THE TOTAL ENVIRONMENT, 2017, 589 : 165 - 172
  • [26] Spatio-temporal patterns and control mechanism of the ecosystem carbon use efficiency across the Mongolian Plateau
    Liu, Xinyi
    Lai, Quan
    Yin, Shan
    Bao, Yuhai
    Tong, Siqin
    Adiya, Zolzaya
    Sanjjav, Amarjargal
    Gao, Rihe
    SCIENCE OF THE TOTAL ENVIRONMENT, 2024, 907
  • [27] SPATIO-TEMPORAL VARIATION OF VEGETATION COVERAGE AND ITS RESPONSE TO CLIMATIC FACTORS FROM 2001 TO 2015: A CASE STUDY IN ANHUI, CHINA
    Yang, Hongfei
    Xu, Hao
    Zhong, Xuanning
    Hu, Dandan
    ENVIRONMENTAL ENGINEERING AND MANAGEMENT JOURNAL, 2021, 20 (06): : 927 - 939
  • [28] Detection and Correction of Noisy Pixels Embedded in NDVI Time Series Based on the Spatio-temporal Continuity
    Park, Ju-Hee
    Cho, A-Ra
    Kang, Jeon-Ho
    Suh, Myoung-Seok
    ATMOSPHERE-KOREA, 2011, 21 (04): : 337 - 347
  • [29] Spatio-temporal changes of NDVI and its relation with climatic variables in the source regions of the Yangtze and Yellow rivers
    Yang Zhaoping
    Gao Jixi
    Zhou Caiping
    Shi Peili
    Zhao Lin
    Shen Wenshou
    Ouyang Hua
    JOURNAL OF GEOGRAPHICAL SCIENCES, 2011, 21 (06) : 979 - 993
  • [30] Spatio-temporal changes of NDVI and its relation with climatic variables in the source regions of the Yangtze and Yellow rivers
    Zhaoping Yang
    Jixi Gao
    Caiping Zhou
    Peili Shi
    Lin Zhao
    Wenshou Shen
    Hua Ouyang
    Journal of Geographical Sciences, 2011, 21 : 979 - 993