Study on Temporal and Spatial Variation of Soil Moisture Based on Sensing Data of Internet of Things

被引:1
|
作者
Li, Qingxue [1 ,2 ,3 ,4 ]
Peng, Cheng [1 ,2 ,3 ,4 ]
Wu, Huarui [1 ,2 ,3 ,4 ]
Wang, Yuansheng [1 ,2 ,3 ,4 ]
机构
[1] Beijing Acad Agr & Forestry Sci, Beijing Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
[2] Natl Engn Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
[3] Minist Agr, Key Lab Agriinformat, Beijing 100097, Peoples R China
[4] Beijing Engn Res Ctr Agr Internet Things, Beijing 100097, Peoples R China
基金
中国国家自然科学基金;
关键词
Soil Moisture; Temporal and Spatial Variation; Time Series Analysis; Geo-statistics; Internet of Things; VARIABILITY; DYNAMICS;
D O I
10.1063/1.5116445
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Soil moisture plays an important role in the agricultural production. The temporal and spatial variation of soil moisture is an important index to evaluate soil water content. In this paper, the variation of soil moisture in space and time is analyzed by time series analysis and geostatistical methods using Internet of things (IOT) data in order to provide a theoretical basis for the rational arrangement and precise management in farm. The results show that the change of soil moisture is mainly affected by the distribution of rainfall and there is obvious seasonal variation: the soil moisture was poor from April to July and gradually improved after August. From a viewpoint of vertical and lateral distribution, the soil moisture at 4 soil depths 20, 40, 60, 80cm significantly differentiated. Due to the greater impact of the outside climate, the closer to the surface, the greater the coefficient of variation is. Meanwhile the coefficient of variation decreases with the deepening of the soil layer as well. In addition, the soil water content in the field of each depth has a moderate degree of spatial correlation. With the increase of soil depth, the spatial correlation of soil moisture reduced. The spatial correlation before irrigation was slightly smaller than the spatial correlation after irrigation.
引用
收藏
页数:8
相关论文
共 50 条
  • [31] Reconstruction and analysis of temporal and spatial variations in surface soil moisture in China using remote sensing
    Lu Hui
    Shi JianCheng
    CHINESE SCIENCE BULLETIN, 2012, 57 (22): : 2824 - 2834
  • [32] Spatial-temporal Variation of Soil Moisture in China from Long Time Series Based on GLDAS-Noah
    Geng, Mengqing
    Zhang, Feng
    Chang, Xiaoyan
    Wu, Qiulan
    Liang, Lin
    SENSORS AND MATERIALS, 2021, 33 (12) : 4643 - 4658
  • [33] Temporal and Spatial Variation of Soil Moisture and Its Possible Impact on Regional Air Temperature in China
    Han, Guolin
    Wang, Jialin
    Pan, Yuying
    Huang, Na
    Zhang, Ziyuan
    Peng, Ruiqi
    Wang, Zizhong
    Sun, Guofeng
    Liu, Cong
    Ma, Shangqian
    Song, Yu
    Pan, Zhihua
    WATER, 2020, 12 (06)
  • [34] SMAP passive microwave soil moisture spatial downscaling based on optical remote sensing data: A case study in Shandian river basin
    Wen F.
    Zhao W.
    Hu L.
    Xu H.
    Cui Q.
    Zhao, Wei (zhaow@imde.ac.cn), 1600, (25): : 962 - 973
  • [35] Device Identification Method for Internet of Things Based on Spatial-Temporal Feature Residuals
    Dong, Shi
    Shu, Longhui
    Xia, Qinyu
    Kamruzzaman, Joarder
    Xia, Yuanjun
    Peng, Tao
    IEEE Transactions on Services Computing, 2024, 17 (06): : 3400 - 3416
  • [36] Malicious Traffic Detection Algorithm for the Internet of Things Based on Temporal Spatial Feature Fusion
    Zhang, Linzhong
    International Journal of Advanced Computer Science and Applications, 2024, 15 (11) : 646 - 656
  • [37] Utility Based Data Computing Scheme to Provide Sensing Service in Internet of Things
    Hui, Yilong
    Su, Zhou
    Guo, Song
    IEEE TRANSACTIONS ON EMERGING TOPICS IN COMPUTING, 2019, 7 (02) : 337 - 348
  • [38] Spatial representativeness of soil moisture using in situ, remote sensing, and land reanalysis data
    Nicolai-Shaw, Nadine
    Hirschi, Martin
    Mittelbach, Heidi
    Seneviratne, Sonia I.
    JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES, 2015, 120 (19) : 9955 - 9964
  • [39] Modeling spatial and temporal variations in soil moisture in China
    LI MingXing 1
    2 Biosphere 2 Earth Science
    Science Bulletin, 2011, (17) : 1809 - 1820
  • [40] Modeling spatial and temporal variations in soil moisture in China
    Li MingXing
    Ma ZhuGuo
    Niu Guo-Yue
    CHINESE SCIENCE BULLETIN, 2011, 56 (17): : 1809 - 1820