SOIL MOISTURE ESTIMATION BASED ON THE AIEM FOR BARE AGRICULTURAL AREA

被引:1
|
作者
Zhang, Xiang [1 ]
Tang, Xinming [1 ]
Gao, Xiaoming [1 ]
Zhao, Hui [2 ]
Li, Tao [1 ]
Chen, Qianfu [1 ]
机构
[1] Land Satellite Remote Sensing Applicat Ctr, Minist Nat Resources PRChina, Beijing, Peoples R China
[2] Natl Geomat Ctr China, Beijing, Peoples R China
基金
中国国家自然科学基金;
关键词
Soil moisture; SAR; multi-sensor; AIEM; least square;
D O I
10.1109/IGARSS39084.2020.9324115
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An AIEM based soil moisture retrieval strategy for bare agricultural area was developed in this study. In order to solve the ill-posed problem for soil moisture retrieval, multi-sensor SAR observations were integrated to estimate soil moisture based on the AIEM simulation. Soil surface parameters were derived using the least square method. The influence of surface roughness for soil moisture estimation was removed. Based on the in situ measurement and multi-sensor SAR images acquired on October 2015 over agricultural area, quantitative evaluation of the developed method was implemented. The results indicate that accurate soil moisture was obtained over the study area. The root mean square error of the estimated result is less than 0.05 cm(3)/cm(3).
引用
收藏
页码:4723 / 4726
页数:4
相关论文
共 50 条
  • [31] Improvement and applicability of the soil moisture based agricultural drought index
    Lyu, Tian
    Liu, Jun
    Li, Zixuan
    Wang, Manqi
    [J]. Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2023, 39 (17): : 116 - 123
  • [32] Agricultural drought assessment based on multiple soil moisture products
    Baik, Jongjin
    Zohaib, Muhammad
    Kim, Ungtae
    Aadil, Muhammad
    Choi, Minha
    [J]. JOURNAL OF ARID ENVIRONMENTS, 2019, 167 : 43 - 55
  • [33] Automatic Control of Agricultural Pumps Based on Soil Moisture Sensing
    Getu, Beza Negash
    Attia, Hussain A.
    [J]. PROCEEDINGS OF THE 2015 12TH IEEE AFRICON INTERNATIONAL CONFERENCE - GREEN INNOVATION FOR AFRICAN RENAISSANCE (AFRICON), 2015,
  • [34] Estimation of dust emissions from bare soil erosion over Beijing plain area
    北京市平原区裸露地风蚀扬尘排放量
    [J]. Wu, Qi-Zhong (wqizhong@bnu.edu.cn), 2018, Chinese Society for Environmental Sciences (38):
  • [35] Soil Moisture Estimation based on the RSSI of RFID Modules
    Avanzato, Roberta
    Beritelli, Francesco
    Capizzi, Giacomo
    Napoli, Christian
    Rametta, Corrado
    [J]. PROCEEDINGS OF THE 11TH IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS (IDAACS'2021), VOL 2, 2021, : 647 - 652
  • [36] Estimation of Soil Total Nitrogen and Soil Moisture Based on NIRS Technology
    An, Xiaofei
    Li, Minzan
    Zheng, Lihua
    [J]. COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT II, 2012, 369 : 639 - 647
  • [37] Multitemporal Soil Moisture Retrieval over Bare Agricultural Areas by Means of Alpha Model with Multisensor SAR Data
    Zhang, Xiang
    Tang, Xinming
    Gao, Xiaoming
    Zhao, Hui
    [J]. ADVANCES IN METEOROLOGY, 2018, 2018
  • [38] SIGNIFICANCE OF SOIL SURFACE MOISTURE WITH RESPECT TO DAILY BARE SOIL EVAPORATION
    CHANZY, A
    BRUCKLER, L
    [J]. WATER RESOURCES RESEARCH, 1993, 29 (04) : 1113 - 1125
  • [39] Expanding the applicability of remotely sensed soil evaporation transfer coefficient to the estimation of soil moisture over bare soil and partially vegetated areas
    Barzegar, Zahra
    Momeni, Mehdi
    Jozdani, Shahab
    [J]. REMOTE SENSING LETTERS, 2016, 7 (04) : 368 - 377
  • [40] Estimating evaporation from bare soil using soil moisture data
    Ventura, F
    Snyder, RL
    Bali, KM
    [J]. JOURNAL OF IRRIGATION AND DRAINAGE ENGINEERING, 2006, 132 (02) : 153 - 158