Winter Wheat Yield Estimation Coupling Weight Optimization Combination Method with Remote Sensing Data from Landsat5 TM

被引:0
|
作者
Xu, Xingang [1 ]
Wang, Jihua [1 ]
Huang, Wenjiang [1 ]
Li, Cunjun [1 ]
Song, Xiaoyu [1 ]
Yang, Xiaodong [1 ]
Yang, Hao [1 ]
机构
[1] Natl Engn Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China
来源
COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT III | 2012年 / 370卷
关键词
Weight optimization combination; remote sensing; yield estimation; winter wheat; Landsat5; TM; VEGETATION INDEXES; LEAF;
D O I
暂无
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Crop yield models using different VIs (vegetation index) from remote sensing data show the various precision, but each of them can provide useful information related with yield. So it is very significant how to integrate the useful information of these models. In this study, a few of typical VIs, such as NDVI (Normalized Difference Vegetation Index), SR (Simple Ratio index), TCARI/OSAVI (Trans-formed Chlorophyll Absorption Ratio Index (TCARI), and Optimized Soil-Adjusted Vegetation Index (OSAVI)), NDWI (Normalized Difference Water Index) extracted from Landsat5 TM image covering Beijing region, are used to build yield modes of winter wheat, respectively. And then the Weight Optimization Combination (WOC) method is utilized to integrate the models by calculating optimized weights to form the combining model. It is proved that the combining model with WOC exhibits better performance with the slightly higher determination coefficient R-2 in comparison with each single yield models with four different VIs, respectively. The analysis of comparing the weights in the combining model with WOC indicates that the two VIs, SR and NDWI are more sensitive to winter wheat yield than the other two during the winter wheat jointing stage. The preliminary results of coupling the WOC method with remote sensing imply that WOC can be used to improve the accuracy of yield estimation based on remote sensing.
引用
收藏
页码:284 / 292
页数:9
相关论文
共 50 条
  • [1] The Estimation of Winter Wheat Yield Based on MODIS Remote Sensing Data
    Huang, Linsheng
    Yang, Qinying
    Liang, Dong
    Dong, Yansheng
    Xu, Xingang
    Huang, Wenjiang
    COMPUTER AND COMPUTING TECHNOLOGIES IN AGRICULTURE V, PT II, 2012, 369 : 496 - +
  • [2] Winter Wheat Yield Estimation Based on UAV Hyperspectral Remote Sensing Data
    Tao H.
    Xu L.
    Feng H.
    Yang G.
    Yang X.
    Niu Y.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2020, 51 (07): : 146 - 155
  • [3] Estimation of winter wheat yield by using remote sensing data and crop model
    Guo, Jianmao
    Zheng Tengfei
    Qi, Wang
    Jia, Yang
    Shi Junyi
    Zhu Jinhui
    REMOTE SENSING AND MODELING OF ECOSYSTEMS FOR SUSTAINABILITY IX, 2012, 8513
  • [4] Estimation of crop yield based on weight optimization combination and multi-temporal remote sensing data
    Xu, Xingang
    Wang, Jihua
    Huang, Wenjiang
    Li, Cunjun
    Yang, Xiaodong
    Gu, Xiaohe
    Nongye Gongcheng Xuebao/Transactions of the Chinese Society of Agricultural Engineering, 2009, 25 (09): : 137 - 142
  • [5] Remote sensing based estimation system for winter wheat yield in North China Plain
    Liu H.
    Yang X.
    Wang N.
    Chinese Geographical Science, 1999, 9 (1) : 40 - 48
  • [6] REMOTE SENSING BASED ESTIMATION SYSTEM FOR WINTER WHEAT YIELD IN NORTH CHINA PLAIN
    刘红辉
    杨小唤
    王乃斌
    Chinese Geographical Science, 1999, (01) : 40 - 48
  • [7] ANALYSIS OF INFLUENCING FACTORS ON WINTER WHEAT YIELD ESTIMATIONS BASED ON A MULTISOURCE REMOTE SENSING DATA FUSION
    Li, Yan
    Ren, Yan Zhao
    Gao, Wan Lin
    Tao, Sha
    Jia, Jing Dun
    Liu, Xin Liang
    APPLIED ENGINEERING IN AGRICULTURE, 2021, 37 (05) : 991 - 1003
  • [8] Assimilating SAR and optical remote sensing data into WOFOST model for improving winter wheat yield estimation
    Zhuo, Wen
    Huang, Jianxi
    Li, Li
    Huang, Ran
    Gao, Xinran
    Zhang, Xiaodong
    Zhu, Dehai
    2018 7TH INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS (AGRO-GEOINFORMATICS), 2018, : 547 - 551
  • [9] Improved Winter Wheat Yield Estimation by Combining Remote Sensing Data, Machine Learning, and Phenological Metrics
    Li, Shiji
    Huang, Jianxi
    Xiao, Guilong
    Huang, Hai
    Sun, Zhigang
    Li, Xuecao
    REMOTE SENSING, 2024, 16 (17)
  • [10] Yield Estimation of Winter Wheat Based on Optimization of Growth Stages by Multi-temporal UAV Remote Sensing
    Wang J.
    Li C.
    Zhuo Y.
    Tan H.
    Hou Y.
    Yan H.
    Nongye Jixie Xuebao/Transactions of the Chinese Society for Agricultural Machinery, 2022, 53 (09): : 197 - 206