Optimization of spatial sampling schemes and elements for estimating farmland area
文献类型: 外文期刊
第一作者: Dong Zhaoxia
作者: Dong Zhaoxia;Wang Di;Zhou Qingbo;Chen Zhongxin
作者机构:
关键词: farmland area;spatial sampling;sampling quadrate size;sampling efficiency
期刊名称:2015 FOURTH INTERNATIONAL CONFERENCE ON AGRO-GEOINFORMATICS
ISSN: 2334-3168
年卷期: 2015 年
页码:
收录情况: SCI
摘要: Information on crop sown acreage is an important basis for a big agricultural country like China to formulation of national food policies and economic planning. The accuracy statistics of the crop planting area helps the macro decision-making departments a lot in tracing the condition of crop production and making proper management measures. Currently, sampling combine with remote sensing techniques is often used in conducting statistics and monitoring of the crop planting areas at regional scale. Scholars both at home and abroad have achieved very great success in the process of sampling research and study on the crop planting areas. However, some defects still exist in the process and indicate in two aspects: one is that the optimization design for elements (mainly size of samples) of space sampling have not been realized; the other is that the selection of sampling methods tend to be simple and lack of the comparison of various sampling techniques, and the optimization of spatial sampling schemes have not been realized. [Objective] experiments were conducted to optimize spatial sampling scheme and elements for estimating crop area. [Method] in the experiments, total farmland area in Beijing City was regarded as sampling population and Remote Sensing (RS), Geographic Information Systems (GIS) and classic sampling methods were applied as the study method in order to make an optimization on spatial sampling scheme and elements for crop planting areas estimation. This study adopted the Moran command in ARCGIS to calculate the global spatial autocorrelation (Moran I) and drew a scatter plot for different pixel scale and corresponding Moran I and analyzed the relationship between them. Eventually, 8 sampling quadrate size were selected. Then, 4 sampling methods (simple random sampling, systematic sampling and stratified sampling) were used to estimate farmland area. [Result] the experimental results demonstrated that, when the relative error and the cost of sampling (shown through the sample capacity) are served as the evaluation indicators of sampling efficiency, the sampling efficiency of stratified sampling (the stratification symbol was the ration of farmland accounting for a gird area) was the highest (the average sampling error was 0.8%; sample capacity varied from 17 to 43), and then that of systematic sampling was the higher, the efficiency of simple random sampling was the lowest among 4 sampling methods. [Conclusion] the sampling error from the sampling frame which the sampling survey unit was a sampling quadrate with the size of 5000mx5000m was the least among 8 sampling quadrate size. This research can provide a theoretical basis for improving the system of spatial sampling survey for crop sown acreage estimation.
分类号:
- 相关文献
作者其他论文 更多>>
-
Modeling the spatio-temporal changes in land uses and its impacts on ecosystem services in Northeast China over 2000-2050
作者:Xia Tian;Wu Wenbin;Zhou Qingbo;Yang Peng;Xia Tian;Tan Wenxia;Verburg, Peter H.;Ye Liming;Ye Liming
关键词:Northeast China; land use; spatio-temporal change; scenario; ecosystem service
-
Design of a spatial sampling scheme considering the spatial autocorrelation of crop acreage included in the sampling units
作者:Wang Di;Zhou Qing-bo;Yang Peng;Chen Zhong-xin
关键词:crop acreage; spatial autocorrelation; sampling unit; planting intensity; cultivated land fragmentation; ground slope
-
Cultivated land change in the Belt and Road Initiative region
作者:Chen Di;Yu Qiangyi;Hu Qiong;Xiang Mingtao;Zhou Qingbo;Wu Wenbin
关键词:spatio-temporal change; land conversion; intensification; multi-cropping; fragmentation; GlobeLand30
-
APPLICATION OF GF-1 DATA IN AGRICULTRAL MONITORING IN CHINA
作者:Chen Zhongxin;Zhou Qingbo;Liu Jia;Wang Limin;Teng Fei;Chen Zhongxin;Zhou Qingbo;Liu Jia;Wang Limin;Teng Fei
关键词:GF-1;CHEOS;agriculture;monitoring
-
Evaluation of CropSyst model embedded in BioMa platform in simulating the yield of winter wheat in North China
作者:Huang Qing;Liu Hang;Wu Wenbin;Chen Zhongxin
关键词:Biophysical model application;Modelling solutions;CropSys;Yield predition;Modeling Efficiency;Winter wheat;Huang-Huai-Hai Plain;North China
-
Comparison of spatial sampling schemes for crop sown acreage estimation in large-scale inventories
作者:Wang Di;Chen Zhongxin;Zhou Qingbo;Liu Jia
关键词:crop sown acreage;spatial sampling;Geostatistics;sampling efficiency;population extrapolation;error analysis
-
An overview of spatial sampling procedures for crop area estimation
作者:Wang Di;Dong Zhaoxia;Zhou Qingbo;Chen Zhongxin
关键词:spatial sampling;crop area;sampling unit size;sample layout;population extrapolation;list sampling