Estimating Wheat Yield in China at the Field and District Scale from the Assimilation of Satellite Data into the Aquacrop and Simple Algorithm for Yield (SAFY) Models

文献类型： 外文期刊

第一作者： Silvestro, Paolo Cosmo

作者： Silvestro, Paolo Cosmo;Casa, Raffaele;Pignatti, Stefano;Pascucci, Simone;Yang, Hao;Li, Zhenhai;Yang, Guijun;Huang, Wenjiang

作者机构：

关键词： leaf area index (LAI);canopy cover (CC);Landsat 8;HJ1A/B;artificial neural network (ANN);ensemble Kalman filter (EnKF);particle swarm optimization (PSO)

期刊名称：REMOTE SENSING （ 影响因子：4.848； 五年影响因子：5.353 ）

ISSN： 2072-4292

年卷期： 2017 年 9 卷 5 期

页码：

收录情况： SCI

摘要： Accurate yield estimation at the field scale is essential for the development of precision agriculture management, whereas at the district level it can provide valuable information for supply chain management. In this paper, Huan Jing (HJ) satellite HJ1A/B and Landsat 8 Operational Land Imager (OLI) images were employed to retrieve leaf area index (LAI) and canopy cover (CC) in the Yangling area (Central China). These variables were then assimilated into two crop models, Aquacrop and simple algorithm for yield (SAFY), in order to compare their performances and practicalities. Due to the models' specificities and computational constraints, different assimilation methods were used. For SAFY, the ensemble Kalman filter (EnKF) was applied using LAI as the observed variable, while for Aquacrop, particle swarm optimization (PSO) was used, using canopy cover (CC). These techniques were applied and validated both at the field and at the district scale. In the field application, the lowest relative root-mean-square error (RRMSE) value of 18% was obtained using EnKF with SAFY. On a district scale, both methods were able to provide production estimates in agreement with data provided by the official statistical offices. From an operational point of view, SAFY with the EnKF method was more suitable than Aquacrop with PSO, in a data assimilation context.

分类号：

  • 相关文献

[1]DEVELOPMENT OF FARMLAND DROUGHT ASSESSMENT TOOLS BASED ON THE ASSIMILATION OF REMOTELY SENSED CANOPY BIOPHYSICAL VARIABLES INTO CROP WATER RESPONSE MODELS. Casa, R.,Silvestro, P. C.,Yang, H.,Yang, G.,Pignatti, S.,Pascucci, S.,Yang, H.,Yang, G.. 2015

[2]Comparison of three empirical methods for water depth mapping with case study of Pratas Island. Chen, Ailian,Zhu, Boqin,Zhu, Boqin. 2015

[3]AN ASSESSMENT OF SURFACE SOIL MOISTURE BASED ON IN SITU OBSERVATIONS AND LANDSAT 8 REMOTE SENSING DATA. Ma, Chunya,Chen, Zhen,Huang, Xiuqiao,Ma, Chunya,Wang, Jinglei,Chen, Zhifang,Liu, ZhanDong. 2017

[4]Winter wheat yield estimation based on multi-source medium resolution optical and radar imaging data and the AquaCrop model using the particle swarm optimization algorithm. Jin, Xiuliang,Jin, Xiuliang,Li, Zhenhai,Yang, Guijun,Yang, Hao,Feng, Haikuan,Xu, Xingang,Wang, Jihua,Jin, Xiuliang,Li, Zhenhai,Yang, Guijun,Yang, Hao,Feng, Haikuan,Xu, Xingang,Wang, Jihua,Li, Xinchuan,Luo, Juhua.

[5]Estimating Winter Wheat Leaf Area Index From Ground and Hyperspectral Observations Using Vegetation Indices. Xie, Qiaoyun,Huang, Wenjiang,Zhang, Bing,Dong, Yingying,Xie, Qiaoyun,Chen, Pengfei,Song, Xiaoyu,Pascucci, Simone,Pignatti, Stefano,Laneve, Giovanni. 2016

[6]INTEGRATION OF MULTI-RESOLUTION DATA FOR CROP LAI ESTIMATION BASED ON CONTINUOUS WAVELET. Dong, Yingying,Wang, Jihua,Li, Cunjun,Yang, Guijun,Xu, Xingang,Zhao, Jinling,Huang, Wenjiang. 2012

[7]Comparison and Analysis of Data Assimilation Algorithms for Predicting the Leaf Area Index of Crop Canopies. Dong, Yingying,Wang, Jihua,Wang, Huifang,Li, Cunjun,Yang, Guijun,Wang, Qian,Liu, Feng,Zhao, Jinling,Huang, Wenjiang,Huang, Wenjiang. 2013

[8]Leaf Area Index Estimation Using Vegetation Indices Derived From Airborne Hyperspectral Images in Winter Wheat. Xie, Qiaoyun,Huang, Wenjiang,Liang, Dong,Huang, Linsheng,Zhang, Dongyan,Chen, Pengfei,Wu, Chaoyang,Yang, Guijun,Zhang, Jingcheng. 2014

[9]Evaluation of MODIS land cover and LAI products in cropland of North China plain using in situ measurements and landsat TM images. Yang, Peng,Shibasaki, Ryosuke,Wu, Wenbin,Zhou, Qingbo,Chen, Zhongxin,Zha, Yan,Shi, Yun,Tang, Huajun. 2007

[10]A New Method for LAI Spatial Scaling based on Gaussian Distribution Theory. Dong, Yingying,Wang, Jihua,Li, Cunjun,Xu, Xingang,Zhao, Jinling,Wang, Huifang,Huang, Wenjiang. 2012

[11]Comparison and Analysis of Data Upscaling Schemes for Predicting Crop Leaf Area Index. Dong, Yingying,Feng, Haikuan,Wang, Jihua,Li, Cunjun,Yang, Guijun,Huang, Wenjiang,Dong, Yingying,Wang, Jihua. 2012

[12]A model with leaf area index and apple size parameters for 2.4 GHz radio propagation in apple orchards. Guo, Xiu-ming,Guo, Xiu-ming,Yang, Xin-ting,Chen, Mei-xiang,Li, Ming,Wang, Yan-an.

[13]Jointly Assimilating MODIS LAI and ET Products Into the SWAP Model for Winter Wheat Yield Estimation. Huang, Jianxi,Ma, Hongyuan,Su, Wei,Zhang, Xiaodong,Huang, Jianxi,Ma, Hongyuan,Su, Wei,Zhang, Xiaodong,Huang, Yanbo,Fan, Jinlong,Wu, Wenbin. 2015

[14]Assessment of the MODIS LAI Product Using Ground Measurement Data and HJ-1A/1B Imagery in the Meadow Steppe of Hulunber, China. Li, Zhenwang,Tang, Huan,Xin, Xiaoping,Zhang, Baohui,Wang, Dongliang. 2014

[15]Estimation of regional crop yield by assimilating multi-temporal TM images into crop growth model. Yang, Peng,Zhou, Qingbo,Chen, Zhongxin,Zha, Yan,Wu, Wenbin,Shibasaki, Ryosuke. 2006

[16]Comparisons of MODIS LAI products and LAI estimates derived from Landsat TM. Yang, Peng,Chen, Zhongxin,Zhou, Qingbo,Zha, Yan,Wu, Wenbin,Shibasaki, Ryosuke. 2006

[17]Integrating a very fast simulated annealing optimization algorithm for crop leaf area index variational assimilation. Dong, Yingying,Zhao, Chunjiang,Yang, Guijun,Chen, Liping,Wang, Jihua,Feng, Haikuan,Dong, Yingying,Zhao, Chunjiang.

作者其他论文 更多>>

微信小程序