Assessment of Paddy Rice Height: Sequential Inversion of Coherent and Incoherent Models

被引:17
作者
Yuzugullu, Onur [1 ,2 ]
Erten, Esra [3 ,4 ]
Hajnsek, Irena [1 ,5 ]
机构
[1] Swiss Fed Inst Technol, Inst Environm Engn, CH-8093 Zurich, Switzerland
[2] AgriCircle AG, CH-8640 Rapperswil Jona, Switzerland
[3] Istanbul Tech Univ, Geomat Engn, TR-34469 Istanbul, Turkey
[4] Open Univ, Sch Environm Earth & Ecosyst Sci, Milton Keynes MK7 6AA, Bucks, England
[5] German Aerosp Ctr, Microwaves & Radar Inst, D-82234 Wessling, Germany
关键词
Agriculture; copolar; height estimation; metamodel; polarimetry; polarimetric interferometry; synthetic aperture radar (SAR); stochastic approach; POLARIMETRIC SAR INTERFEROMETRY; X-BAND SAR; ELECTROMAGNETIC-WAVE SCATTERING; POLYNOMIAL CHAOS EXPANSIONS; TANDEM-X; CROP HEIGHT; AGRICULTURAL CROPS; POLSAR DATA; VEGETATION; FIELDS;
D O I
10.1109/JSTARS.2018.2844798
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper investigates the evolution of canopy height of rice fields for a complete growth cycle. For this purpose, copolar interferometric Synthetic Aperture Radar (Pol-InSAR) time series data were acquired during the large across-track baseline (>1 km) science phase of the TanDEM-X mission. The height of rice canopies is estimated by three different model-based approaches. The first approach evaluates the inversion of the Random Volume over Ground (RVoG) model. The second approach evaluates the inversion of a metamodel-driven electromagnetic backscattering model by including a priori morphological information. The third approach combines the previous two processes. The validation analysis was carried out using the Pol-InSAR and ground measurement data acquired between May and September in 2015 over rice fields located in Ipsala district of Edirne, Turkey. The results of presented height estimation algorithms demonstrated the advantage of Pol-InSAR data. The combined RvoG model and EM metamodel height estimation approach provided rice canopy heights with errors less than 20 cm for the complete growth cycle.
引用
收藏
页码:3001 / 3013
页数:13
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