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Retrieval of agricultural crop height from space: A comparison of SAR techniques

Erten, Esra and Lopez-Sanchez, Juan M. and Yuzugullu, Onur and Hajnsek, Irena (2016) Retrieval of agricultural crop height from space: A comparison of SAR techniques. Remote Sensing of Environment, 187, 130 -144. Elsevier. doi: 10.1016/j.rse.2016.10.007. ISSN 0034-4257.

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Official URL: http://www.sciencedirect.com/science/article/pii/S0034425716303790


This paper deals with the retrieval of agricultural crop height from space by using multipolarization Synthetic Aperture Radar (SAR) images. Coherent and incoherent crop height estimation methods are discussed for the first time with a unique TanDEM-X dataset acquired over rice cultivation areas. Indeed, with its polarimetric and interferometric capabilities, the TanDEM-X mission enables the tracking of crop height through interferometric SAR (InSAR), polarimetric interferometric SAR (PolInSAR) and the inversion of radiative transfer-based backscattering model. The paper evaluates the three aforementioned techniques simultaneously with a data set acquired in September 2014 and 2015 over rice fields in Turkey during their reproductive stage. The assessment of the absolute height accuracy and the limitations of the approaches are provided. In-situ measurements conducted in the same cultivation periods are used for validation purposes. The PolInSAR and morphological backscattering model results showed better performance with low RMSEs (12 and 13 cm) compared to the differential InSAR result having RMSE of 18 cm. The spatial baseline, i.e. the distance between satellites, is a key parameter for coherent methods such as InSAR and PolInSAR. Its effect on the absolute height accuracy is discussed using TanDEM-X pairs separated by a baseline of 101.7m and 932m. Although the InSAR based approach is demonstrated to provide sufficient crop height accuracy, the availability of a precise vegetation-free digital elevation model and a structurally dense crop are basic requirements for achieving high accuracy. The PolInSAR approach provides reliable crop height estimation if the spatial baseline is large enough for the inversion. The impact of increasing spatial baseline on the absolute accuracy of the crop height estimation is evident for both methods. However, PolInSAR is more cost-efficient, e.g. there is no need for phase unwrapping and any external vegetation free surface elevation data. Instead, the usage of radiative transfer based backscattering models provides not only crop height but also other biophysical properties of the crops with consistent accuracy. The efficient retrieval of crop height with backscattering model is achieved by metamodelling, which makes the computational cost of backscattering inversion comparable to the ones of the coherent methods. However, effectiveness depends on not only the backscattering model, but also the integration of agronomic crop growth rules. Motivated by these results, a combination of backscattering and PolInSAR inversion models would provide a successful method of future precision farming studies.

Item URL in elib:https://elib.dlr.de/107972/
Document Type:Article
Title:Retrieval of agricultural crop height from space: A comparison of SAR techniques
AuthorsInstitution or Email of AuthorsAuthor's ORCID iD
Erten, Esraeth zürichUNSPECIFIED
Lopez-Sanchez, Juan M.university of alicanteUNSPECIFIED
Yuzugullu, Onureth zürichUNSPECIFIED
Hajnsek, Irenadlr/hr, eth zürichUNSPECIFIED
Date:15 December 2016
Journal or Publication Title:Remote Sensing of Environment
Refereed publication:Yes
Open Access:No
Gold Open Access:No
In ISI Web of Science:Yes
DOI :10.1016/j.rse.2016.10.007
Page Range:130 -144
Series Name:Elsevier
Keywords:Height estimation; TanDEM-X; Rice; Synthetic Aperture Radar; PolSAR; Interferometry; PolInSAR; Metamodel; Agriculture
HGF - Research field:Aeronautics, Space and Transport
HGF - Program:Space
HGF - Program Themes:Earth Observation
DLR - Research area:Raumfahrt
DLR - Program:R EO - Earth Observation
DLR - Research theme (Project):R - Security-relevant Earth Observation
Location: Oberpfaffenhofen
Institutes and Institutions:Microwaves and Radar Institute > Radar Concepts
Deposited By: Radzuweit, Sibylle
Deposited On:18 Nov 2016 11:51
Last Modified:10 Jan 2019 15:50

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