Spaceborne GNSS-R Sea Ice Detection Using Delay-Doppler Maps: First Results From the U.K. TechDemoSat-1 Mission

In this paper, a scheme is presented for detecting sea ice from Global Navigation Satellite System-Reflectometry (GNSS-R) delay-Doppler maps (DDM). Less spreading along delay and Doppler axes were observed in the DDMs of sea ice relative to those of seawater. This enables us to distinguish sea ice from seawater through studying the values of various DDM observables, which describe the extent of DDM spreading. The area associated with a DDM that results in an observable below or above a threshold value will be classified as covered by sea ice and seawater, respectively. In particular, this study applies an adaptive incoherent summation to each DDM with efforts to increase signal-to-noise ratio and avoid the averaging between DDMs collected over surfaces of different types. Accordingly, an adaptive threshold is employed for the derived observable based on the incoherent summation interval for its corresponding DDM. The proposed sea ice detection method is tested with five different DDM observables. Through comparing DDM observable-based detection results with ground-truth sea ice data, the feasibility of this method is validated with an accuracy of up to 99.73% based on the pixel number observable.

[1]  Weimin Huang,et al.  GNSS-R Delay-Doppler Map Simulation Based on the 2004 Sumatra-Andaman Tsunami Event , 2016, J. Sensors.

[2]  Hyuk Park,et al.  Oil slicks detection using GNSS-R , 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium.

[3]  Weimin Huang,et al.  Tsunami Detection and Parameter Estimation From GNSS-R Delay-Doppler Map , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[4]  Adriano Camps,et al.  Airborne GNSS-R Wind Retrievals Using Delay–Doppler Maps , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[5]  Christopher Ruf,et al.  Spaceborne GNSS-R Minimum Variance Wind Speed Estimator , 2014, IEEE Transactions on Geoscience and Remote Sensing.

[6]  Mick Hamer,et al.  The polar road to riches , 2006 .

[7]  Scott Gleason,et al.  Towards Sea Ice Remote Sensing with Space Detected GPS Signals: Demonstration of Technical Feasibility and Initial Consistency Check Using Low Resolution Sea Ice Information , 2010, Remote. Sens..

[8]  Zhang Yun,et al.  Detection of Bohai Bay Sea Ice Using GPS-Reflected Signals , 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[9]  Weimin Huang,et al.  An Algorithm for Sea-Surface Wind Field Retrieval From GNSS-R Delay-Doppler Map , 2014, IEEE Geoscience and Remote Sensing Letters.

[10]  Simone Pettinato,et al.  Monitoring sea-ice and dry snow with GNSS reflections , 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

[11]  Seymour W. Laxon,et al.  Sea ice altimeter processing scheme at the EODC , 1994 .

[12]  Manuel Martín-Neira,et al.  Mitigation of Direct Signal Cross-Talk and Study of the Coherent Component in GNSS-R , 2015, IEEE Geoscience and Remote Sensing Letters.

[13]  X. Qu,et al.  Surface Contribution to Planetary Albedo Variability in Cryosphere Regions , 2005 .

[14]  Weimin Huang,et al.  Dual Antenna Space-Based GNSS-R Ocean Surface Mapping: Oil Slick and Tropical Cyclone Sensing , 2015, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[15]  David G. Barber,et al.  Summer Sea Ice Concentration, Motion, and Thickness Near Areas of Proposed Offshore Oil and Gas Development in the Canadian Beaufort Sea – 2009 , 2013 .

[16]  Maurizio Migliaccio,et al.  Reconstruction of the Normalized Radar Cross Section Field From GNSS-R Delay-Doppler Map , 2014, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[17]  C. Zuffada,et al.  First spaceborne observation of sea surface height using GPS‐Reflectometry , 2016 .

[18]  S. Gleason,et al.  Remote sensing of ocean, ice and land surfaces using bistatically scattered GNSS signals from low Earth orbit , 2006 .

[19]  Adriano Camps,et al.  Correction of the Sea State Impact in the L-Band Brightness Temperature by Means of Delay-Doppler Maps of Global Navigation Satellite Signals Reflected Over the Sea Surface , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[20]  Rashmi Shah,et al.  Demonstrating soil moisture remote sensing with observations from the UK TechDemoSat‐1 satellite mission , 2016 .

[21]  P. Axelrad,et al.  Sea ice remote sensing using surface reflected GPS signals , 2000, IGARSS 2000. IEEE 2000 International Geoscience and Remote Sensing Symposium. Taking the Pulse of the Planet: The Role of Remote Sensing in Managing the Environment. Proceedings (Cat. No.00CH37120).

[22]  Penina Axelrad,et al.  Bistatic Scattering of GPS Signals Off Arctic Sea Ice , 2010, IEEE Transactions on Geoscience and Remote Sensing.

[23]  Weimin Huang,et al.  Sea ice detection from GNSS-R Delay-Doppler Map , 2016, 2016 17th International Symposium on Antenna Technology and Applied Electromagnetics (ANTEM).

[24]  Philip Jales,et al.  Spaceborne GNSS reflectometry for ocean winds: First results from the UK TechDemoSat‐1 mission , 2015 .

[25]  Hyuk Park,et al.  Ocean Surface's Scattering Coefficient Retrieval by Delay–Doppler Map Inversion , 2011, IEEE Geoscience and Remote Sensing Letters.

[26]  M. Martín-Neira A pasive reflectometry and interferometry system (PARIS) application to ocean altimetry , 1993 .