An Adaptive Adjustment Algorithm for Scattering Units of GNSS Ocean Reflected Signals

The Global Navigation Satellite System (GNSS) reflected signals change with the physical characteristics of the reflected surface, which are different from GNSS signals. Therefore, the reflected signals are suitable in remote sensing field. The simulation of GNSS reflected signals is a branch of GNSS Reflectometry (GNSS-R). In most of the previous studies, the scattering area is solidified and equally spaced and the amount of calculation will increase. In this paper, the influence of different scene configurations on the size of the scattering unit is analyzed, and an adaptive adjustment algorithm for the scattering unit is proposed by using RBF neural network model, which can adjust adaptively according to the scene configuration parameters. The proposed algorithm meets the requirements in accuracy and takes only 0.09 of the theoretical model time. On the basis of ensuring the simulation accuracy of the model, the calculation efficiency is greatly improved.

[1]  James L. Garrison,et al.  A Statistical Model and Simulator for Ocean-Reflected GNSS Signals , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[2]  Manuel Martín-Neira,et al.  Revisiting the GNSS-R Waveform Statistics and Its Impact on Altimetric Retrievals , 2018, IEEE Transactions on Geoscience and Remote Sensing.

[3]  Weiqiang Li,et al.  Sea-State Observation Using Reflected BeiDou GEO Signals in Frequency Domain , 2016, IEEE Geoscience and Remote Sensing Letters.

[4]  Valery U. Zavorotny,et al.  Scattering of GPS signals from the ocean with wind remote sensing application , 2000, IEEE Trans. Geosci. Remote. Sens..

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

[6]  Randall Rose,et al.  The CYGNSS nanosatellite constellation hurricane mission , 2012, 2012 IEEE International Geoscience and Remote Sensing Symposium.

[7]  Hyuk Park,et al.  End-to-end simulator for Global Navigation Satellite System Reflectometry space mission , 2010, 2010 IEEE International Geoscience and Remote Sensing Symposium.

[8]  Adriano Camps,et al.  An Efficient Algorithm to the Simulation of Delay–Doppler Maps of Reflected Global Navigation Satellite System Signals , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[9]  Tong Lee,et al.  Analysis of GNSS-R Altimetry for Mapping Ocean Mesoscale Sea Surface Heights Using High-Resolution Model Simulations , 2016, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing.

[10]  Salvatore D'Addio,et al.  Stochastic Modeling and Simulation of Delay–Doppler Maps in GNSS-R Over the Ocean , 2016, IEEE Transactions on Geoscience and Remote Sensing.

[11]  James L. Garrison,et al.  An improved geometrical optics model for bistatic GPS scattering from the ocean surface , 2005, IEEE Transactions on Geoscience and Remote Sensing.