Proposal of biquaternion neural networks for coherent processing of polarization-and-phase information in PolSAR and PolInSAR

Y Otsuka, R Natsuaki, A Hirose - IGARSS 2023-2023 IEEE …, 2023 - ieeexplore.ieee.org
As the resolution of polarimetric synthetic aperture radar (PolSAR) and polarimetric
interferometric SAR (PolInSAR) data increases, coherent processing of polarization and …

Phasor quaternion neural network framework and its significance in Big SAR intelligence

A Hirose - 2021 International Conference on Emerging …, 2021 - ieeexplore.ieee.org
In this paper, first we overview the use of artificial intelligence (AI) in observation and data
processing in synthetic aperture radar (SAR). Then we discuss the function and significance …

Interferometric phase restoration using biquaternion neural networks in PolInSAR

Y Otsuka, R Natsuaki, A Hirose - 2023 8th Asia-Pacific …, 2023 - ieeexplore.ieee.org
Singular points (SPs) in interferometric synthetic aperture radar (InSAR) data hinder the
generation of accurate digital elevation models (DEMs). Since one of the main causes of …

Enhancement of polarization mechanism in pixel-by-pixel phase optimization in polinsar

Y Otsuka, R Natsuaki, A Hirose - IGARSS 2019-2019 IEEE …, 2019 - ieeexplore.ieee.org
When we process PolSAR data by machine learning to analyze vegetation, it is necessary to
know how polarization changes by scattering. In order to clarify the physical mechanisms of …

Adaptive Subsurface Imaging based on Peak Phase-Profile: The Significance in Separation of Scattering Phase from Propagation Phase

A Hirose, S Shimomura - 2021 Asia-Pacific Signal and …, 2021 - ieeexplore.ieee.org
This paper discusses the separation of scattering phase and propagation phase in radar
systems. Recently we proposed a novel radar imaging scheme using complex-valued self …

Singularity-spreading phase unwrapping: Its basic idea and the influence of time and space discreteness on the dynamics

A Hirose - 2018 Asia-Pacific Signal and Information Processing …, 2018 - ieeexplore.ieee.org
This paper discusses the background and the characteristic bases of singularity-spreading
phase unwrapping (SSPU), a powerful and calculation-efficient method to unwrap two …

Big SAR data processing: Topographic and vegetation/land-use discovery for SAR data structurization

A Hirose - 2019 6th Asia-Pacific Conference on Synthetic …, 2019 - ieeexplore.ieee.org
The big synthetic aperture radar (SAR) data era of earth observation depends more and
more on deep learning and other data mining technologies. Since SAR data is coherent …