IEEE GRSS UAE Chapter invited Akira Hirose to hold a talk on Advanced Neural
Information Processing in Interferometric Synthtic Aperture Radar (InSAR)
and Polarimetric SAR (PolSAR)
27 November 2016
Date & Time: November 27 (Sun), 2016, 15:30-16:50
Place: Auditorium, Masdar Institute of Science and Technology, Abu Dhabi,
UAE
Host: Dr. Prashanth Murpu (IEEE GRSS UAE Chapter)
Title: hAdvanced Neural Adaptive Processing in Interferometric and Polarimetric Radar Imagingh
The lecture was held in The Auditorium, Masdar
Institute of Science and Technology, Abu Dhabi, UAE. About 20 audience gathered
to discuss the adaptive processing merits and its origin of complex-valued and
quaternion neural networks in Interferometric synthetic aperture radar (InSAR)
and polarimetric SAR (PolSAR). The audience was mostly from Masdar Institute of
Science and Technology and United Arab Emirates University (UAEU). In the
lecture, I focused on the use of complex-valued neural networks (CVNN) in
adaptive filtering of interferograms by considering the audience fields. The
audience expressed strong interest in the origin of the merits of
complex-valued neural networks, in particular in the generalization ability
suitable for wave information such as InSAR observation. Besides, on the next
day of the lecture, we also held technical discussion on subsidence and/or
upthrust evaluation with vast low coherence regions of dunes. We also discussed
the possibility of CVNN use for mapping underground gypsum layers under the
sand. Many young students were interested in the approaches discussed there.