IEEE GRSS Shanghai Chapter invited Akira Hirose to hold a talk on Advanced
Neural Information Processing in Interferometric Synthtic Aperture Radar
(InSAR) and Polarimetric SAR (PolSAR)
12 December 2016
Date & Time: December 12 (Mon), 2016,
10:00-11:45
Place: Lecture Room, Fudan University, Shanghai, China
Host: Dr. Feng Xu (IEEE GRSS Shanghai Chapter)
Title: hAdvanced Neural Adaptive Processing in Interferometric and Polarimetric
Radar Imagingh
The lecture was held in Lecture Room, Fudan
University, Shanghai, China. About 25 audience attended 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 the students of Fudan University majoring
Electrical Engineering. Moreover, more than half of them are working on InSAR
and PolSAR presently to pursue Ph.D. or Master degree. In the lecture, first I
focused on the use of complex-valued neural networks (CVNN) in adaptive
filtering of interferograms and ground penetrating radars (GPRs). As is often
the case, 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. Then I extended the
idea to the use of quaternion neural networks in PolSAR applications. In the
free talk after the lecture, many young students expressed their strong
interest in these approaches discussed there.