Banca de QUALIFICAÇÃO: PÂMELLA REGINA FERNANDES DA COSTA

Uma banca de QUALIFICAÇÃO de MESTRADO foi cadastrada pelo programa.
STUDENT : PÂMELLA REGINA FERNANDES DA COSTA
DATE: 16/09/2021
TIME: 09:30
LOCAL: videoconferência https://www.youtube.com/channel/UCCBwJxTIfyeGmQSqDLK6duw
TITLE:

Neural Networks applied on GPR data to create predictive GPR profiles

KEY WORDS:

Predictive GPR Profile; Deep Convolutional Neural Networks; Style Transfer; Video Frame Interpolation.

PAGES: 15
BIG AREA: Ciências Exatas e da Terra
AREA: Geociências
SUMMARY:

This work proposes a new methodology for the creation of Predictive GPR Profiles, which are virtual radar images, built from deep Convolutive Neural Networks. Contents and styles are extracted from the original GPR profiles and combined with a loss function applying the technique: (i) Style Transfer, and characteristics of the GPR profiles obtained in the form of kernels involved with real data: (ii) Frame Interpolation. In this proposal, GPR profiles were acquired in outcrops analogous reservoirs encompassing different geological contexts and imaging depositional, deformational and karstic features.

BANKING MEMBERS:
Externo ao Programa - 2579664 - ALLAN DE MEDEIROS MARTINS
Presidente - 1161652 - FRANCISCO PINHEIRO LIMA FILHO
Externo à Instituição - JOÃO ANDRADE DOS REIS JÚNIOR - UFRA