Mr Sonny Bailey

PhD Researcher

Biological and Environmental Sciences Stirling

Mr Sonny Bailey

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Research

Iceberg detection Iceberg properties Physics of icebergs Backscattering Synthetic Aperture Radar (SAR) SAR polarimetry Climate change Polar environments Ocean applications using SAR

My PhD focusesd on remote sensing of synthetic aperture radar (SAR) to detect icebergs in the Arctic and understanding the backscattering mechanisms that different iceberg properties may induce, thus affecting the image acquisition/resolution. In the wider picture this research is important because icebergs are huge hazards to ships and maritime influences, and climate change is likely to result in a higher flux of icebergs. In particular, the project focuses on polarimetric SAR analysis of icebergs. Polarimetric SAR concerns the orientation of electromagnetic pulses to a target.

My first publication focused on polarimetric behaviour of icebergs in Greenland, using polarimetric decomposition techniques to exploit target characteristics. This research showed that icebergs cannot be classified as single targets, partial, targets, or a group of single targets. Results also showed that target entropy is not sufficient as a standalone parameter to classify Arctic icebergs.

My second publication focused on detection performance of icebergs in Greenland, using six state-of-the-art detector algorithms that were previously applied to ship detection, but which are applied on an iceberg dataset for the first time. These detectors are the Dual Intensity Ratio Anomaly Detector, Notch Filter, Polarimetric Match Filter, Reflection Symmetry Detector, Polarimetric Whitening Filter (PWF) and Optimal Polarimetric Detector (OPD). This research was conducted in two scenarios: open ocean and in sea-ice. The resutls showed that the best detection performance came from the OPD and PWF using a quad-pol mode.

In the future I would like to look at expanding my research by delving deep into other ocean and cryospheric applications.

Outputs (4)

Outputs

Conference Proceeding

Bailey J, Marino A & Akbari V (2021) Comparison of target detectors to identify icebergs in Quad- Polarimetric SAR Alos-2 images. In: International Geoscience and Remote Sensing Symposium (IGARSS). 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS, Brussels, Belgium, 11.07.2021-16.07.2021. Piscataway, NJ, USA: Institute of Electrical and Electronics Engineers Inc. pp. 5223-5226. https://doi.org/10.1109/IGARSS47720.2021.9554230


Conference Proceeding

Bailey J, Marino A & Akbari V (2021) Determining Iceberg Scattering Mechanisms in Greenland Using Quad Pol ALOS-2 SAR Data. In: 2021 IEEE International Geoscience and Remote Sensing Symposium IGARSS. IGARSS 2021 - 2021 IEEE International Geoscience and Remote Sensing Symposium, Brussels, Belgium, 11.07.2021-16.07.2021. Piscataway, NJ, USA: IEEE. https://doi.org/10.1109/igarss47720.2021.9553540


Teaching

Teaching

Currently working towards an Associate Fellow of the Higher Education Academy.