880 research outputs found
Synthetic Aperture Radar (SAR) Meets Deep Learning
This reprint focuses on the application of the combination of synthetic aperture radars and depth learning technology. It aims to further promote the development of SAR image intelligent interpretation technology. A synthetic aperture radar (SAR) is an important active microwave imaging sensor, whose all-day and all-weather working capacity give it an important place in the remote sensing community. Since the United States launched the first SAR satellite, SAR has received much attention in the remote sensing community, e.g., in geological exploration, topographic mapping, disaster forecast, and traffic monitoring. It is valuable and meaningful, therefore, to study SAR-based remote sensing applications. In recent years, deep learning represented by convolution neural networks has promoted significant progress in the computer vision community, e.g., in face recognition, the driverless field and Internet of things (IoT). Deep learning can enable computational models with multiple processing layers to learn data representations with multiple-level abstractions. This can greatly improve the performance of various applications. This reprint provides a platform for researchers to handle the above significant challenges and present their innovative and cutting-edge research results when applying deep learning to SAR in various manuscript types, e.g., articles, letters, reviews and technical reports
Marine Monitoring Program quality assurance and quality control manual 2018-19
[Extract] This manual describes the quality assurance and quality control (QA/QC) processes undertaken as part of the Great Barrier Reef Marine Park Authority’s Marine Monitoring Program (MMP) activities associated with the annual technical reports for the 2018–19 monitoring year. The MMP is a collaborative effort that relies on effective partnerships between governments, industry, community, scientists and managers. A conceptual model was used to identify indicators linking water quality and ecosystem health which were refined in consultation with monitoring providers and independent experts. The Great Barrier Reef Marine Park Authority (the Marine Park Authority) is responsible for the management of the MMP in partnership with monitoring providers
THE ROLE OF THE ROV WITHIN INTEGRATED GEOTECHNICAL AND HYDROGRAPHIC SITE INVESTIGATION
The acquisition of marine survey data is traditionally undertaken from surface vessels including
boats and temporary rigs. Translation of these techniques to the nearshore zone is a complex task
and requires equipment adaptation and. often the sacrifice of data coverage. The remotely operated
vehicle (ROV) offers the potential for overcoming some of the standard nearshore survey Concems,
providing remote intervention and data acquisition in areas of restricted access.
In situ testing is the most efficient and reliable method of acquiring data with minimal sediment
disturbance effects. Research has been undertaken into the viability of nearshore cone penetration
testing (CPT) which has shown the T-Bar flow round penetrometer to be a possible solution. Data
could be acquired in sediments with undrained shear strengths of up to 300 kPa from a bottom
crawling ROV weighing 260 kgf and measuring 1 m in length by 0.6 m in width. The collection of
sediment cores may be necessary in areas requiring ground truthing for geophysical or in situ
investigations. A pneumatic piston corer has been designed and manufactured and is capable of
collecting sediment cores up to 400 mm in length, 38 mm in diameter, in sediment with undrained
shear strength of 17 kPa. To ascertain additional sediment characteristics in situ, a resistivity subbottom
profiling system has also been designed and tested and allows for discrimination between
sediment types ranging in size from gravel to silt.
The integration of equipment and testing procedures can be fiirther developed through the use of
integrated data management approaches such as geographical information systems (GIS). An offthe-
shelf GIS, Arclnfo 8, was used to create a GIS containing typical nearshore data using the Dart
estuary as a case study location.Britannia Royal Naval Colleg
Examination of local movement and migratory behavior of sea turtles during spring and summer along the Atlantic Coast off the Southeastern United States : final project report
Loggerhead sea turtles inhabiting coastal waters along the southeastern United States represent the progeny of multiple rookeries. Tagging studies of nesting female loggerheads suggest that most return to the same beaches in successive breeding seasons and it is widely accepted that most females return to their natal regions to nest. The focus of the in-water survey was modified to intensively target one small trawling area to: (1) examine the effect of intensive trawling on recapture rates and (2) quickly obtain an adequate sample size of turtles to outfit with satellite transmitters. This annual report highlights the major findings for research activities primarily carried out during 2009
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