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Underwater Mediterranean image analysis based on the compute continuum paradigm

Michele Ferrari, Daniele D’Agostino, Jacopo Aguzzi, Simone Marini

2024Future Generation Computer Systems11 citationsDOIOpen Access PDF

Abstract

Human activity depends on the oceans for food, transportation, leisure, and many more purposes. Oceans cover 70% of the Earth’s surface, but most of them are unknown to humankind. This is the reason why underwater imaging is a valuable resource asset to Marine Science. Images are acquired with observing systems, e.g. autonomous underwater vehicles or underwater observatories, that presently transmit all the raw data to land stations. However, the transfer of such an amount of data could be challenging, considering the limited power supply and transmission bandwidth of these systems. In this paper, we discuss these aspects, and in particular how it is possible to couple Edge and Cloud computing for effective management of the full processing pipeline according to the Compute Continuum paradigm.

Topics & Concepts

Computer scienceUnderwaterCloud computingPipeline (software)Raw dataHotspot (geology)Marine engineeringReal-time computingTelecommunicationsData scienceRemote sensingGeologyOceanographyOperating systemEngineeringProgramming languageGeophysicsUnderwater Vehicles and Communication SystemsImage Enhancement TechniquesAdvanced Neural Network Applications
Underwater Mediterranean image analysis based on the compute continuum paradigm | Litcius