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Satellite Edge Computing for Real-Time and Very-High Resolution Earth Observation

Authors: Israel Leyva-Mayorga; Marc Martinez-Gost; Marco Moretti; Ana Pérez-Neira; Miguel Ángel Vázquez; Petar Popovski; Beatriz Soret;

Satellite Edge Computing for Real-Time and Very-High Resolution Earth Observation

Abstract

In real-time and high-resolution Earth observation imagery, Low Earth Orbit (LEO) satellites capture images that are subsequently transmitted to ground to create an updated map of an area of interest. Such maps provide valuable information for meteorology or environmental monitoring, but can also be employed in near-real time operation for disaster detection, identification, and management. However, the amount of data generated by these applications can easily exceed the communication capabilities of LEO satellites, leading to congestion and packet dropping. To avoid these problems, the Inter-Satellite Links (ISLs) can be used to distribute the data among the satellites for processing. In this paper, we address an energy minimization problem based on a general satellite mobile edge computing (SMEC) framework for real-time and very-high resolution Earth observation. Our results illustrate that the optimal allocation of data and selection of the compression parameters increase the amount of images that the system can support by a factor of 12 when compared to directly downloading the data. Further, energy savings greater than 11% were observed in a real-life scenario of imaging a volcanic island, while a sensitivity analysis of the image acquisition process demonstrates that potential energy savings can be as high as 92%.

To be published in IEEE Transactions on Communications

Keywords

FOS: Computer and information sciences, 550, Satellites, Energia -- Consum, Satèl·lits artificials en ciències de la terra, FOS: Physical sciences, Satellite communications, satellite imagery, Computer Science - Networking and Internet Architecture, Image resolution, satellite mobile edge computing (SMEC), Real-time systems, Instrumentation and Methods for Astrophysics (astro-ph.IM), Networking and Internet Architecture (cs.NI), Earth observation, Satellite mobile edge computing (SMEC), Image coding, Satellite imagery, Earth, Satellite mobile edge computing (SMEC)., Low Earth Orbit (LEO), Àrees temàtiques de la UPC::Enginyeria de la telecomunicació::Radiocomunicació i exploració electromagnètica::Satèl·lits i ràdioenllaços, Low earth orbit satellites, Energy consumption, Task analysis, leo satellite communications, Earth observation; low earth orbit (LEO) satellite communications; satellite imagery; satellite mobile edge computing (SMEC), Astrophysics - Instrumentation and Methods for Astrophysics, Artificial satellites in earth sciences

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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