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Joint Gateway Selection and Resource Allocation for Cross-Tier Communication in Space-Air-Ground Integrated IoT Networks
- Source :
- IEEE Access, Vol 9, Pp 4303-4314 (2021)
- Publication Year :
- 2021
- Publisher :
- IEEE, 2021.
-
Abstract
- Leveraging unmanned aerial vehicles (UAVs) as relays, the space-air-ground integrated Internet of Things (SAG-IoT) networks can provide wireless access services to the connected devices with high data rate, high flexibility, and wide coverage. However, besides bringing lots of benefits, the SAG-IoT systems also face many challenges due to the high mobility, unreliable satellite links, and limited resources. Especially, when multiple UAVs act relays for cross-tier communication to transfer the collected data from ground network tier to the satellite tier, how to select an appropriate number of UAVs as gateways to improve system spectral efficiency (SE) is an important issue. To the best of our knowledge, it is an entirely new problem since most existing works utilize all UAVs as relay nodes and neglect the spectrum allocation. Toward this end, we present this paper to discuss the joint optimization problem of gateway selection, bandwidth allocation, and UAV deployment with the objective of maximizing the system SE. A Dinkelbach method based iterative algorithm is proposed as our solution by alternately adopting simulated annealing and successively convex programming technologies. Experimental results show that our designed joint optimization schemes are able to significantly improve the system SE and can make optimal decisions of gateway selection, bandwidth allocation, as well as UAV deployment.
- Subjects :
- Optimization problem
General Computer Science
Computer science
ComputerApplications_COMPUTERSINOTHERSYSTEMS
02 engineering and technology
Frequency allocation
law.invention
0203 mechanical engineering
Relay
law
Default gateway
0202 electrical engineering, electronic engineering, information engineering
cross-tier communication
Wireless
General Materials Science
Resource management
Space-air-ground integrated IoT networks
business.industry
General Engineering
020206 networking & telecommunications
020302 automobile design & engineering
Spectral efficiency
spectral efficiency
Bandwidth allocation
gateway selection
Resource allocation
lcsh:Electrical engineering. Electronics. Nuclear engineering
business
lcsh:TK1-9971
Computer network
Subjects
Details
- Language :
- English
- ISSN :
- 21693536
- Volume :
- 9
- Database :
- OpenAIRE
- Journal :
- IEEE Access
- Accession number :
- edsair.doi.dedup.....24e0fadee669ada677ba5d4d2f901709