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A Probabilistic VDTN Routing Scheme Based on Hybrid Swarm-Based Approach
- Source :
- Future Internet, Vol 12, Iss 192, p 192 (2020), Future Internet, Volume 12, Issue 11, Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos), Agência para a Sociedade do Conhecimento (UMIC)-FCT-Sociedade da Informação, instacron:RCAAP
- Publication Year :
- 2020
- Publisher :
- MDPI AG, 2020.
-
Abstract
- The probabilistic Delay Tolerant Network (DTN) routing has been adjusted for vehicular network (VANET) routing through numerous works exploiting the historic routing profile of nodes to forward bundles through better Store-Carry-and-Forward (SCF) relay nodes. In this paper, we propose a new hybrid swarm-inspired probabilistic Vehicular DTN (VDTN) router to optimize the next-SCF vehicle selection using the combination of two bio-metaheuristic techniques called the Firefly Algorithm (FA) and the Glowworm Swarm Optimization (GSO). The FA-based strategy exploits the stochastic intelligence of fireflies in moving toward better individuals, while the GSO-based strategy mimics the movement of glowworm towards better area for displacing and food foraging. Both FA and GSO are executed simultaneously on each node to track better SCF vehicles towards each bundle&rsquo<br />s destination. A geography-based recovery method is performed in case no better SCF vehicles are found using the hybrid FA&ndash<br />GSO approach. The proposed FA&ndash<br />GSO VDTN scheme is compared to ProPHET and GeoSpray routers. The simulation results indicated optimized bundles flooding levels and higher profitability of combined delivery delay and delivery probability.
- Subjects :
- Delay-tolerant networking
Router
probabilistic DTN routing
Computer Networks and Communications
Computer science
Distributed computing
ProPHET
Glowworm swarm optimization
Firefly algorithm
02 engineering and technology
Next-SCF vehicle selection
law.invention
swarm-based approaches
Relay
law
0202 electrical engineering, electronic engineering, information engineering
Firefly Algorithm
Probabilistic DTN routing
Vehicular ad hoc network
lcsh:T58.5-58.64
lcsh:Information technology
ComputerSystemsOrganization_COMPUTER-COMMUNICATIONNETWORKS
Probabilistic logic
VDTNs
020206 networking & telecommunications
Glowworm Swarm Optimization
Flooding (computer networking)
020201 artificial intelligence & image processing
next-SCF vehicle selection
Swarm-based approaches
Subjects
Details
- Language :
- English
- ISSN :
- 19995903
- Volume :
- 12
- Issue :
- 192
- Database :
- OpenAIRE
- Journal :
- Future Internet
- Accession number :
- edsair.doi.dedup.....014ebbf00f9513aa85f1accb3a043ec3