Directional routing and scheduling for green vehicular delay tolerant networks
Citations
414 citations
Cites background from "Directional routing and scheduling ..."
...In the related works, the typical learning algorithms, such as Q-learning, collaborative reinforcement learning (CRL), and combined Q-learning and transfer learning [104]–[106], are employed....
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191 citations
Cites background from "Directional routing and scheduling ..."
...Other areas in the wireless networks includes MAC protocols in WSN and underwater sensor networks [20], routing and scheduling for green vehicular delay tolerant networks [21], service configuration and traffic distribution in composite radio environments [22] and trust management for internet of things [23]....
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187 citations
Cites methods from "Directional routing and scheduling ..."
...A hybrid method with forwarding and replication was presented to speed up the learning process according to the traffic pattern [28]....
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148 citations
Cites methods from "Directional routing and scheduling ..."
...RL has been applied to a large number of problems such as communications [36]–[39], vehicular networks [40], and...
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133 citations
Cites background from "Directional routing and scheduling ..."
...resource-constrained vehicle tries to cooperate in the energyconsuming task of message delivery, achieving the optimal reward by sacrificing the minimum cost [5]–[7]....
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References
37,989 citations
"Directional routing and scheduling ..." refers background in this paper
...According to [31], the Nash equilibrium NashQi is the agent i’s payoff in state s for the selected equilibrium, which is with equilibrium strategy p 1 p m for the stage game (Q1(s) Qm(s))computed from Formula (16)....
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4,355 citations
"Directional routing and scheduling ..." refers background or result in this paper
...protocol [11] is a naive flooding, but it wastes resources and degrade the network performance....
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...We compare our DRSS with epidemic [11] and modified Dijkstra algorithm [18]....
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3,511 citations
2,736 citations
"Directional routing and scheduling ..." refers background in this paper
...[2] suggest that delay-tolerant applications can take advantage of node mobility to significantly optimize the network capacity....
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...tolerant routing mechanism [2]....
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2,712 citations