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Mobile agents for route planning in Internet of Things using Markov decision process

conference contribution
posted on 2018-12-07, 00:00 authored by Yousefi Shamim, Derakhshan Farnaz, Ayub BokaniAyub Bokani
Using mobile agents for data aggregation in ad-hoc networks is a promising approach and gains more popularity every day. However, these agents need an efficient rout planning to optimize the quality of service (QoS) which is a very challenging task in such uncertain environment. Numerous previous works have presented different schemes for route planning of mobile agents in wireless sensor networks. Similarly, some other approaches have proposed the use of mobile agents for data aggregation in the Internet of Things (IoT). However, current approaches for route planning of mobile agents do not satisfy the requirements of the internet of things, due to the mobile and heterogeneous IoT nodes. In this paper, we propose an intelligent rout planning that enables mobile agents in IoT systems to make the best decision for selecting the next node in different moments. We use Markov Decision Process (MDP) as the underlying optimization model, which is well-known on its effectiveness to optimize decision making under uncertainty. In this model, we consider the distance between the nodes from each other, the distance between the nodes and the sink, residual energy of the nodes and the priority of them as the MDP parameters. Our proposed method could improve the energy consumption of IoT nodes and the life time of the system. Furthermore, our proposed method tries to maximize the reliability of the network and enhances data transmission delay.

History

Start Page

303

End Page

307

Number of Pages

5

Start Date

2018-08-12

Finish Date

2018-08-15

eISSN

2575-2677

ISSN

2575-2693

ISBN-13

9781538664100

Location

Oshawa, ON, Canada

Publisher

IEEE

Place of Publication

Piscataway, NJ

Peer Reviewed

  • Yes

Open Access

  • No

External Author Affiliations

University of Tabriz, Iran

Era Eligible

  • Yes

Name of Conference

6th IEEE International Conference on Smart Energy Grid Engineering (SEGE 2018)

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