Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks

In wireless sensor networks energy is a very important issue because these networks consist of lowpower sensor nodes. This paper proposes a new protocol to reach energy efficiency. The protocol has a different priority in energy efficiency as reducing energy consumption in nodes, prolonging lifetime...

Full description

Saved in:
Bibliographic Details
Main Authors: Farzad Kiani, Ehsan Amiri, Mazdak Zamani, Touraj Khodadadi, Azizah Abdul Manaf
Format: Article
Language:English
Published: Wiley 2015-03-01
Series:International Journal of Distributed Sensor Networks
Online Access:https://doi.org/10.1155/2015/618072
Tags: Add Tag
No Tags, Be the first to tag this record!
_version_ 1849397974161948672
author Farzad Kiani
Ehsan Amiri
Mazdak Zamani
Touraj Khodadadi
Azizah Abdul Manaf
author_facet Farzad Kiani
Ehsan Amiri
Mazdak Zamani
Touraj Khodadadi
Azizah Abdul Manaf
author_sort Farzad Kiani
collection DOAJ
description In wireless sensor networks energy is a very important issue because these networks consist of lowpower sensor nodes. This paper proposes a new protocol to reach energy efficiency. The protocol has a different priority in energy efficiency as reducing energy consumption in nodes, prolonging lifetime of the whole network, increasing system reliability, increasing the load balance of the network, and reducing packet delays in the network. In the new protocol is proposed an intelligent routing protocol algorithm. It is based on reinforcement learning techniques. In the first step of the protocol, a new clustering method is applied to the network and the network is established using a connected graph. Then data is transmitted using the Q -value parameter of reinforcement learning technique. The simulation results show that our protocol has improvement in different parameters such as network lifetime, packet delivery, packet delay, and network balance.
format Article
id doaj-art-a6118eeee61f4c829d6823ea2c8cb393
institution Kabale University
issn 1550-1477
language English
publishDate 2015-03-01
publisher Wiley
record_format Article
series International Journal of Distributed Sensor Networks
spelling doaj-art-a6118eeee61f4c829d6823ea2c8cb3932025-08-20T03:38:47ZengWileyInternational Journal of Distributed Sensor Networks1550-14772015-03-011110.1155/2015/618072618072Efficient Intelligent Energy Routing Protocol in Wireless Sensor NetworksFarzad Kiani0Ehsan Amiri1Mazdak Zamani2Touraj Khodadadi3Azizah Abdul Manaf4 Department of Computer Engineering, Faculty of Engineering and Natural Science, Istanbul Sabahattin Zaim University, Kucukcekmece, 34303 Istanbul, Turkey Department of Computer Engineering, Nourabad Mamasani Branch, Islamic Azad University, Nourabad, Mamasani 73517, Iran Advanced Informatics School, Universiti Teknologi Malaysia, 54100 Kuala Lumpur, Malaysia Malaysia-Japan International Institute of Technology, Universiti Teknologi Malaysia, 54100 Kuala Lumpur, Malaysia Advanced Informatics School, Universiti Teknologi Malaysia, 54100 Kuala Lumpur, MalaysiaIn wireless sensor networks energy is a very important issue because these networks consist of lowpower sensor nodes. This paper proposes a new protocol to reach energy efficiency. The protocol has a different priority in energy efficiency as reducing energy consumption in nodes, prolonging lifetime of the whole network, increasing system reliability, increasing the load balance of the network, and reducing packet delays in the network. In the new protocol is proposed an intelligent routing protocol algorithm. It is based on reinforcement learning techniques. In the first step of the protocol, a new clustering method is applied to the network and the network is established using a connected graph. Then data is transmitted using the Q -value parameter of reinforcement learning technique. The simulation results show that our protocol has improvement in different parameters such as network lifetime, packet delivery, packet delay, and network balance.https://doi.org/10.1155/2015/618072
spellingShingle Farzad Kiani
Ehsan Amiri
Mazdak Zamani
Touraj Khodadadi
Azizah Abdul Manaf
Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
International Journal of Distributed Sensor Networks
title Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
title_full Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
title_fullStr Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
title_full_unstemmed Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
title_short Efficient Intelligent Energy Routing Protocol in Wireless Sensor Networks
title_sort efficient intelligent energy routing protocol in wireless sensor networks
url https://doi.org/10.1155/2015/618072
work_keys_str_mv AT farzadkiani efficientintelligentenergyroutingprotocolinwirelesssensornetworks
AT ehsanamiri efficientintelligentenergyroutingprotocolinwirelesssensornetworks
AT mazdakzamani efficientintelligentenergyroutingprotocolinwirelesssensornetworks
AT tourajkhodadadi efficientintelligentenergyroutingprotocolinwirelesssensornetworks
AT azizahabdulmanaf efficientintelligentenergyroutingprotocolinwirelesssensornetworks