TITLE

Development of Energy Efficient Routing Protocol in Wireless Sensor Networks using Probabilistic Neural Network (ERPPNN)

AUTHOR(S)
Mariappan, E.; Paramasivan, B.
PUB. DATE
July 2014
SOURCE
Australian Journal of Basic & Applied Sciences;Jul2014, Vol. 8 Issue 10, p302
SOURCE TYPE
Academic Journal
DOC. TYPE
Article
ABSTRACT
Background: A wireless sensor network consists of a number of sensors spreading across a geographical area. The performance of the network suffers as the number of nodes grows in network becomes difficult to manage. It is essential that the network be able to self-organize. Clustering is an efficient technique to address the network scalability problem. Objective: We proposed a Probabilistic Neural Network (PNN) model to classify the sensor nodes in networks into minimum Weighted Connected Dominated Sets (WCDS) which consists of nodes having more connectivity and higher energy. The PNN consists of shrinking the hidden layers which is accomplished by performing K-means clustering on the training data of each WCDS separately. The means of the resultant clusters are presented in each class or cluster, instead of presenting energy parameter of all the sensor nodes in networks in the hidden layer nodes. Load balancing is achieved by selecting WCDS as random basis. The training parameter and WCDS are derived based on nodes having more connectivity and higher energy. Results :This technique achieved better results when the transmission range is short and equal performance when the transmission range becomes larger. The results show that it is important to select a suitable transmission range to make the network stable and to extend the lifespan of the network.. Conclusion: ERPPNN enhances the energy efficiency of the sensor nodes by selecting optimal WCDS consists minimum hops and higher energy sensor node and also provides effective routing that increase network lifetime.
ACCESSION #
97368494

 

Related Articles

  • GHHECR Protocol for Energy Conserving Routing in Sensor Networks.  // International Journal of Computer Applications;Jan2011, Vol. 13, p1 

    The article presents the energy conserving routing protocol Group Head Hierarchical Energy Conserving Routing (GHHECR) for Sensor Networks to achieve energy conservation. It explores the neural network based determination of group head from the competitive nodes. It notes that an arbitrary data...

  • EBK-Means: A Clustering Technique based on Elbow Method and K-Means in WSN. Bholowalia, Purnima; Kumar, Arvind // International Journal of Computer Applications;Nov2014, Vol. 105 Issue 1-18, p17 

    WSN consist of hundreds of thousands of small and cost effective sensor nodes. Sensor nodes are used to sense the environmental or physiological parameters like temperature, pressure, etc. For the connectivity of the sensor nodes, they use wireless transceiver to send and receive the inter-node...

  • Analysis of Selective Routing Strategies for Fault Tolerance In Wireless Sensor Networks. Christy, Fleena; Sarma Dhulipala, V. R. // International Journal on Computer Science & Engineering;May2012, Vol. 4 Issue 5, p749 

    Wireless sensor networks are intended to have large number of sensor nodes which are widely deployed in a distributed environment. Steep increase in number of nodes, which is a deviant to WSN eventually, affects the communication capability of the network as it raises the scalability issue. This...

  • The Research Progress of Cluster based Routing Protocols in Mobile Ad-hoc Networks. Jing WU; Xiao-Ju WANG // Advanced Materials Research;2014, Vol. 988, p729 

    At present, cluster based routing protocols have been the main solution of routing scalability problem in mobile ad-hoc networks. Based on the deep research on cluster based routing protocols, cluster based routing protocols were divided into two parts. The research progress of the main routing...

  • Energy Efficient Hierarchy-based Clustering Routing Protocol for Wireless Sensor Networks. Neogi, Subhrendu Guha; Bhaskar, Anand A.; Chakrabarti, Prasun // International Journal of Computer Applications;Jun2014, Vol. 95, p1 

    Wireless sensor network (WSN) consisting of a large number of sensor nodes is effective for gathering data in a variety of environments. Since the sensors operate on battery of limited power, it is a challenging task to design an efficient routing scheme which can minimize the delay while...

  • Effect of Scalability on Aodv, Dsr and Zrp Routing Protocols for Manet's. Mittal, Shaily; Kaur, Prabhjot // International Journal on Recent Trends in Engineering & Technolo;May2010, Vol. 3 Issue 1, p45 

    This paper aims to compare performance of some routing protocols for Mobile Ad-Hoc networks (MANET's) in different network sizes. A Mobile Ad-Hoc Network (MANET) is a collection of wireless mobile nodes forming a temporary network without using any centralized access point, infrastructure, or...

  • Overhead-controlled contention-based routing for VANETs. Sadeghian, Hooman; Farahani, Ali; Abbaspour, Maghsoud // International Journal of Research & Reviews in Computer Science;Aug2014, Vol. 6 Issue 2, p118 

    Routing of VANETs is a challenging issue that has attracted many attentions of researchers recently. Contention based routing protocols have good congruity with high mobility of nodes in this kind of networks. Prevention from forwarding duplicate packets is an important challenge in such routing...

  • Comparative Analysis of QoS-Aware Routing Protocols for Wireless Sensor Networks. Naveen Kumar, V.; Siva Sankar, K.; Srinivasa Rao, L.; Santhi Prabha, I. // Innovative Systems Design & Engineering;2012, Vol. 3 Issue 4, p1 

    The main ability of wireless sensor networks (WSNs) is communicating and sensing between nodes, which are deployed in a wide area with a large number of nodes. Wireless sensor networks are composed of a large number of sensor nodes with limited energy resources. One critical issue in wireless...

  • A Traffic-Aware Key Management Architecture for Reducing Energy Consumption in Wireless Sensor Networks. Kousalya, C. Gnana; Raja, J.; Mala, G. S. Anandha // International Journal of Network Security (2152-5064);Jul2010, Vol. 1 Issue 2, p51 

    In Wireless Sensor Networks (WSNs), most of the existing key management schemes, establish shared keys for all pairs of neighbor sensor nodes without considering the communication between these nodes. When the number of sensor nodes in WSNs is increased then each sensor node is to be loaded with...

Share

Read the Article

Courtesy of THE LIBRARY OF VIRGINIA

Sorry, but this item is not currently available from your library.

Try another library?
Sign out of this library

Other Topics