fdmg: fault detection method by using genetic algorithm in clustered wireless sensor networks

Authors

a. ghaffari

s. nobahary

abstract

wireless sensor networks (wsns) consist of a large number of sensor nodes which are capable of sensing different environmental phenomena and sending the collected data to the base station or sink. since sensor nodes are made of cheap components and are deployed in remote and uncontrolled environments, they are prone to failure; thus, maintaining a network with its proper functions even when undesired events occur is necessary which is called fault tolerance. hence, fault management is essential in these networks. in this paper, a new method has been proposed with particular attention to fault tolerance and fault detection in wsn. the performance of the proposed method was simulated in matlab. the proposed method was based on majority vote which can detect permanently faulty sensor nodes with high detection. accuracy and low false alarm rate were excluded them from the network. to investigate the efficiency of the new method, the researchers compared it with chen, lee, and hybrid algorithms. simulation results indicated that the novel proposed method has better performance in parameters such as detection accuracy (da) and a false alarm rate (far) even with a large set of faulty sensor nodes.

Upgrade to premium to download articles

Sign up to access the full text

Already have an account?login

similar resources

FDMG: Fault detection method by using genetic algorithm in clustered wireless sensor networks

Wireless sensor networks (WSNs) consist of a large number of sensor nodes which are capable of sensing different environmental phenomena and sending the collected data to the base station or Sink. Since sensor nodes are made of cheap components and are deployed in remote and uncontrolled environments, they are prone to failure; thus, maintaining a network with its proper functions even when und...

full text

Intrusion Detection in Wireless Sensor Networks using Genetic Algorithm

Wireless sensor networks, due to the characteristics of sensors such as wireless communication channels, the lack of infrastructure and targeted threats, are very vulnerable to the various attacks. Routing attacks on the networks, where a malicious node from sending data to the base station is perceived. In this article, a method that can be used to transfer the data securely to prevent attacks...

full text

intrusion detection in wireless sensor networks using genetic algorithm

wireless sensor networks, due to the characteristics of sensors such as wireless communication channels, the lack of infrastructure and targeted threats, are very vulnerable to the various attacks. routing attacks on the networks, where a malicious node from sending data to the base station is perceived. in this article, a method that can be used to transfer the data securely to prevent attacks...

full text

fault location in power distribution networks using matching algorithm

چکیده رساله/پایان نامه : تاکنون روش‏های متعددی در ارتباط با مکان یابی خطا در شبکه انتقال ارائه شده است. استفاده مستقیم از این روش‏ها در شبکه توزیع به دلایلی همچون وجود انشعاب‏های متعدد، غیر یکنواختی فیدرها (خطوط کابلی، خطوط هوایی، سطح مقطع متفاوت انشعاب ها و تنه اصلی فیدر)، نامتعادلی (عدم جابجا شدگی خطوط، بارهای تک‏فاز و سه فاز)، ثابت نبودن بار و اندازه گیری مقادیر ولتاژ و جریان فقط در ابتدای...

An Energy Efficient Clustering Method using Bat Algorithm and Mobile Sink in Wireless Sensor Networks

Wireless sensor networks (WSNs) consist of sensor nodes with limited energy. Energy efficiency is an important issue in WSNs as the sensor nodes are deployed in rugged and non-care areas and consume a lot of energy to send data to the central station or sink if they want to communicate directly with the sink. Recently, the IEEE 802.15.4 protocol is employed as a low-power, low-cost, and low rat...

full text

Improving Energy Consumption by Using Cluster Based Routing Algorithm in Wireless Sensor Networks

Multi-path is favorite alternative for sensor networks, as it provides an easy mechanism to distributetraffic, as well as considerate fault tolerance. In this paper, a new clustering based multi path routingprotocol namely ECRR (Energy efficient Cluster based Routing algorithm for improving Reliability) isproposed, which is a new routing algorithm and guarantees the achievement to required QoS ...

full text

My Resources

Save resource for easier access later


Journal title:
journal of ai and data mining

Publisher: shahrood university of technology

ISSN 2322-5211

volume 3

issue 1 2015

Hosted on Doprax cloud platform doprax.com

copyright © 2015-2023