Data Gathering Optimization Using ACO and Genetic Algorithm in WSN
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
www.ijsr.net | Open Access | Fully Refereed | Peer Reviewed International Journal

ISSN: 2319-7064



Downloads: 67

Research Paper | Computer Science & Engineering | India | Volume 10 Issue 3, March 2021

Data Gathering Optimization Using ACO and Genetic Algorithm in WSN

Shabir Ur Rashid, Mrigana Walia

The Wireless Sensor Network (WSN) is a series of sensor nodes that detect, process and transmit information about any sensing area. In order to increase network lifetimes during data processing, various energy-efficient protocols are of great importance. The parameter that is important in a sensor network for protocols is its knowledge of energy. The distance of nodes from the base station and inter-nodal differences in the network are the reasons that influence unequal energy dissipation between the nodes. The planned protocol should therefore be energy efficient and stable to deal with. Elegant solutions to the problem are given by PEGASIS, which creates a chain using a greedy algorithm. In this article, we first use the greedy chain to introduce PEGASIS and then use the Genetic Algorithm to create the data routing chain, which uses its crossover and mutation operators and finds an optimised data collection routing route. For the same amount of nodes, the Genetic Algorithm increases the network lifespan. Extensive simulations are performed and on the basis of energy consumption and number of rounds, the effects of PEGASIS and GA are compared with each other.

Keywords: data gathering, PEGASIS, Genetic Algorithm, Ant colony optimization

Edition: Volume 10 Issue 3, March 2021

Pages: 262 - 265

Share this Article

How to Cite this Article?

Shabir Ur Rashid, Mrigana Walia, "Data Gathering Optimization Using ACO and Genetic Algorithm in WSN", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SR21226092807, Volume 10 Issue 3, March 2021, 262 - 265

Enter Your Email Address




Similar Articles with Keyword 'data gathering'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 991 - 996

Review on Various Data Gathering Techniques Using Artificial Intelligence

Varsha Kumari, Preeti Sondhi

Share this Article

Downloads: 107

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014

Pages: 1503 - 1509

Automatic Clustering Subspace for High Dimensional Categorical Data Using Neuro-Fuzzy Classification

R. Mahalingam, S. Omprakash

Share this Article

Similar Articles with Keyword 'PEGASIS'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 991 - 996

Review on Various Data Gathering Techniques Using Artificial Intelligence

Varsha Kumari, Preeti Sondhi

Share this Article

Downloads: 108

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 8, August 2014

Pages: 721 - 724

Performance Improvement in a Wireless Sensor Network by Reduction Chain Complexity using Honey Bee Optimization

Parul Mittal, Paramjeet Singh

Share this Article

Similar Articles with Keyword 'Genetic Algorithm'

Downloads: 156

Research Paper, Computer Science & Engineering, India, Volume 6 Issue 11, November 2017

Pages: 338 - 384

Managing Uncertainty in Supply Chain Operating Cost Using Genetic Algorithm

Dr. Niju P. Joseph, Dr. Priyanka Surendran

Share this Article

Downloads: 66

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 12, December 2020

Pages: 1334 - 1337

Mutation Testing Techniques in Software Testing: A Review

Dushyant Singh, Parulpreet Singh

Share this Article

Similar Articles with Keyword 'Ant colony optimization'

Downloads: 107

Comparative Studies, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015

Pages: 1865 - 1867

Improved the Correctness and Reduce the Error of DBSCAN using Ant Colony Optimization

Subodh Shrivastava, Brajesh Patel

Share this Article

Downloads: 109

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014

Pages: 2527 - 2534

A Perceptual Evaluation of Optimization Algorithms and Iterative Method for E-Commerce

Nikhat Akhtar, Dr. Devendera Agarwal

Share this Article

Similar Articles with Keyword 'data'

Downloads: 502 | Monthly Hits: ⮙7

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020

Pages: 1454 - 1458

Heart Disease Prediction with Machine Learning Approaches

Megha Kamboj

Share this Article

Downloads: 83

Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020

Pages: 1626 - 1628

Image Noise Reduction with Autoencoder using Tensor Flow

Jai Sehgal, Dr Yojna Arora

Share this Article

Similar Articles with Keyword 'gathering'

Downloads: 1

Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 991 - 996

Review on Various Data Gathering Techniques Using Artificial Intelligence

Varsha Kumari, Preeti Sondhi

Share this Article

Downloads: 2 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Research Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021

Pages: 1118 - 1123

Music Recommendation System

Nipun Prakash Gupta, Durgesh Kumar

Share this Article



Top