کنفرانس مهندسی برق ایران

صفحه اصلی / سی و سومین کنفرانس بین المللی مهندسی برق

Devloping a clustering routing algorithm based on the efficient hybrid methodology for WSN performance optimization

نویسندگان :

Neda Mazloomi¹ Sajad Haghzad Klidbary²

1- University of Zanjan 2- University of Zanjan

کلمات کلیدی :

Wireless Sensor Network (WSN)،Genetic Algorithm (GA)،Decision Tree،Ant Colony Optimization (ACO)،Butterfly Optimization Algorithm (BOA)

چکیده :

Wireless sensor networks (WSNs) play a crucial role in environmental, security, and health monitoring, but they face significant challenges, including energy consumption and routing complexity. This paper introduces a novel optimization approach for WSNs using four intelligent algorithms: decision tree, genetic algorithm (GA), butterfly optimization algorithm (BOA), and ant colony optimization (ACO). These algorithms contribute to reducing energy consumption and enhancing network performance, particularly in clustering and routing. Simulation results demonstrate that the proposed method outperforms other algorithms, such as LEACH, DEEC, and HEED, in terms of reducing energy consumption and increasing the number of packets transmitted to the base station. The overall improvement of the proposed method over the best performing algorithm, HEED, is approximately 16.7% in terms of increasing the total residual energy. Regarding the number of alive nodes, the proposed method also outperforms other approaches, showing an improvement of about 9.6% compared to HEED. Specifically, while HEED transmitted about 2.9 units of packets, the proposed method transmits approximately 3.8 packets to the base station, representing a 31% improvement. These results indicate that the proposed method not only manages energy more effectively but also significantly enhances the data transmission efficiency to the base station, thus improving the overall performance of the WSN in terms of both energy efficiency and network reliability.

لیست مقالات

لیست مقالات بایگانی شده

Optimization of a three-phase Induction Motor for Electric Vehicles Based on Hook-Jews Optimization Method

Arash Mousaei - Naghi Rostami - Mohammad Bagher Bannae Sharifian

شناسایی کمپلکس ‎های پروتئینی با رویکرد خوشه ‎بندی EM و با استفاده از داده ‎های زیستی

مریم مولی وردیخانی - سعید جلیلی

Design and Application of a Five-Level Cross-Switched Inverter in Low-Voltage Distribution System Voltage Compensation

Mohammad Farhadi-kangarlu - Yousef Neyshabouri - Asra Sotudeh

Wind-Robust Sea-Ice Discrimination from Sentinel-1 Texture Features

Parsa Shamsaddini - Ahmad Keshavarz - Stefano Zecchetto

Contextual and Spectral Feature Fusion Using Local Binary Graph for Hyperspectral Images Classification

Zahra Farmahini Farahani - Hassan Ghassemian - Maryam Imani

Suppressing the shuttle effect through Fe,Mn Dual atom Catalyst in Li-S Battery

Leila Sadeghbeigy - Donna Rashidi - Ebrahim Nadimi

Energy Efficiency of UAV-based mmWave-mMIMO Systems Using Low-Precision ADCs

Sogol Moshirvaziri - Jamshid َAbouei

On the Correction of the Boundary Deformation Errors in Microwave Imaging With Spatial Priors

Seyyed Mohammad Hosseini - Amir Ahmad Shishegar

An Interactive Intelligent Gaming System for Movement Rehabilitation in Hemiparetic CP Children: A Case Study

Reza Zaker Tavallaei - Sepehr Foroughi - Ghazal Mohammadzadeh Ahmad abadi - Seyyed Ali Raeisussadat - Seyyed Sajjad Heydarnia - Zeynab Sadat Seyyedi - Hamid Reza Kobravi - Mehran Beiraghi Toosi - Narges Hashemi - Javad Akhondian

A Time-Based Analogue-to-Digital Converter for ECG Applications

Atiyeh Karimlou - Mohammad Yavari

بیشتر