scispace - formally typeset
Open AccessJournal ArticleDOI

Soft Computing Strategies for Optimized Route Selection in Wireless Sensor Network

Wang Haoxiang, +1 more
- Vol. 2, Iss: 1, pp 1-12
Reads0
Chats0
TLDR
The paper presents the performance analysis of the evolutionary algorithms such as Genetic Algorithm, Ant lion optimization, Particle swarm optimization and Ant colony optimization and evaluates the routes obtained using the fuzzy Petri Net model to find out the optimal route for the wireless sensor networks.
Abstract
The routing in the wireless sensor networks has significant part in enhancing the functioning of the network as the improper routing methodologies and the routing deteriorates the energy of the sensor networks, affecting the lifespan of the network, leading to link failures and the connectivity problems. The necessity to improve the network performance is the main focus of the paper, so the paper presents the performance analysis of the evolutionary algorithms such as Genetic Algorithm, Ant lion optimization, Particle swarm optimization and Ant colony optimization and evaluates the routes obtained using the fuzzy Petri Net model, to find out the optimal route for the wireless sensor networks. The simulation through the python in terms of the some resource validates the optimal path in terms of energy, network life time and the packet delivery ratio.

read more

Citations
More filters
Journal ArticleDOI

Intelligent and Adaptive Multi-Objective Optimization in WANET Using Bio Inspired Algorithms

TL;DR: The intelligent and an adaptive routing employing the bio inspired genetic bee colony algorithm and the ant colony optimization to have optimized energy utilization maximizing the longevity of the network is proposed.
Journal ArticleDOI

Design of Hybrid Energy Management System for Wireless Sensor Networks in Remote Areas

TL;DR: The paper proposes a hybrid energy management system for wireless sensor networks (WSNs) connected in remote areas and it analyses the performance of theEnergy management system in terms of amount of energy can be generated for a battery source.
Journal ArticleDOI

Process Mining Error Detection for Securing the IoT System

TL;DR: A prototype of the novel architecture that is used to determine the performance of the IoT system by means of real-time input from the industries by extensive experimentation is proposed.
Journal ArticleDOI

A Novel Hybrid Routing Algorithm with Two Fish Approach in Wireless Sensor Networks

N. Bhalaji
TL;DR: This work proposes a safe monitoring and routing protocol that incorporates Artificial intelligence on the basis of Authentication and Encryption Model and shows that it proves to be more efficient when compared to other routing and monitoring methods.
Journal ArticleDOI

MC-SVM Based Work Flow Preparation in Cloud with Named Entity Identification

TL;DR: The algorithm developed enhances the resource allocation process, by performing a simultaneous and dynamic allocation/reallocation of named entities to the resources of the cloud satisfying the demands in the performance and cost.
References
More filters
Journal ArticleDOI

Particle Swarm Optimization in Wireless-Sensor Networks: A Brief Survey

TL;DR: Issues in WSNs are outlined,PSO is introduced, and its suitability for WSN applications is discussed, and a brief survey of how PSO is tailored to address these issues is presented.
Journal ArticleDOI

An Improved Routing Algorithm Based on Ant Colony Optimization in Wireless Sensor Networks

TL;DR: Simulation results show that new ant algorithm can effectively save the energy of nodes and prolong the network lifetime.
Journal ArticleDOI

Qos optimization of energy efficient routing in iot wireless sensor networks

TL;DR: The proposed methodology that uses the concatenation of clustering with neural and simple fuzzy rule based system supported by the shortest route determination to provide with an energy efficient and enhanced routing capabilities for IOT with WSNs ensures to have a route entrenchment with reduced power consumption and improvised QOS metrics.
Journal ArticleDOI

Genetic Algorithm Application in Optimization of Wireless Sensor Networks

TL;DR: The present survey tries to exert a comprehensive improvement in all operational stages of a WSN including node placement, network coverage, clustering, and data aggregation and achieve an ideal set of parameters of routing and application based WSN.
Journal ArticleDOI

Performance evaluation of routing algorithm for manet based on the machine learning techniques

TL;DR: A routing method developed based on the reinforcement learning, exploiting the node information’s to establish a route that is short and stable, to minimize the energy consumption, transmission delay, and improve the delivery ratio of the packets, enhancing the throughput.