Determination Of Optimal Number Of Clusters In Wireless Sensor Networks

TL;DR

This paper analyzes energy consumption in wireless sensor networks and proposes a non-uniform cluster head election model, UEPEM, which reduces energy usage by about 21% compared to uniform models, especially with more rings.

Contribution

It introduces the UEPEM model that elects cluster heads based on distance, improving energy efficiency over existing uniform models.

Findings

UEPEM reduces energy consumption by 21% compared to EPEM.

Performance of UEPEM improves with more concentric rings.

Non-uniform cluster head election enhances network longevity.

Abstract

Prolonged network lifetime, scalability and efficient load balancing are essential for optimal performance of a wireless sensor network. Clustering provides an effective way of extending the lifetime of a sensor network. Clustering is the process that divides sensor networks into smaller localized group (called clusters) of members with a cluster head. Clustering protocols need to elect optimal number of clusters in hierarchically structured wireless sensor networks. Any clustering scheme that elects clusters uniformly (irrespective of the distance from Base Station) incurs excessive energy usage on clusters proximal and distant to Base Station. In single hop networks a gradual increment in the energy depletion rate is observed as the distance from the cluster head increases. This work focuses on the analysis of wasteful energy consumption within a uniform cluster head election model (EPEM) and provides an analytic solution to reduce the overall consumption of energy usage amongst the clusters elected in a wireless sensor network. A circular model of sensor network is considered, where the sensor nodes are deployed around a centrally located Base Station. The sensor network is divided into several concentric rings centred at the Base Station. A model, Unequal Probability Election Model (UEPEM), which elects cluster heads non-uniformly is proposed. The probability of cluster head election depends on the distance from the Base Station. UEPEM reduces the overall energy usage by about 21% over EPEM. The performance of UEPEM improves as the number of rings is increased.