Abstract
Due to the usage of Internet in everything in our life, our environment is transformed into digital society, in which everything can be accessed from anywhere. This is the main concept of Internet of Things (IoT), which consists of intelligent devices connected together without location limitation. These devices can be sensors and actuators, which are used in environmental monitoring, home automation, disaster management and more. This is the definition of Wireless Sensor Network (WSN), which is considered a subset from IoT environment. WSN consists of hundreds of nodes spread in different area for monitoring different physical objects, it suffers from highest energy consumption of nodes, which affect network lifetime. Different routing protocols are used to cope with this challenge, Low Energy Adaptive Clustering Hierarchy (LEACH) protocol is the most common used one. LEACH is a cluster-based micro sensor network protocol that offers energy-efficient, and scalable routing for sensor nodes. So, in this paper, we investigate and present a modified algorithm using LEACH in conjunction with K-means clustering approach in order to achieve a Full Connectivity Driven K-LEACH algorithm (FCDK-LEACH). Based on the CH selection, the k-means algorithm aids in decreasing energy usage and therefore extending network lifetime. The CH is chosen based on the remaining energy level and the CH’s position with relation to the sensor node. The evaluation results show that our modified k-means-based hierarchical clustering enhances network lifetime.
| Original language | English |
|---|---|
| Title of host publication | International Conference on Innovative Computing and Communications - Proceedings of ICICC 2022 |
| Editors | Deepak Gupta, Ashish Khanna, Aboul Ella Hassanien, Sameer Anand, Ajay Jaiswal |
| Publisher | Springer Science and Business Media Deutschland GmbH |
| Pages | 467-475 |
| Number of pages | 9 |
| ISBN (Print) | 9789811936784 |
| DOIs | |
| Publication status | Published - 2023 |
| Externally published | Yes |
| Event | 5th International Conference on Innovative Computing and Communication, ICICC 2022 - New Delhi, India Duration: Feb 19 2022 → Feb 20 2022 |
Publication series
| Name | Lecture Notes in Networks and Systems |
|---|---|
| Volume | 492 |
| ISSN (Print) | 2367-3370 |
| ISSN (Electronic) | 2367-3389 |
Conference
| Conference | 5th International Conference on Innovative Computing and Communication, ICICC 2022 |
|---|---|
| Country/Territory | India |
| City | New Delhi |
| Period | 2/19/22 → 2/20/22 |
UN SDGs
This output contributes to the following UN Sustainable Development Goals (SDGs)
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SDG 3 Good Health and Well-being
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SDG 7 Affordable and Clean Energy
Keywords
- Clustering
- Energy efficiency
- IoT
- K-means
- LEACH
ASJC Scopus subject areas
- Control and Systems Engineering
- Signal Processing
- Computer Networks and Communications
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