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Proceedings ArticleDOI

Topology control optimization of wireless sensor networks for IoT applications

TLDR
An optimization methodology based on a Genetic Algorithm is proposed, in order to solve the Sensor Allocation Problem for a WSN, which defines the position of sensor nodes according to their different operation modes while pursuing the optimization of network efficiency with respect to performance parameters.
Abstract
An Internet of Things (IoT) environment usually is composed by sensor nodes connected to the Internet, which constitutes a Wireless Sensor Network (WSN). In this work, the Sensor Allocation Problem (SAP) for a WSN is addressed, which defines the position of sensor nodes according to their different operation modes while pursuing the optimization of network efficiency with respect to performance parameters. An optimization methodology based on a Genetic Algorithm is proposed, in order to solve the SAP. Case studies are performed in order to evaluate the efficiency of the proposed solution method.

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Citations
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Journal ArticleDOI

Data aggregation protocols for WSN and IoT applications - A comprehensive survey

TL;DR: Data aggregation involves the integration of correlated data generated by various wireless sensors and devices in WSN and IoT networks, in order to arrive at meaningful interpretation of the data sensed as mentioned in this paper .
Journal ArticleDOI

A Survey of Data Aggregation Protocols for Energy Conservation in WSN and IoT

TL;DR: In this paper , a comprehensive survey of various data aggregation strategies, discusses the efficacy of these strategies in handling issues that are typical to WSN and IoT applications, and presents a holistic review of data aggregation approaches emphasizing the effect of topology, security, mobility, interference, and fault-tolerance in WSNs and IoTs.
Journal ArticleDOI

Memetic algorithm applied to topology control optimization of a wireless sensor network

TL;DR: This work proposes an approach based on memetic algorithm concepts to find high-quality solutions to the Sensor Allocation Problem, where each node can be associated with one of four operation modes (classified according to its maximum range).
References
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Journal ArticleDOI

Wireless sensor networks: a survey

TL;DR: The concept of sensor networks which has been made viable by the convergence of micro-electro-mechanical systems technology, wireless communications and digital electronics is described.
Journal ArticleDOI

Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications

TL;DR: An overview of the Internet of Things with emphasis on enabling technologies, protocols, and application issues, and some of the key IoT challenges presented in the recent literature are provided and a summary of related research work is provided.
Journal ArticleDOI

A genetic algorithm tutorial

TL;DR: This tutorial covers the canonical genetic algorithm as well as more experimental forms of genetic algorithms, including parallel island models and parallel cellular genetic algorithms.
Journal ArticleDOI

Distributed evolutionary algorithms and their models

TL;DR: A comprehensive survey of the state-of-the-art distributed evolutionary algorithms and models, which have been classified into two groups according to their task division mechanism, and insights into the models are presented and discussed.
Journal ArticleDOI

A Survey of Multi-Objective Optimization in Wireless Sensor Networks: Metrics, Algorithms, and Open Problems

TL;DR: In this article, the authors provide a tutorial and survey of recent research and development efforts addressing this issue by using the technique of multi-objective optimization (MOO), and elaborate on various prevalent approaches conceived for MOO, such as the family of mathematical programming-based scalarization methods, and a variety of other advanced optimization techniques.
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