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The 3D indoor deployment in DL-IoT with experimental validation using a particle swarm algorithm based on the dialects of songs

Mnasri, Sami and Nasri, Nejah and Val, Thierry The 3D indoor deployment in DL-IoT with experimental validation using a particle swarm algorithm based on the dialects of songs. (2018) In: 14th International Wireless Communications and Mobile Computing Conference (IWCMC 2018), 25 June 2018 - 29 June 2018 (Limassol, Cyprus).

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Official URL: https://doi.org/10.1109/IWCMC.2018.8450473


The use of real prototyping systems allows implementing real-world deployments which permit evaluating new protocols, algorithms and network solutions. This study investigates the problem of 3D indoor redeployment of connected objects in IoT collection networks. The objective is to choose the right positions in which connected objects are added to an initial configuration, while optimizing a set of objectives. To solve this problem, a novel bird's dialect-based particle swarm optimization algorithm (named acMaPSO) is introduced. The new concept of bird's dialect is based on a set of birds which are separated into different dialect groups by their regional habitation and are classified into groups according to their common manner of singing. The obtained numerical results and the real experiments on our testbed prove the effectiveness of the two proposed variants compared with the standard PSO algorithm and a recent state of art of many-objective evolutionary algorithms: the NSGA-III.

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to IEEE editor. The definitive version is available at http://ieeexplore.ieee.org This papers appears in Proceedings of IWCMC 2018. Electronic ISBN: 978-1-5386-2070-0 Electronic ISSN: 2376-6506 The original PDF of the article can be found at: https://ieeexplore.ieee.org/document/8450473 Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
HAL Id:hal-02883831
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Institut National Polytechnique de Toulouse - Toulouse INP (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UT3 (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Other partners > École Nationale d'Ingénieurs de Sfax - ENIS (TUNISIA)
Other partners > Université de Sfax (TUNISIA)
Laboratory name:
Deposited On:03 Oct 2019 09:44

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