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Blockchain-enabled K-harmonic framework for industrial IoT-based systems

Industrial Internet of Things (IIoT)-based systems have become an important part of industry consortium systems because of their rapid growth and wide-ranging application. Various physical objects that are interconnected in the IIoT network communicate with each other and simplify the process of dec...

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Autores principales: Baalamurugan, K. M., P., Prabu, Bacanin, Nebojsa, Venkatachalam, K., Askar, S. S., Abouhawwash, Mohamed
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9849217/
https://www.ncbi.nlm.nih.gov/pubmed/36653424
http://dx.doi.org/10.1038/s41598-023-27739-5
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author Baalamurugan, K. M.
P., Prabu
Bacanin, Nebojsa
Venkatachalam, K.
Askar, S. S.
Abouhawwash, Mohamed
author_facet Baalamurugan, K. M.
P., Prabu
Bacanin, Nebojsa
Venkatachalam, K.
Askar, S. S.
Abouhawwash, Mohamed
author_sort Baalamurugan, K. M.
collection PubMed
description Industrial Internet of Things (IIoT)-based systems have become an important part of industry consortium systems because of their rapid growth and wide-ranging application. Various physical objects that are interconnected in the IIoT network communicate with each other and simplify the process of decision-making by observing and analyzing the surrounding environment. While making such intelligent decisions, devices need to transfer and communicate data with each other. However, as devices involved in IIoT networks grow and the methods of connections diversify, the traditional security frameworks face many shortcomings, including vulnerabilities to attack, lags in data, sharing data, and lack of proper authentication. Blockchain technology has the potential to empower safe data distribution of big data generated by the IIoT. Prevailing data-sharing methods in blockchain only concentrate on the data interchanging among parties, not on the efficiency in sharing, and storing. Hence an element-based K-harmonic means clustering algorithm (CA) is proposed for the effective sharing of data among the entities along with an algorithm named underweight data block (UDB) for overcoming the obstacle of storage space. The performance metrics considered for the evaluation of the proposed framework are the sum of squared error (SSE), time complexity with respect to different m values, and storage complexity with CPU utilization. The results have experimented with MATLAB 2018a simulation environment. The proposed model has better sharing, and storing based on blockchain technology, which is appropriate IIoT.
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spelling pubmed-98492172023-01-20 Blockchain-enabled K-harmonic framework for industrial IoT-based systems Baalamurugan, K. M. P., Prabu Bacanin, Nebojsa Venkatachalam, K. Askar, S. S. Abouhawwash, Mohamed Sci Rep Article Industrial Internet of Things (IIoT)-based systems have become an important part of industry consortium systems because of their rapid growth and wide-ranging application. Various physical objects that are interconnected in the IIoT network communicate with each other and simplify the process of decision-making by observing and analyzing the surrounding environment. While making such intelligent decisions, devices need to transfer and communicate data with each other. However, as devices involved in IIoT networks grow and the methods of connections diversify, the traditional security frameworks face many shortcomings, including vulnerabilities to attack, lags in data, sharing data, and lack of proper authentication. Blockchain technology has the potential to empower safe data distribution of big data generated by the IIoT. Prevailing data-sharing methods in blockchain only concentrate on the data interchanging among parties, not on the efficiency in sharing, and storing. Hence an element-based K-harmonic means clustering algorithm (CA) is proposed for the effective sharing of data among the entities along with an algorithm named underweight data block (UDB) for overcoming the obstacle of storage space. The performance metrics considered for the evaluation of the proposed framework are the sum of squared error (SSE), time complexity with respect to different m values, and storage complexity with CPU utilization. The results have experimented with MATLAB 2018a simulation environment. The proposed model has better sharing, and storing based on blockchain technology, which is appropriate IIoT. Nature Publishing Group UK 2023-01-18 /pmc/articles/PMC9849217/ /pubmed/36653424 http://dx.doi.org/10.1038/s41598-023-27739-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Baalamurugan, K. M.
P., Prabu
Bacanin, Nebojsa
Venkatachalam, K.
Askar, S. S.
Abouhawwash, Mohamed
Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title_full Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title_fullStr Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title_full_unstemmed Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title_short Blockchain-enabled K-harmonic framework for industrial IoT-based systems
title_sort blockchain-enabled k-harmonic framework for industrial iot-based systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9849217/
https://www.ncbi.nlm.nih.gov/pubmed/36653424
http://dx.doi.org/10.1038/s41598-023-27739-5
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