Cargando…
Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition
To determine the quality and safety of each product used in manufacturing, the exchange of measured data between machines, operators, production lines, and manufacturing companies is crucial. In this study, we developed a system with customized object recognition capability for the secure blockchain...
Autores principales: | , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8954052/ https://www.ncbi.nlm.nih.gov/pubmed/35336483 http://dx.doi.org/10.3390/s22062312 |
_version_ | 1784675998692802560 |
---|---|
author | Jian, Ming-Shen Pan, Chin-Ju |
author_facet | Jian, Ming-Shen Pan, Chin-Ju |
author_sort | Jian, Ming-Shen |
collection | PubMed |
description | To determine the quality and safety of each product used in manufacturing, the exchange of measured data between machines, operators, production lines, and manufacturing companies is crucial. In this study, we developed a system with customized object recognition capability for the secure blockchain-based transfer of industry information through Internet of Things (IoT) devices. In the proposed system, product history data are transferred through blockchains through artificial intelligence (AI)-based object recognition. Individual objects are recognized and represented using a unique number sequence for use as a private key on a blockchain. The data history can be automatically secured, and all the data are traceable and trackable. The reliability and validity of the proposed system were verified using the Jetson Nano Developer Kit. The proposed AI-based system is a low-cost embedded system. Based on the open-source cloud computing platform, the required computing resources for blockchain computing and storage are available. In an experiment, the proposed system achieved >99% accuracy within 1 s. Furthermore, the computational cost of the proposed system was 10% that of traditional AI systems. The proposed device can be rapidly connected to IoT devices that require limited manual operation and can be adopted in manufacturing and production lines. |
format | Online Article Text |
id | pubmed-8954052 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-89540522022-03-26 Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition Jian, Ming-Shen Pan, Chin-Ju Sensors (Basel) Communication To determine the quality and safety of each product used in manufacturing, the exchange of measured data between machines, operators, production lines, and manufacturing companies is crucial. In this study, we developed a system with customized object recognition capability for the secure blockchain-based transfer of industry information through Internet of Things (IoT) devices. In the proposed system, product history data are transferred through blockchains through artificial intelligence (AI)-based object recognition. Individual objects are recognized and represented using a unique number sequence for use as a private key on a blockchain. The data history can be automatically secured, and all the data are traceable and trackable. The reliability and validity of the proposed system were verified using the Jetson Nano Developer Kit. The proposed AI-based system is a low-cost embedded system. Based on the open-source cloud computing platform, the required computing resources for blockchain computing and storage are available. In an experiment, the proposed system achieved >99% accuracy within 1 s. Furthermore, the computational cost of the proposed system was 10% that of traditional AI systems. The proposed device can be rapidly connected to IoT devices that require limited manual operation and can be adopted in manufacturing and production lines. MDPI 2022-03-17 /pmc/articles/PMC8954052/ /pubmed/35336483 http://dx.doi.org/10.3390/s22062312 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Communication Jian, Ming-Shen Pan, Chin-Ju Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title | Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title_full | Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title_fullStr | Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title_full_unstemmed | Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title_short | Blockchained Industry Information Handoff Based on Internet of Things Devices with Intelligent Customized Object Recognition |
title_sort | blockchained industry information handoff based on internet of things devices with intelligent customized object recognition |
topic | Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8954052/ https://www.ncbi.nlm.nih.gov/pubmed/35336483 http://dx.doi.org/10.3390/s22062312 |
work_keys_str_mv | AT jianmingshen blockchainedindustryinformationhandoffbasedoninternetofthingsdeviceswithintelligentcustomizedobjectrecognition AT panchinju blockchainedindustryinformationhandoffbasedoninternetofthingsdeviceswithintelligentcustomizedobjectrecognition |