Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application
The concept of digital twin (DT) has recently gained popularity due to its ability to create a virtual representation of systems in order to improve the performance of its cyber-physical counterpart. This study compares and analyzes datasets of DTs and their corresponding physical objects to determi...
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| Format: | Article |
| Language: | English |
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KeAi Communications Co. Ltd.
2024-12-01
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| Series: | Data Science and Management |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2666764924000262 |
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| author | Henry Chima Ukwuoma Gilles Dusserre Gouenou Coatrieux Johanne Vincent |
| author_facet | Henry Chima Ukwuoma Gilles Dusserre Gouenou Coatrieux Johanne Vincent |
| author_sort | Henry Chima Ukwuoma |
| collection | DOAJ |
| description | The concept of digital twin (DT) has recently gained popularity due to its ability to create a virtual representation of systems in order to improve the performance of its cyber-physical counterpart. This study compares and analyzes datasets of DTs and their corresponding physical objects to determine the effectiveness and dependability of DT technology for practical applications. The research aims to proffer a framework for ascertaining the level of (dis)similarity between a physical object and its DT equivalent. A study of water distribution (WADI) is put into perspective. Findings revealed that the proffered framework presents a method for ascertaining a (dis)similarity level (considering datasets) of a physical object and its DT using adequate statistical tests. |
| format | Article |
| id | doaj-art-f88b1bf3d39d489fbbaeba45e64eca58 |
| institution | Kabale University |
| issn | 2666-7649 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | KeAi Communications Co. Ltd. |
| record_format | Article |
| series | Data Science and Management |
| spelling | doaj-art-f88b1bf3d39d489fbbaeba45e64eca582024-12-26T08:58:02ZengKeAi Communications Co. Ltd.Data Science and Management2666-76492024-12-0174361375Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world applicationHenry Chima Ukwuoma0Gilles Dusserre1Gouenou Coatrieux2Johanne Vincent3Laboratory for the Science of Risks (LSR), IMT Mines Ales, 30100, Alès, France; Corresponding author.Laboratory for the Science of Risks (LSR), IMT Mines Ales, 30100, Alès, FranceIMT Atlantique, Bretagne-Pays de la Loire, FranceIMT Atlantique, Bretagne-Pays de la Loire, FranceThe concept of digital twin (DT) has recently gained popularity due to its ability to create a virtual representation of systems in order to improve the performance of its cyber-physical counterpart. This study compares and analyzes datasets of DTs and their corresponding physical objects to determine the effectiveness and dependability of DT technology for practical applications. The research aims to proffer a framework for ascertaining the level of (dis)similarity between a physical object and its DT equivalent. A study of water distribution (WADI) is put into perspective. Findings revealed that the proffered framework presents a method for ascertaining a (dis)similarity level (considering datasets) of a physical object and its DT using adequate statistical tests.http://www.sciencedirect.com/science/article/pii/S2666764924000262Cyber physical systemsDigital twinCyber securityWater distribution system |
| spellingShingle | Henry Chima Ukwuoma Gilles Dusserre Gouenou Coatrieux Johanne Vincent Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application Data Science and Management Cyber physical systems Digital twin Cyber security Water distribution system |
| title | Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application |
| title_full | Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application |
| title_fullStr | Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application |
| title_full_unstemmed | Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application |
| title_short | Analysis of digital twin and its physical object: exploring the efficiency and accuracy of datasets for real-world application |
| title_sort | analysis of digital twin and its physical object exploring the efficiency and accuracy of datasets for real world application |
| topic | Cyber physical systems Digital twin Cyber security Water distribution system |
| url | http://www.sciencedirect.com/science/article/pii/S2666764924000262 |
| work_keys_str_mv | AT henrychimaukwuoma analysisofdigitaltwinanditsphysicalobjectexploringtheefficiencyandaccuracyofdatasetsforrealworldapplication AT gillesdusserre analysisofdigitaltwinanditsphysicalobjectexploringtheefficiencyandaccuracyofdatasetsforrealworldapplication AT gouenoucoatrieux analysisofdigitaltwinanditsphysicalobjectexploringtheefficiencyandaccuracyofdatasetsforrealworldapplication AT johannevincent analysisofdigitaltwinanditsphysicalobjectexploringtheefficiencyandaccuracyofdatasetsforrealworldapplication |