Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence

The core technology for building a smart space includes the capability to analyse the space for users using various sensors. The purpose of this study was to propose a personalised interactive smart space implementation model driven by the fusion of digital twin (DT) and artificial intelligence (AI)...

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Autor principal: Seung Yeul Ji
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/3d0fd0d26f834f41834c2be9c89b828e
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spelling oai:doaj.org-article:3d0fd0d26f834f41834c2be9c89b828e2021-11-25T17:28:37ZInteractive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence10.3390/en142277711996-1073https://doaj.org/article/3d0fd0d26f834f41834c2be9c89b828e2021-11-01T00:00:00Zhttps://www.mdpi.com/1996-1073/14/22/7771https://doaj.org/toc/1996-1073The core technology for building a smart space includes the capability to analyse the space for users using various sensors. The purpose of this study was to propose a personalised interactive smart space implementation model driven by the fusion of digital twin (DT) and artificial intelligence (AI) based on electroencephalogram (EEG) data. This study utilised a handheld EEG sensor to identify a user’s emotion information and focused on the connection with the space. A smart space for single-person households that responds to EEG-based biometric information was designed for an interactive space that can improve the current emotional state of the space user. The technical characteristics of DT and AI were analysed to control spatial changes according to the user’s emotional state and to address safety-related issues. Furthermore, a fusion mechanism for DT and AI was developed for intelligent motor control to change the dimensions of the space in order to improve the EEG state of the user. In addition, using an AI model that converts EEG data into emotional state information, the user’s emotional state was analysed, and key issues related to the spatial dimensions and change of space that induce psychological stability were investigated.Seung Yeul JiMDPI AGarticlesmart spacesmart environmentdigital twin (DT)electroencephalogramartificial intelligenceTechnologyTENEnergies, Vol 14, Iss 7771, p 7771 (2021)
institution DOAJ
collection DOAJ
language EN
topic smart space
smart environment
digital twin (DT)
electroencephalogram
artificial intelligence
Technology
T
spellingShingle smart space
smart environment
digital twin (DT)
electroencephalogram
artificial intelligence
Technology
T
Seung Yeul Ji
Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
description The core technology for building a smart space includes the capability to analyse the space for users using various sensors. The purpose of this study was to propose a personalised interactive smart space implementation model driven by the fusion of digital twin (DT) and artificial intelligence (AI) based on electroencephalogram (EEG) data. This study utilised a handheld EEG sensor to identify a user’s emotion information and focused on the connection with the space. A smart space for single-person households that responds to EEG-based biometric information was designed for an interactive space that can improve the current emotional state of the space user. The technical characteristics of DT and AI were analysed to control spatial changes according to the user’s emotional state and to address safety-related issues. Furthermore, a fusion mechanism for DT and AI was developed for intelligent motor control to change the dimensions of the space in order to improve the EEG state of the user. In addition, using an AI model that converts EEG data into emotional state information, the user’s emotional state was analysed, and key issues related to the spatial dimensions and change of space that induce psychological stability were investigated.
format article
author Seung Yeul Ji
author_facet Seung Yeul Ji
author_sort Seung Yeul Ji
title Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
title_short Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
title_full Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
title_fullStr Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
title_full_unstemmed Interactive Smart Space for Single-Person Households Using Electroencephalogram through Fusion of Digital Twin and Artificial Intelligence
title_sort interactive smart space for single-person households using electroencephalogram through fusion of digital twin and artificial intelligence
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/3d0fd0d26f834f41834c2be9c89b828e
work_keys_str_mv AT seungyeulji interactivesmartspaceforsinglepersonhouseholdsusingelectroencephalogramthroughfusionofdigitaltwinandartificialintelligence
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