Synthetic Emotions for Empathic Building

Empathic buildings are intelligent ones that aim to measure and execute the best user experience. A smoother and intuitive environment leads to a better mood. The system gathers data from sensors that measure things like air quality, occupancy, noise and analyse it for the better experience of the u...

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Main Authors: Jose L. Salmeron, Antonio Ruiz-Celma
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/9/7/701
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spelling doaj-0124b180376d4a36a91a6eb88680783f2021-03-25T00:04:09ZengMDPI AGMathematics2227-73902021-03-01970170110.3390/math9070701Synthetic Emotions for Empathic BuildingJose L. Salmeron0Antonio Ruiz-Celma1Data Science Lab, Universidad Pablo de Olavide, Ctra. de Utrera km. 1, 41013 Sevilla, SpainUniversidad de Extremadura, Avda. de Elvas s/n, 06006 Badajoz, SpainEmpathic buildings are intelligent ones that aim to measure and execute the best user experience. A smoother and intuitive environment leads to a better mood. The system gathers data from sensors that measure things like air quality, occupancy, noise and analyse it for the better experience of the users. This research proposes an artificial intelligence-based approach to detect synthetic emotions based on Thayer’s emotional model and Fuzzy Cognitive Maps. This emotional model is based on a biopsychological approach to the analysis of the humans’ emotional state. In this research, Fuzzy Grey Cognitive Maps are used, which are an extension of the fuzzy cognitive maps using the grey systems theory to model uncertainty. Fuzzy Cognitive Grey Maps (FGCMs) have become a very valuable theory for modeling high-uncertainty systems when small and incomplete discrete data sets are available. This research includes experiments with a couple of synthetic case studies for testing this proposal. This proposal provides an innovative way for simulating synthetic emotions and designing an empathic building.https://www.mdpi.com/2227-7390/9/7/701empathic buildingfuzzy grey cognitive mapsThayer’s emotion modelartificial emotionsaffective computing
collection DOAJ
language English
format Article
sources DOAJ
author Jose L. Salmeron
Antonio Ruiz-Celma
spellingShingle Jose L. Salmeron
Antonio Ruiz-Celma
Synthetic Emotions for Empathic Building
Mathematics
empathic building
fuzzy grey cognitive maps
Thayer’s emotion model
artificial emotions
affective computing
author_facet Jose L. Salmeron
Antonio Ruiz-Celma
author_sort Jose L. Salmeron
title Synthetic Emotions for Empathic Building
title_short Synthetic Emotions for Empathic Building
title_full Synthetic Emotions for Empathic Building
title_fullStr Synthetic Emotions for Empathic Building
title_full_unstemmed Synthetic Emotions for Empathic Building
title_sort synthetic emotions for empathic building
publisher MDPI AG
series Mathematics
issn 2227-7390
publishDate 2021-03-01
description Empathic buildings are intelligent ones that aim to measure and execute the best user experience. A smoother and intuitive environment leads to a better mood. The system gathers data from sensors that measure things like air quality, occupancy, noise and analyse it for the better experience of the users. This research proposes an artificial intelligence-based approach to detect synthetic emotions based on Thayer’s emotional model and Fuzzy Cognitive Maps. This emotional model is based on a biopsychological approach to the analysis of the humans’ emotional state. In this research, Fuzzy Grey Cognitive Maps are used, which are an extension of the fuzzy cognitive maps using the grey systems theory to model uncertainty. Fuzzy Cognitive Grey Maps (FGCMs) have become a very valuable theory for modeling high-uncertainty systems when small and incomplete discrete data sets are available. This research includes experiments with a couple of synthetic case studies for testing this proposal. This proposal provides an innovative way for simulating synthetic emotions and designing an empathic building.
topic empathic building
fuzzy grey cognitive maps
Thayer’s emotion model
artificial emotions
affective computing
url https://www.mdpi.com/2227-7390/9/7/701
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