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Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring

Robots may be able to comprehend human emotions better by adding speech emotion recognition and environment monitoring functions to human-computer interaction systems. Robots can offer more humanized services by adapting to human emotions, resulting in a comfortable and cordial interaction between h...

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Detalles Bibliográficos
Autor principal: Yang, Dongxu
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9553413/
https://www.ncbi.nlm.nih.gov/pubmed/36238826
http://dx.doi.org/10.1155/2022/3517995
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author Yang, Dongxu
author_facet Yang, Dongxu
author_sort Yang, Dongxu
collection PubMed
description Robots may be able to comprehend human emotions better by adding speech emotion recognition and environment monitoring functions to human-computer interaction systems. Robots can offer more humanized services by adapting to human emotions, resulting in a comfortable and cordial interaction between humans and robots. Improve the environment for communication and computer-human interaction and also interactive computer experience. In order for service robots to perform fluid human-computer interaction, this paper designs a sentiment analysis model based on CNN (convective neural network) to detect the feeling of interacting objects. It also builds a sentiment analysis model and an open domain dialogue system suitable for service robots. Examine the emotions experienced by the objects while they conversed. According to test results, the sentiment classification method used in this article performs more accurately on the dataset than the conventional model, and the final sentiment analysis model's F1 value can reach 0.931, which is better able to identify an emotional state. Using all voice samples as the input content of the network would eliminate the confusion between neutral emotions and other nonneutral emotions, boosting the accuracy of sentiment analysis in comparison to the fixed-length processing method of dividing or filling samples.
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spelling pubmed-95534132022-10-12 Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring Yang, Dongxu J Environ Public Health Research Article Robots may be able to comprehend human emotions better by adding speech emotion recognition and environment monitoring functions to human-computer interaction systems. Robots can offer more humanized services by adapting to human emotions, resulting in a comfortable and cordial interaction between humans and robots. Improve the environment for communication and computer-human interaction and also interactive computer experience. In order for service robots to perform fluid human-computer interaction, this paper designs a sentiment analysis model based on CNN (convective neural network) to detect the feeling of interacting objects. It also builds a sentiment analysis model and an open domain dialogue system suitable for service robots. Examine the emotions experienced by the objects while they conversed. According to test results, the sentiment classification method used in this article performs more accurately on the dataset than the conventional model, and the final sentiment analysis model's F1 value can reach 0.931, which is better able to identify an emotional state. Using all voice samples as the input content of the network would eliminate the confusion between neutral emotions and other nonneutral emotions, boosting the accuracy of sentiment analysis in comparison to the fixed-length processing method of dividing or filling samples. Hindawi 2022-10-04 /pmc/articles/PMC9553413/ /pubmed/36238826 http://dx.doi.org/10.1155/2022/3517995 Text en Copyright © 2022 Dongxu Yang. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Yang, Dongxu
Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title_full Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title_fullStr Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title_full_unstemmed Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title_short Design of Service Robot Based on User Emotion Recognition and Environmental Monitoring
title_sort design of service robot based on user emotion recognition and environmental monitoring
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9553413/
https://www.ncbi.nlm.nih.gov/pubmed/36238826
http://dx.doi.org/10.1155/2022/3517995
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