Evaluation of Robot Emotion Expressions for Human-Robot Interaction

被引:1
作者
Cardenas, Pedro [1 ]
Garcia, Jose [1 ]
Begazo, Rolinson [1 ]
Aguilera, Ana [2 ,4 ]
Dongo, Irvin [1 ,3 ]
Cardinale, Yudith [1 ,4 ,5 ]
机构
[1] Univ Catolica San Pablo, Elect & Elect Engn Dept, Arequipa 04001, Peru
[2] Univ Valparaiso, Escuela Ingn Informat, Valparaiso 2340000, Chile
[3] Univ Bordeaux, ESTIA Inst Technol, F-64210 Bidart, France
[4] Univ Valparaiso, Interdisciplinary Ctr Biomed Res & Hlth Engn MEDIN, Valparaiso 2340000, Chile
[5] Univ Int Valencia, Ctr Estudios Ciencia Datos Inteligencia Artificial, Valencia 46002, Spain
关键词
Social robotics; Human-robot interaction; Emotional movements; Emotion perception; Humanoid robots; PERCEPTION;
D O I
10.1007/s12369-024-01167-5
中图分类号
TP24 [机器人技术];
学科分类号
080202 ; 1405 ;
摘要
Emotion recognition has fostered more suitable and effective human-robot interaction (HRI). In particular, social robots have to imitate the expression of feeling through their voices and body gestures in order to ameliorate this interaction. However, robot's hardware limitations (few joints and computational resources) may restrict the quality of robot's expressions. To contribute to this area, we conducted a study on how emotions are expressed by humans through gestures, body language, and movements. This study allows understanding universal representation of emotions (movements and gestures) and designing similar movements for robots, despite their hardware limitations. Based on that, we develop and evaluate an emotional interaction system for robots, specifically for Pepper robot. This system utilizes verbal emotion recognition, based on deep learning techniques to interpret and respond with movements and emojis, thus enriching the dynamics of HRI. We implemented two versions of such as interaction system: on board implementation (the emotion recognition process is executed by the robot) and a server-based implementation (the emotion recognition is performed by an external server connected to the robot). We assessed the performance of both versions, as well as the acceptance of robot expressions for HRI. Results show that the combined use of emotional movements and emojis by robot significantly improves the accuracy of emotional conveyance.
引用
收藏
页码:2019 / 2041
页数:23
相关论文
共 58 条
  • [31] If it looks like a human and speaks like a human ... Communication and cooperation in strategic Human-Robot interactions ...
    Maggioni, Mario A.
    Rossignoli, Domenico
    [J]. JOURNAL OF BEHAVIORAL AND EXPERIMENTAL ECONOMICS, 2023, 104
  • [32] ROS System Facial Emotion Detection Using Machine Learning for a Low-Cost Robot Based on Raspberry Pi
    Martinez, Javier
    Vega, Julio
    [J]. ELECTRONICS, 2023, 12 (01)
  • [33] Meyer P., 2020, J SERVICE MANAGEMENT, V4, P21, DOI [10.15358/2511-8676-2020-1-21, DOI 10.15358/2511-8676-2020-1-21]
  • [34] Lio-A Personal Robot Assistant for Human-Robot Interaction and Care Applications
    Miseikis, Justinas
    Caroni, Pietro
    Duchamp, Patricia
    Gasser, Alina
    Marko, Rastislav
    Miseikiene, Nelija
    Zwilling, Frederik
    de Castelbajac, Charles
    Eicher, Lucas
    Fruh, Michael
    Fruh, Hansruedi
    [J]. IEEE ROBOTICS AND AUTOMATION LETTERS, 2020, 5 (04) : 5339 - 5346
  • [35] Towards understanding the design of bodily integration
    Mueller, Florian Floyd
    Lopes, Pedro
    Andres, Josh
    Byrne, Richard
    Semertzidis, Nathan
    Li, Zhuying
    Knibbe, Jarrod
    Greuter, Stefan
    [J]. INTERNATIONAL JOURNAL OF HUMAN-COMPUTER STUDIES, 2021, 152 (152)
  • [36] Niemela M, 2019, Social Robots: Technological, Societal and Ethical Aspects of HumanRobot Interaction, P119, DOI DOI 10.1007/978-3-030-17107-07
  • [37] Nijholt A, 2008, 8 IEEE INT C AUT FAC, P1
  • [38] Do all facial emojis communicate emotion? The impact of facial emojis on perceived sender emotion and text processing
    Pfeifer, Valeria A.
    Armstrong, Emma L.
    Lai, Vicky Tzuyin
    [J]. COMPUTERS IN HUMAN BEHAVIOR, 2022, 126
  • [39] How to include User eXperience in the design of Human-Robot Interaction
    Prati, Elisa
    Peruzzini, Margherita
    Pellicciari, Marcello
    Raffaeli, Roberto
    [J]. ROBOTICS AND COMPUTER-INTEGRATED MANUFACTURING, 2021, 68
  • [40] Humanoid Robot as a Teacher's Assistant: Helping Children with Autism to Learn Social and Academic Skills
    Qidwai, Uvais
    Kashem, Saad Bin Abul
    Conor, Olcay
    [J]. JOURNAL OF INTELLIGENT & ROBOTIC SYSTEMS, 2020, 98 (3-4) : 759 - 770