4.6 Article

Negative Emotion Management Using a Smart Shirt and a Robot Assistant

期刊

IEEE ROBOTICS AND AUTOMATION LETTERS
卷 6, 期 2, 页码 4040-4047

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/LRA.2021.3067867

关键词

Human-centered robotics; robot companions; social human-robot interaction

类别

资金

  1. National Science Foundation (NSF) [CISE/IIS 1427345, CISE/IIS 1910993, EHR/DUE 1928711]
  2. NSF [CISE/IIS 1838808]
  3. NSF OIA [1849213]
  4. State Key Laboratory of Industrial Control Technology, Zhejiang University, China [ICT2021B14]

向作者/读者索取更多资源

The study proposes a negative emotion management system that can regulate emotions through ECG signals and a robot assistant, potentially reducing health risks. A smart shirt collects ECG signals, while the robot assistant engages in verbal conversations and utilizes Recurrence Quantitative Analysis to extract emotion features. Experiments evaluate the framework's effectiveness and the impact of robot interactions on emotional well-being of older adults.
Negative affects such as anger, fear, nervousness, depression, etc., may increase human's susceptibility to illness. In this letter, we propose a negative emotion management system that is able to recognize negative emotions through ECG signal and perform emotion regulation through a robot assistant, which has a potential for reducing health risks. A smart shirt is developed to collect the ECG signal from the human body. The robot assistant has the ability to engage in verbal conversations with humans. Recurrence Quantitative Analysis (RQA) is used to extract ECG features for emotion classification purpose. Along with our own dataset, two other public datasets, RECOLA and DECAF, are also used to evaluate our methodology. The detection of negative emotion can trigger the robot assistant to help the user get out of such situations through interactive conversations. We tested and evaluated the proposed framework through experiments. We also assessed the effectiveness of the interactions with the robot on the emotional well-being of older adults.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.6
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据