A Study on Emotion Estimation by Non-contact Sensing for Telework Life

被引:0
|
作者
Toriyama, Yuma [1 ]
Kurebayashi, Isao [1 ]
Komuro, Nobuyoshi [2 ]
Suzuki, Norimichi [3 ]
Nakayama, Yoshitake [3 ]
Nakaoka, Hiroko [3 ,4 ]
Tsumura, Kayo [3 ,5 ]
Takaguchi, Kohki [3 ]
机构
[1] Chiba Univ, Grad Sch Sci & Engn, Chiba, Japan
[2] Chiba Univ, Inst Management & Informat Technol, Chiba, Japan
[3] Chiba Univ, Ctr Prevent Med Sci, Chiba, Japan
[4] Chiba Univ, Grad Sch Med, Dept Bioenvironm Med, Chiba, Japan
[5] Chiba Univ, Grad Sch Med & Pharmaceut Sci, Chiba, Japan
关键词
Emotion estimation; Sensor Network; Environmental data; Cognitive functions;
D O I
10.1109/ICCE-TAIWAN55306.2022.9869227
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this study, we construct a system for estimating emotional states by sensing indoor environments for teleworking life, and conducted experimental evaluations. As a result, our method can estimate emotions with more than 80% accuracy by using multiple types of sensors and Random Forest or Gradient Boosting Decision Tree as machine learning models.
引用
收藏
页码:501 / 502
页数:2
相关论文
共 50 条
  • [31] Non-Contact Surface Wave Sensing of Wire Fault Precursors
    Alam, Md Nazmul
    Coats, David
    Dougal, Roger
    Ali, Mohammod
    Shin, Yong-June
    2015 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION & USNC/URSI NATIONAL RADIO SCIENCE MEETING, 2015, : 1180 - 1181
  • [32] Graphene gas sensing using a non-contact microwave method
    Black, N. C. G.
    Liu, C. G.
    Pearce, R.
    Li, B.
    Maier, S. A.
    Cohen, L. F.
    Gallop, J. C.
    Hao, L.
    NANOTECHNOLOGY, 2017, 28 (39)
  • [33] USING ELECTRO-OPTICS FOR NON-CONTACT LEVEL SENSING
    KING, C
    MERCHANT, J
    INSTRUMENTATION TECHNOLOGY, 1982, 29 (05): : 39 - 40
  • [34] ForceSight: Non-Contact Force Sensing with Laser Speckle Imaging
    Pei, Siyou
    Chari, Pradyumna
    Wang, Xue
    Yang, Xiaoying
    Kadambi, Achuta
    Zhang, Yang
    PROCEEDINGS OF THE 35TH ANNUAL ACM SYMPOSIUM ON USER INTERFACE SOFTWARE AND TECHNOLOGY, UIST 2022, 2022,
  • [35] Benchmarking dynamic properties of structures using non-contact sensing
    Besharatian, Boshra
    Das, Amrita
    Awawdeh, Abdelrahman
    Dorafshan, Sattar
    Maguire, Marc
    EARTHQUAKE ENGINEERING AND ENGINEERING VIBRATION, 2023, 22 (02) : 387 - 405
  • [36] Research on Synchronous Measurement Methods Based on Non-Contact Sensing
    Wang, Tianyu
    Liu, Hao
    2024 IEEE 2ND INTERNATIONAL CONFERENCE ON POWER SCIENCE AND TECHNOLOGY, ICPST 2024, 2024, : 414 - 419
  • [37] Non-contact capacitive sensing for ECG recording in small animals
    Wang, Ting-Wei
    Lin, Shien-Fong
    MEASUREMENT SCIENCE AND TECHNOLOGY, 2020, 31 (12)
  • [38] Benchmarking dynamic properties of structures using non-contact sensing
    Boshra Besharatian
    Amrita Das
    Abdelrahman Awawdeh
    Sattar Dorafshan
    Marc Maguire
    Earthquake Engineering and Engineering Vibration, 2023, 22 : 387 - 405
  • [39] Development of a vision non-contact sensing system for telerobotic applications
    Karkoub, M.
    Her, M. -G.
    Ho, M. -I.
    Huang, C. -C.
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2013, 44 (08) : 1438 - 1449
  • [40] Non-Contact Stiffness Sensing with Deformation Dependent Force Calibration
    Tanaka, Nobuyuki
    Higashimori, Mitsuru
    Kaneko, Makoto
    2011 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA), 2011,