A systematic review of emotion recognition using cardio-based signals

被引:3
|
作者
Ismail, Sharifah Noor Masidayu Sayed [1 ]
Aziz, Nor Azlina Ab. [2 ]
Ibrahim, Siti Zainab [3 ]
Mohamad, Mohd Saberi [4 ]
机构
[1] Multimedia Univ, Fac Informat Sci & Technol, Melaka, Malaysia
[2] Multimedia Univ, Fac Engn & Technol, Melaka, Malaysia
[3] Albukhary Int Univ AIU, Sch Informat & Comp, Kedah, Malaysia
[4] United Arab Emirates Univ, Coll Med & Hlth Sci, Hlth Data Sci Lab, Abu Dhabi, U Arab Emirates
来源
ICT EXPRESS | 2024年 / 10卷 / 01期
关键词
Emotion recognition system; Electrocardiogram; Photoplethysmogram; Features extraction; Machine learning; Artificial intelligence; GSR SIGNALS; BIO-SIGNAL; ECG; CLASSIFICATION; DATABASE; PPG; EXPRESSIONS; FUSION; EEG;
D O I
10.1016/j.icte.2023.09.001
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
There is a growing demand for emotion recognition systems (ERS) to be adopted in everyday life from various fields, particularly automotive, education, and social security. Recently, the use of cardio-based physiological signals, electrocardiogram (ECG), and photoplethysmogram (PPG) in ERS has yielded promising results. Furthermore, the development of wearable devices equipped with cardio-based physiological sensors has significantly aided towards the adoption of ERS in daily life. This paper systematically reviews emotion recognition using cardio-based physiological signals, encompassing emotion models, emotion elicitation methods, and ERS development methods, emphasizing feature extraction, feature selection methods, feature dimension reduction methods, and classifiers. A summary and comparison of recent studies are presented to highlight existing studies' gaps and suggest future research for better ERS especially using cardio-based signals. (c) 2023 The Author(s). Published by Elsevier B.V. on behalf of The Korean Institute of Communications and Information Sciences. This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
引用
收藏
页码:156 / 183
页数:28
相关论文
共 50 条
  • [21] Speech emotion recognition using machine learning - A systematic review
    Madanian, Samaneh
    Chen, Talen
    Adeleye, Olayinka
    Templeton, John Michael
    Poellabauer, Christian
    Parry, Dave
    Schneidere, Sandra L.
    INTELLIGENT SYSTEMS WITH APPLICATIONS, 2023, 20
  • [22] A review: Music-emotion recognition and analysis based on EEG signals
    Cui, Xu
    Wu, Yongrong
    Wu, Jipeng
    You, Zhiyu
    Xiahou, Jianbing
    Ouyang, Menglin
    FRONTIERS IN NEUROINFORMATICS, 2022, 16
  • [23] Datasets for Automated Affect and Emotion Recognition from Cardiovascular Signals Using Artificial Intelligence- A Systematic Review
    Jemiolo, Pawel
    Storman, Dawid
    Mamica, Maria
    Szymkowski, Mateusz
    Zabicka, Wioletta
    Wojtaszek-Glowka, Magdalena
    Ligeza, Antoni
    SENSORS, 2022, 22 (07)
  • [24] Emotion recognition study: systematic review
    Telaska, Tatiele dos Santos
    Caron, Lilian
    Jaworski de Sa Riechi, Tatiana Izabele
    CUADERNOS DE NEUROPSICOLOGIA-PANAMERICAN JOURNAL OF NEUROPSYCHOLOGY, 2020, 14 (03): : 75 - 85
  • [25] Emotion Induction and Emotion Recognition using Their Physiological Signals Three Emotions and Recognition
    Park, Byoung-Jun
    Jang, Eun-Hye
    Kim, Sang-Hyeob
    Chung, Myoung-Ae
    2012 7TH INTERNATIONAL CONFERENCE ON COMPUTING AND CONVERGENCE TECHNOLOGY (ICCCT2012), 2012, : 1252 - 1255
  • [26] Emotion Recognition from Electrocardiogram Signals using Hilbert Huang Transform ECG based Emotion Recognition System
    Jerritta, S.
    Murugappan, M.
    Wan, Khairunizam
    Yaacob, S.
    2012 IEEE CONFERENCE ON SUSTAINABLE UTILIZATION AND DEVELOPMENT IN ENGINEERING AND TECHNOLOGY (STUDENT), 2012, : 82 - 86
  • [27] An Emotion Recognition Method Using Speech Signals Based on Deep Learning
    Byun, Sung-woo
    Shin, Bo-ra
    Lee, Seok-Pil
    BASIC & CLINICAL PHARMACOLOGY & TOXICOLOGY, 2019, 124 : 181 - 182
  • [28] Based on Support Vector Regression for Emotion Recognition using Physiological Signals
    Chang, Chuan-Yu
    Zheng, Jun-Ying
    Wang, Chi-Jane
    2010 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS IJCNN 2010, 2010,
  • [29] Emotion Recognition Based On Electroencephalogram Signals Using Deep Learning Network
    Wu, Bin
    JOURNAL OF APPLIED SCIENCE AND ENGINEERING, 2023, 27 (01): : 1967 - 1974
  • [30] Self supervised learning based emotion recognition using physiological signals
    Zhang, Min
    Cui, Yanli
    FRONTIERS IN HUMAN NEUROSCIENCE, 2024, 18