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Journal : International Journal of Electrical and Computer Engineering

The challenges of emotion recognition methods based on electroencephalogram signals: a literature review I Made Agus Wirawan; Retantyo Wardoyo; Danang Lelono
International Journal of Electrical and Computer Engineering (IJECE) Vol 12, No 2: April 2022
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijece.v12i2.pp1508-1519

Abstract

Electroencephalogram (EEG) signals in recognizing emotions have several advantages. Still, the success of this study, however, is strongly influenced by: i) the distribution of the data used, ii) consider of differences in participant characteristics, and iii) consider the characteristics of the EEG signals. In response to these issues, this study will examine three important points that affect the success of emotion recognition packaged in several research questions: i) What factors need to be considered to generate and distribute EEG data?, ii) How can EEG signals be generated with consideration of differences in participant characteristics?, and iii) How do EEG signals with characteristics exist among its features for emotion recognition? The results, therefore, indicate some important challenges to be studied further in EEG signals-based emotion recognition research. These include i) determine robust methods for imbalanced EEG signals data, ii) determine the appropriate smoothing method to eliminate disturbances on the baseline signals, iii) determine the best baseline reduction methods to reduce the differences in the characteristics of the participants on the EEG signals, iv) determine the robust architecture of the capsule network method to overcome the loss of knowledge information and apply it in more diverse data set.
Co-Authors ., EKA SEPHARMI PUTRI ., I Gde Aditya Wicaksana ., I Made Ditha Herdia Wiranata ., I Made Dwi Indrasanjaya ., I Nengah Agus Arimbawa Dwijayadi ., I Putu Agus Ariana ., I Putu Agus Indrawan ., I Putu Eka Dharma Cahyadi ., Kadek Agus Darma Yadnya ., Kadek Dwinda Yudha Pratama ., Kadek Ningsih ., Ketut Adi Ardipa Sutrisna ., Made Astradanta ., Ni Kd Putri Ariani ., Novitasari Putri ., Nur Azizah ., Putu Aga Widi Ananta ., Putu Mardiyasa Adi Saputra ., Putu Windu Tenaya Aan Yudianto Agus Mas Janurbawa Agus Tria Pradnyana Udayana Agus Tria Pradnyana Udayana, Agus Tria Pradnyana Ajiwerdhi, Anak Agung Gde Putra Amini, Rizki Puji Anak Agung Gde Putra Ajiwerdhi Ariawan, I Gede Arta Suyasa, P. Wayan Artanayasa, Wayan Arya Udayana, Ngurah Nyoman Arya, Ketut Aryani, Ketut Arlin Budiastawa, I Dewa Gede Dessy Seri Wahyuni Dewa Ayu Putu Putri Sanjani Dewa Gede Hendra Divayana, Dewa Gede Hendra Dewantara, Ari Indrawan Diantari, Luh Putu Eka Dwi Septian, I Gusti Ngurah Agung Pramasurya EKA SEPHARMI PUTRI . Gde Angga Putra Sutanjaya Gde Gung Prabawa Gede Aditra Pradnya Gede Aditra Pradnyana Gede Angga Pradipta, Gede Angga Gede Indrawan Gede Saindra Santyadiputra Gede Saindra Santyadiputra, Gede Saindra Gede Saindra Santyadiputra, S.T., M.Cs . Gede Surya Mahendra Hartariani, Luh Lina Herdiawiranata, I Made Ditha I Dewa Gede Arief Bilanova Putra I Dewa Gede Arief Bilanova Putra, I Dewa Gede Arief I Dewa Made Satria Sitangga Wijaya I Gde Aditya Wicaksana . I Gede Agus Saka Prasetya I Gede Ariawan I Gede Aris Gunadi I Gede Bendesa Subawa I Gede Mahendra Darmawiguna I Gede Sudirtha I Gusti Made Krisna Erawan I Gusti Ngurah Agung Pramasurya Dwi Septian I Gusti Ngurah Antaryama I Gusti Nyoman Tri Jayendra I Kadek Dede Permana I Kadek Dede Permana, I Kadek Dede I Kadek Juniastha I Ketut Juni Sugiarsana I Ketut Resika Arthana I Made Ardwi Pradnyana I Made Ditha Herdia Wiranata . I Made Ditha Herdiawiranata I Made Dwi Indrasanjaya . I Made Gede Sunarya I Made Leo Suandinatha I Made Purwa Nugraha . I Made Purwa Nugraha ., I Made Purwa Nugraha I Made Putrama I Made Widnyana, I Made I Made Yoga Antara I Nengah Agus Arimbawa Dwijayadi . I Nyoman Sukapandya Indradinata I Nyoman Sukapandya Indradinata, I Nyoman Sukapandya I Putu Agus Ariana . I Putu Agus Indrawan . I Putu Eka Dharma Cahyadi . I Putu Merta Wirayasa I Putu Tangkas Sedayatana I Wayan Aditya Sudyatmika I Wayan Aditya Sudyatmika, I Wayan Aditya I Wayan Nuarsa I Wayan Suwendra I Wayan Wahyu Nuarsa Ida Bagus Made Ludy Paryatna Ida Bagus Nyoman Pascima Ign Edo Paska Janurbawa, Agus Mas Juni Sugiarsana, I Ketut Juniastha, I Kadek Kadek Agus Darma Yadnya . Kadek Angga Wira Prayudi Kadek Angga Wira Prayudi, Kadek Angga Wira Kadek Dwinda Yudha Pratama Kadek Dwinda Yudha Pratama . Kadek Dwipayana Kadek Ningsih . Kadek Rido Setiawan Kadek Rido Setiawan, Kadek Rido Kadek Yota Ernanda Aryanto Ketut Adi Ardipa Sutrisna . Ketut Agustini Ketut Arlin Aryani Ketut Arya Ketut Sri Addalena Ketut Sukreni Ketut Sukreni, Ketut Ketut Yoga Sarasmayana Komang Adi Wirayasa Komang Wisnu Baskara Putra Kusuma, Ketut Chandra Adinata Kusuma, Thadeo Angga Kusumayanti, Luh Md Dwi Leo Suandinatha, I Made Luh Lina Hartariani Luh Putu Eka Damayanthi Luh Putu Eka Damayanthi Luh Putu Eka Damayanthi, Luh Putu Eka Luh Putu Eka Diantari M.Cs ., Gede Saindra Santyadiputra, S.T., M.Cs Made Astradanta . Made Frans Aditya Bramantya Kusuma Made Frans Aditya Bramantya Kusuma, Made Frans Aditya Bramantya Made Widnyana Made Windu Antara Kesiman Mahendra, I Gusti Agung Putu Mahendra, Ida Bagus Mahendra, Komang Matius Ivan Bimasena Negara, I Made Wahyu Guna Ngurah Nyoman Arya Udayana Ni Kadek Yuli Susanti Ni Kd Putri Ariani . Ni Ketut Sari Adnyani Ni Komang Yanti Suartini Ni Luh Dian Purnama Ni Luh Dian Purnama, Ni Luh Dian Ni Made Putri Kesumawardani Ni Made Wiratini Ni Nyoman Mestri Agustini Ni Nyoman Sugihartini Ni Putu Tina Resdiana Ni Wayan Nursarita Prasistayanti Novitasari Putri Novitasari Putri . Novitasari Putri, Novitasari NUR AZIZAH . P. WAYAN ARTA SUYASA Padma Nyoman Crisnapati Padma Nyoman Crisnapati Pande Made Mahendri Pramadewi Paska, Ign Edo Pirnanda, I Kadek Aditya Pirnanda, I Kadek Aditya Prabawa, Gde Gung Pradnya, Gede Aditra Prasetya, I Gede Agus Saka Prasistayanti, Ni Wayan Nursarita Pratama, Kadek Dwinda Yudha Pratiwi , Ni Kadek Mira Pratiwi, Ni Kadek Mira Putra, I Made Dwi Cahya Prayogi Putra, I Putu Arya Putra, Komang Wisnu Baskara Putra, Putu Permana Putri Kesumawardani, Ni Made Putu Aditya Antara Putu Aga Widi Ananta . Putu Angga Septiana Putra . Putu Angga Septiana Putra ., Putu Angga Septiana Putra Putu Ary Darma Yasa Putu Ary Darma Yasa, Putu Ary Putu Devi Jayanti Putu Eka Suputra . Putu Eka Suputra ., Putu Eka Suputra Putu Intan Paramita Putu Intan Paramita, Putu Intan Putu Kartika Widya Swari Putu Kartika Widya Swari, Putu Kartika Putu Mardiyasa Adi Saputra . Putu Permana Putra Putu Putri Sanjani, Dewa Ayu Putu Windu Tenaya . Retantyo Wardoyo Rizki Puji Amini Sarasmayana, Ketut Yoga Sindu, I Gede Partha Sri Addalena, Ketut Sujaya, Made Agus Panji Sukajaya, I N. Sukendry, Ni Made Nafta Susanti, Ni Kadek Yuli Sutanaya, I Gede Pande Yogianto Sutanjaya, Gde Angga Putra Tangkas Sedayatana, I Putu Thadeo Angga Kusuma Tresnawan, I Gusti Putu Yudha UNDIKSHA . Wiani, Ni Wayan Yulya Widhiyanti Metra Putri, Dewi Arum Wijaya, I Dewa Made Satria Sitangga Wirayasa, I Putu Merta Wirayasa, Komang Adi Yoga Antara, I Made Yundari, Yundari Yunita Purnama Sari Yunita Purnama Sari