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Journal : Jurnal INFOTEL

Fatigue Detection Using Decision Tree Method based on PPG signal Ilham Ari Elbaith Zaeni; Arya Kusuma Wardhana; Erianto Fanani
JURNAL INFOTEL Vol 15 No 2 (2023): May 2023
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v15i2.935

Abstract

Fatigue is a complex psychophysiological condition marked by sleepiness or fatigue, poor performance, and a range of physiological changes. A decision tree may be used to categorize weariness based on the subject's heart rate data. To begin the experiment, a dataset of the heart rate signal was obtained. The signal has already undergone preprocessing. The feature obtained through preprocessing is then used to construct the decision model. Four traits were discovered. The HF power, LF power, normalized HF power, and normalized LF power are the characteristics. This research has a 75.94% accuracy rating. The precision, recall, and F-measure scores for this study were 0.736, 0.736, and 0.736, respectively.
Co-Authors Abdilla, Sintia Aditya, Ronal Surya Affan Al Maududi Afrian Eskartya Harjono Agil Wahyu Wicaksono Amalina, Haliza Amanatillah, Asti Anita Sulistyorini Anjelina, Dian Denisa Annisa, Gusnita Ayu Ardhanu Kusumanto Arisma, Bayu Jaya Noor Arya Kusuma Wardhana Aulia, Miftha Huda Awanda Putra Pratama Baihaq, Firda Bayu Jaya Noor Arisma Cindy Puspita Sari Dahlia Dian Paramita Devina Ramadhanty Wirakusuma Dhiyaulhaq, Alvira Djoko Kustono Endang Sri Redjeki Erni Dwiyanti Eryani, Salwa Al Farhah’Izzati, Nur Amalina Fauziah, Laili Indah Fa’izah, Erika Nur Firda Baihaq Fulviansyah, Zaidhan Lucano Gelaner, Nauval Akhmadian Haryono, Putri Dwinita Iftitahurroza, Hilma Tsurayya Istiqomah, Mutiara Titian izzatsaltsa maya azmi Khoirunnisa, Irmanda Kiky Martha Ariesaka Kinasih, Kannindya Sekar Kurniawati, Anerinanta Ajeng Nurul Lintang Widya Sishartami Lorenza Arinda Saputri Nur Endah Setyowati Mahendra, Alfian Ihza Marji Marji Marji Marji Marji Marji Mawarni, Briza Tris Mochammad Yunus, Mochammad Moh Mirza Nuryady, Moh Mirza Mohd Rafee Baharudin Muhammad, Naufalsyah Falah Nadia Rosalinda Nadiyah Hanun Afifah Najwa Tsaqifa ʻAzmil Umami Nanang Tri Wahyudi Nareswara, Zahra Filloa Ni’maturrohmah, Mufaizin Nungki Anggorowati Nurhikmah, Nadya Nuril Adh-har Putri Dwinita Haryono Putri, Risma Verani Arfina Putri, Salsabilla Alifah Rachmawati, Windi Chusniah Rahayu, Dinarsih Rahmayanti, Fida Ramadhani, Azzahra Agustin Sri Riski Dani Simanjuntak Robbah, Mar’aa Refina rochma, Ana vida nur Salsabilla Alifah Putri Sheikh Abdullah, Siti Rozaimah Shintia Yunita Arini, Shintia Yunita Shofa Zahrotun Naiim Silvia Trias Putri Simanjuntak, Riski Dani Soares, Domingos Solichin Solichin Solichin Solichin Suhartanti, Ajeng Sri Supriyadi Supriyadi Syifa, Tsabitah Aulawiyatus Tika Dwi Tama Tisnalia Merdya Andyastanti Tri Martiana Tristan, Muhammad Ugsang Acob, Joel Rey Wahyuda, Agus Nur Wenny Rasmawati Simamora Wibowo, Farhan Rahadi Yulinda Nur Maulidya Zaeni, Ilham Ari Elbaith Zucha, Muhammad Ary