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Jusak Jusak
STMIK Stikom Surabaya
Humanities Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Other

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Journal : Bulletin of Electrical Engineering and Informatics

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A novel women's ovulation prediction through salivary ferning using the box counting and deep learning Pratikno, Heri; Zamri Ibrahim, Mohd; Jusak, Jusak
Bulletin of Electrical Engineering and Informatics Vol 13, No 2: April 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i2.5847

Abstract

There are several methods to predict a woman's ovulation time, including using a calendar system, basal body temperature, ovulation prediction kit, and OvuScope. This is the first study to predict the time of ovulation in women by calculating the results of detecting the fractal shape of the full ferning (FF) line pattern in salivary using pixel counting, box counting, and deep learning for computer vision methods. The peak of a woman's ovulation every month in her menstrual cycle occurs when the number of ferning lines is the most numerous or dense, and this condition is called FF. In this study, the computational results based on the visualization of the fractal shape of the salivary ferning line pattern from the pixel-counting method have an accuracy of 80%, while the fractal dimensions achieved by the box-counting are 1.474. On the other hand, using the deep learning image classification, we obtain the highest accuracy of 100% with a precision value of 1.00, recall of 1.00, and F1-score 1.00 on the pre-trained network model ResNet-18. Furthermore, visualization of the ResNet-34 model results in the highest number of patches, i.e., 586 patches (equal to 36,352 pixels), by applying fern-like lines pattern detection with windows size 8x8 pixels.
Co-Authors A. B. Tjandrarini Adani, Muhammad Faizin Aderusman, Rizky Adi Suryaputra Paramita Agus Ariyanto Agus Dwi Churniawan, Agus Dwi Alfian Angga Pradika Alim Rahmat Rido Anggara, Faris Widi Anjik Sukmaaji Atmaja, Bhagus Sugamayana Dwi Atmaja, Bhagus Sugamayana Dwi Budi Hari Nugroho Burhanuddin Surya Putra David Palguna Djojosuroto, Muh.Rahmat Effendy, Edwin David Eka Sari Oktarina Ekinasti, Anggi Tiara Citra Erwin Sutomo Feri Setiawan Adinata Firdaus, Deddy Mohammad Fumio Highy Suparlan Hakim, Arnaz Malikul Hakim, Arnaz Malikul Harianto Harianto Harianto, Gaguk Hasyim, Dealis Dinamika Henry Bambang Setyawan Heri Pratikno Hikam, Dicky Sirojul Hoky Ajicahyadi I Dewa Gede Rai Mardiana Ignatius Adrian Mastan Imam Fauzi Ira Puspasari Irene Rizky Andini Jap Fen Dy, Jap Fen Julianto Lemantara Kurnia, Lassa Nusti Kusbiono Wisnu Pambudi Kusuma, Otniel Reza Kusuma, Yusuf Budi M. J. Dewiyani Sunarto Mardianto Basuki Martinus Sony Erstiawan Mochammad Arifin Muhammad Nizar Muhammad Syakir Kautsar Mustafa, Putra Yoga Dwiangga Mustafa, Putra Yoga Dwiangga Nahusuly, Nova Nahusuly, Nova Nanda Surya Setiawan Octavianus Wijaya Oktaviyani, Tri oktorianto, kevin widoni Pamungkas, Johan Pantjawati Sudarmaningtyas Pauladie Susanto Phompi Andinata Pietter, P. Earl Pietter, P. Earl Pradana, Yulyus Effendi Prastyo, Pangky Ari Wibowo Putra, Febri Pradana Putra, Febri Pradana Putro, Abid Eka Sukatno Ramadhanis, Puspayati Ramadhanis, Puspayati Ramzi, Muhammad Ramzi, Muhammad Rendi Haris Nofianto Reppy Reisa Rido, Alim Rahmat Rido, Alim Rahmat Rizky Ananto Putri Rizky Kurniawan Robiyanto Robiyanto, Robiyanto Rohmat Solikin Rudi Santoso, Rudi Saputro, Dedy Tri Saraswati, Dyah Lestari Sembiring, Rinawati Septian Adi Herlambang, Septian Adi setiawan, ashari SETIAWAN, BRAMASTA AGNANDA SETIAWAN, BRAMASTA AGNANDA SOLEHUDIN, SONY SOLEHUDIN, SONY Suarjaya, I Gede Sugiarto, Wahyu Rokhman Susanti, Ririn Susanti, Ririn Susanto, Ubaidillah Susianto Tri Resmana Syafi'i, Imam Tajuddin Akbar Tegar Heru Susilo Teguh Sutanto Triwibowo, Aris Viranda, Rizkyana Surya Vivine Nurcahyawati Wahyu Andy Yulianto Wahyu Setiawan Weny Indah Kusumawati Wirandha Ryan Pratama Wiyono, Reynaldi Arfian Agus Yoga Eka Saputra Yosefine Triwidyastuti Zamri Ibrahim, Mohd