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Achmad Room Fitrianto
UIN Sunan Ampel Surabaya, Indonesia
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Journal : KUBIK: Jurnal Publikasi Ilmiah Matematika

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Deteksi Covid-19 Menggunakan Citra X-Ray Metode Gray Level Co-Occurrence Matrix (GLCM) dan Adaptive Neuro Fuzzy Inference System (ANFIS) Fitri Mellynia Astiti; Noormann Atoillah; Rahmat Rizki Sinulingga; Achmad Room Fitrianto
KUBIK Vol 7, No 2 (2022): KUBIK: Jurnal Publikasi Ilmiah Matematika
Publisher : Jurusan Matematika, Fakultas Sains dan Teknologi, UIN Sunan Gunung Djati Bandung

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Abstract

The first detected COVID-19 was in China, this virus has spread worldwide rapidly. COVID-19 is caused by the SARS-CoV-2 virus (Severe Acute Respiratory Syndrome Corona Virus-2) or an acute infection that attacks the respiratory system. COVID-19 examination can be carried out by X-rays. The X-ray images will be identified using a CAD system or Computer-Aided Diagnosis. CAD has three processes consisting of preprocessing, feature extraction, and classification. This study compares 200 X-ray image data of COVID-19 data and 200 X-ray image data of non-COVID-19 data. Both groups of data were divided using the K-fold Cross Validation method where the K value used is 10 so that the distribution of training data is 90% and testing is 10%. The epoch used is 5 with 4 parameters (contrast, correlation, energy, and homogeneity). In the feature extraction process, GLCM is used by comparing every angle in the feature extraction, while Adaptive Neuro Fuzzy Inference System (ANFIS) is used for classification. The best results were obtained from GLCM at an angle of 0° with an accuracy value of 0.90, a sensitivity of 0.85 and a specificity of 0.95. This shows that the use of GLCM and ANFIS for COVID-19 detection performs well.
Co-Authors Abdul Karim Hasibuan Achsania Hendratmi agustin, riska Ahmad Khoirur Rohim Ahmad Syarof Haqiqi Ahmad, Ardhi Seiva Ahmed, Ishfaq Ahsan, Muhamad Aidah Kamaliah Ajeng Tita Nawangsari Alfath Iqbaal Chairulhaq Alvina Mutia Hendarti Ana Toni Roby Candra Yudha Anasa, Fadhillah Avichena  Andri Afianto Andriani Samsuri Aprillia, Avisa Sekar Aqsha Ramadhana Ardhi Seiva Ahmad Arif Nur Aini, Istantya Ningrum Wahyu Arista, Setia Rini Athifa W. Fitri Khoirunnisa Ayu Fahmi Rosydianah Azizah, Aprilia Nur Betty Silfia Billah, Muhammad Arif Churin Iin Darmawan, Andre Pupung Deddy Setyawan Dewi Setya Rahmawati Dimas Arsvendo Een Rizki Amaliyah Fadlin Ragil Nazar Fahrurrozi Faizah Lailaturrohmah Fathimatuz Zahroh Fathimatuz Zahroh, Fathimatuz Fira Talitha Salsabila FIRDAYANTI HADIANSYAH Firdayanti Hadiansyah Fitri Mellynia Astiti Fitrianti, Yuyun Gibbons, Nadine Elizabeth Hamid, Ahmad Munir Hamid, Ahmed Munir Haqiqi, Ahmad Syarof Hasna Anugerah Viola Hasna Anugerah Viola Hikmah, Lailatul Himma Ellhaya Ifa Nur Azizah Ifa Nur Azizah Iftekhar Ahmed Robin Ignatia Martha Hendrati Insiyah, Aslichatul Islacha, Chikmatul Jodi Rizki Kusuma Junjunan, Mochammad Ilyas Khoirun Niam Kholison, Rohmatul Farohah Khusnul Khotimah Kusuma, Jodi Rizki Lailatul Amaliyah M Fathullah Masruroh, Aniswatun Maydila Kifty Arinda Mohammad Azharudin Muhammad Arif Billah Muhammad Fauzin Nur Muhammad, Auwalu Shuaibu Nadine Elizabeth Gibbons Nadya Safirasari Setiawan Nazar, Fadlin Ragil Noormann Atoillah Nur Syam Nuruni Ika Kusuma Wardhani Oslam Ahmadia Paramita, Ayu Dyah Pertiwi, Tanza Dona Pratiwi, Fitriyana Eka Puspa Arum Yasinatul Putri Intani Aisa Masruil Putri Intani Aisa Masruil Putri, Larasati Widya Rahayu, Putri Dwi Rahmadhani, Shelvia Agustine Rahmat Rizki Sinulingga Ramadhana, Aqsha Ramadhani, Rina Reza Milenia Fendi Ries Dyah Fitriyah Rofiqotur Riskiyah Rohim, Ahmad Khoirur Rufaedah, Dina Anisya Salma Fajriani Putri Septiana Hidayanti Setiani, Salsa Yuli Silviana Safitri Siti Alfia Ayu Rohmayanti Siti Hasna Madinah Sri Wigati Tika Pratiwi Ummah, Umrotul Khoiroh Viola, Hasna Anugerah Yasinatul, Puspa Arum Zahrotun Nadhifa Zakiyatul Fakhiroh