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Journal : Journal of System and Computer Engineering

Performa Klasifikasi Berbasis Jarak untuk Deteksi Covid-19 Varian Delta dan Omicron Menggunakan Citra CT-Scan Paru-Paru Abd. Charis Fauzan; Salnan Sabdo Wibowo; Munziah Ahmad
Journal of System and Computer Engineering (JSCE) Vol 4 No 1 (2023): JSCE: Januari 2023
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47650/jsce.v4i1.714

Abstract

During the Covid-19 pandemic, there were two popular Covid-19 variants, namely Delta and Omicron. A non-laboratory approach is needed to detect the Delta and Omicron variants of Covid-19 to prevent a high risk of exposure to these two variants. This study proposes the detection of COVID-19 variants of Delta and Omicron using computerized tomography scan (CT-scan) images of the lungs using distance-based classification. There are 5 distance-based classification methods used to determine the best performance for the Delta and Omicron variant Covid-19 classification. Performance is measured based on the comparison of accuracy, precision and recall of each distance method. The distance method used in this study is Euclidean, Manhattan, Minkowski, Chebyshev, and Canberra. The dataset used was downloaded from the Kaggle database. There are 440 total CT-scan images of the lungs which are divided into 220 Covid-19 images of the Delta and Omicron variants and 220 non-Covid-19 images as training data. Meanwhile, there are test data of 140 Covid-19 images for the Delta and Omicron variants and 140 non-Covid-19 images. Based on the comparison of the performance of distance-based classification, it is concluded that the Manhattan Distance has the best performance compared to the other 4 distance methods. Manhattan distance has an accuracy of 58.57%, precision of 56.52%, and recall with a value of 74.28%. Meanwhile, the lowest accuracy value is owned by the Eucliean Distance of 48.21%. Then, the Minkowski distance has the lowest precision and recall with values ​​of 48.41% and 54.28%.
Hill Cipher-Based Visual Cryptography for Copyright Protection of Images Using Flexible Matrix Keys Mafula, Veradella Yuelisa; Fauzan, Abd. Charis; Prabowo, Tito; Ramadhan, Muhammad Rizky
Journal of System and Computer Engineering Vol 6 No 1 (2025): JSCE: January 2025
Publisher : Universitas Pancasakti

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61628/jsce.v6i1.1634

Abstract

The widespread distribution of digital images on the internet has diminished the copyright protection associated with them. In some cases, copyrighted and economically valuable digital images should not be modified or distributed without permission, as altering the original image can harm its owner. This violation is common, but many internet users are unaware of it. The goal of this research is to protect intellectual property rights of digital images using visual cryptography based on the Hill Cipher algorithm with matrix key flexibility. Hill Cipher is chosen for its ability to encrypt data in blocks, making it more secure than classical cryptographic algorithms that encrypt data individually. Visual cryptography is used to secure digital images through encryption and decryption. Encryption scrambles the image, while decryption restores it. The research method involves collecting digital image datasets, preprocessing, Hill Cipher encryption, and decryption. Key flexibility includes matrix keys of 2x2, 3x3, and 4x4 to enhance security. This research has demonstrated the effectiveness of the Hill Cipher algorithm in protecting digital images through encryption and decryption processes with flexible matrix keys of size 2x2 and 3x3. The results of the experiments, including encryption and decryption using both matrix sizes, have been thoroughly analyzed with respect to various cryptographic metrics: histogram analysis, energy, entropy, and running time.
Co-Authors A. Zainul Muttaqin Sph Achmad Nuuril Faizin Adhitya Prayoga Permana Afivatu Pratama Agustin Afrida Danar Pratama Agus Yulianto Agustin Ely Rahayu Agustin Ely Rahayu Agustina, Nur Afnis Ahmad Agung Saputra Ahmad Fayyadh Qaimul Haq Ahmad Gufron Ahmad Makhi Ahmad Makhi Ahmad Yunus Ainafatul Nur Muslikah Alvi Durunnafis Annisa Heparyanti Safitri Ardisca Evanandy Asfilia N. Anggraini Asna Andi Auladi Ayu Eviana Baqi, Utrodus Said Al Bharin Rizqi Waridhon Binti Aulatul Mufida Bunga Cahyaning Untari Caska - Chandra Gunawan Choirunnufatul Chusna Citra Mirna Wati Defy Lukbatul Qolbiah Deny Restyo Nugroho Dewana Firman Abdul Mu'izz Dewi Lestari Dimas Fahmi Rizaldi Dwi Danu Handoyono Dwi Zulva Uliunuha Dyah Ayu Wiranti Edoardo Jofan Rifano Edy Prabowo Egy Nadya Etvin Trio Sagita Fadhila Nur Hanifah Faizin Choirul Umam Fatmawati, Fariza Uma FATRA NONGGALA PUTRA Fiqih Ainul Qhabib Gunawan Gunawan Hardiana Riski Riswanto Harliana Harliana Harliana Harliana Harliana Harliana Hinayu Diniatul Fahma Huda Maariful Muhamat Ibrohim Aqimuddin Ida Ayu Putu Sri Widnyani Ike Wahyu Septiani Ilham Kurniawan Imam Machfud Indana Nuril Hidayah Indera Cahyo Wibowo Iqbal Fikri Al hadi Iza Arfiana Fauziah Jayanti Galuh Condrokirono Junaedi Abdillah Kafi, Elfiya Khanatul Kasanah, Siti Uswatun Khamaida Safinah Kharisma Sabbihatul Mustaghfaroh Khasanah, Dhea Lutfiatul Khoiril Hikmah Khoiril Hikmah Khoiril Hikmah Kurnia Siwi Kinasih Kurnia Z. Matondang Kurniyatul Ainiyah Lestariningsih Lestariningsih Lestariningsih Linda Salma Angreani M Maulana Ikhsan M. Subhan Ansori Machmud Naufal Mafula, Veradella Yuelisa Marshella Dwi Putri Yustiana Maskuri, Muhammad Naja Mochamad Buqori Muslim Mochammad Arifin Mochammad Rizqy Pratama Moh Afif Rofiqi Moh Bagus Sholikul Adib Muhamat Maariful Huda Muhamat Maariful Huda Muhammad Ammarullah Ridho Muhammad Asfa Ilhami Muhammad Holili Muhammad Nasyithul Ibad Muhammad Rizky Ramadhan Muhammad Yusuf Ashari Muhammat Maariful Huda Munziah Ahmad Nadila Oktavia Ningtias Naela Nur Choiriyah Nahdiyah, Umi Nanang Zamroji Nanik Yustia Neni Febiani Nurul Aziz Tri Wahyuni Panky Yoga Pratama Prabowo, Tito Puan Maharani Kurniawan Putri Handayani Raden Mohamad Herdian Bhakti Rahmat Yanu Sutrisno Redhitya Wempi Ansori Riska Fitri Nur Alifah Rouf, M. Abd. Safrinadi Ilham Salma Fatia Salnan Sabdo Wibowo Salsabella Elizzah Sari, Hetty Elvina Seta Murdha Pamungkas Setyawan, Dimas Ari Shinta Rizki Firdina Sugiono Shofiyatun Najah Shofiyatun Najah Subana Subana Sugeng Wahyudi Suraji Suraji Syarif Alqoroni Tamaulina Br Sembiring Tito Prabowo Toto Ricky Fernando Tricahyo, Vion Age Utrodus Said Al Baqi Veradella Yuelisa Mafula Veradella Yuelisa Mafula Wasimin Wasimin Winda Puji Larasati Yayang Galuh Nur Khamidatullailiyah Yeni Ratih Pratiwi Zainun Nasikin