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All Journal Jurnal Teknologi dan Manajemen Informatika TEKNOLOGI: Jurnal Ilmiah Sistem Informasi TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Ilmiah Kursor Register: Jurnal Ilmiah Teknologi Sistem Informasi Jurnal Teknologi dan Sistem Komputer Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer INTEGER: Journal of Information Technology Teknika: Engineering and Sains Journal Knowledge Engineering and Data Science JICTE (Journal of Information and Computer Technology Education) SMARTICS Journal Kinetik: Game Technology, Information System, Computer Network, Computing, Electronics, and Control Konvergensi Jurnal Sisfokom (Sistem Informasi dan Komputer) INTECOMS: Journal of Information Technology and Computer Science JPP IPTEK (Jurnal Pengabdian dan Penerapan IPTEK) Antivirus : Jurnal Ilmiah Teknik Informatika Journal of Information System,Graphics, Hospitality and Technology Jutisi: Jurnal Ilmiah Teknik Informatika dan Sistem Informasi Jurnal Teknologi Informasi dan Terapan (J-TIT) Jurnal Teknika Teknika Journal of Electrical Engineering and Computer (JEECOM) Best : Journal of Applied Electrical, Science and Technology Insyst : Journal of Intelligent System and Computation J-Intech (Journal of Information and Technology) Joutica : Journal of Informatic Unisla Jurnal Nasional Teknik Elektro dan Teknologi Informasi Insand Comtech : Information Science and Computer Technology Journal Jurnal Indonesia Sosial Teknologi JEECS (Journal of Electrical Engineering and Computer Sciences) Eksplorasi Teknologi Enterprise & Sistem Informasi (EKSTENSI) EduTech Journal
Endang Setyati
Institut Sains Dan Teknologi Terpadu Surabaya
Aerospace Engineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Mechanical Engineering Physics Social Sciences Other

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Journal : JEECS (Journal of Electrical Engineering and Computer Sciences)

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Detection of Lung Cancer Malignancy Types on CT-Scan Using the Convolutional Neural Network Method at PHC Hospital Surabaya Kholilul Rohman Kurniawan; Endang Setyati; Francisca Haryanti Chandra
JEECS (Journal of Electrical Engineering and Computer Sciences) Vol. 9 No. 1 (2024): JEECS (Journal of Electrical Engineering and Computer Sciences)
Publisher : Fakultas Teknik Universitas Bhayangkara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.54732/jeecs.v9i1.6

Abstract

There are many uses for digital image processing, ranging from tumor and cancer detection in the body to reading blood cells. The rate of lung cancer represents about 13.27% of the total cancer cases, and this shows that lung cancer is the main type of disease in men. Lung cancer is one of the most dangerous and life-threatening diseases in the world. In Indonesia, lung cancer is more often detected when patients are at an advanced stage. Therefore, in this paper, we applied Deep Learning to solve a lung cancer malignant detection system; it is used to detect and classify nodule areas. So that lung cancer detection can be obtained with accurate results. This paper explains the working system for detecting lung cancer malignancies using a Convolutional Neural Network (CNN) and the model architecture for training the dataset using the EfficientNet model. This study collected 800 lung CT images from PHC Surabaya Hospital in DICOM format. A total of 13 layers with EfficientNet architecture and classification layers for each type of cancer class have been used in the model. The experimental results of the model achieved satisfactory results with an accuracy of 99.46%, with a maximum epoch of 30 and a mini-batch size of 128.
Co-Authors Abdur Rouf Achmad Firman Choiri Agung Adi Saptomo Agung Dewa Bagus Soetiono Ajeng Restu Kusumastuti Akhmad Solikin Andi Sanjaya Andi Sanjaya Andriyanto, Pyepit Rinekso Anggay Luri Pramana Arif Priyambodo Azis Suroni Budi, Rizal Devi Dwi Purwanto Dicka Y Kardono Edwin Pramana Eko Mulyanto Yuniarno Elis Fitrianingsih Esther Irawati Setiawan Fachrul Kurniawan Farkhan, Muhammad Febriantoro, Erfan Fery Satria Kristianto Fitrianingsih, Elis Francisca H Chandra Francisca Haryanti Chandra Gunawan Gunawan Gunawan Gunawan, Tjwanda Putera Hans Keven Budi Prakoso Harianto, Reddy Alexandro Hatem Alsadeg Ali Salim Hendrawan Armanto Herman Budianto Honoris Setiahadi Ine Juniwati Joan Santoso Kartika, Bara Alpa Yoga Kholilul Rohman Kurniawan Lilis Setyaningsih Luhfita Tirta Lukman Zaman Luqman Zaman M. Najamudin Ridha Masrur Anwar Mauridhi Hery Purnomo Maysas Yafi' Urrochman Mochamad Hariadi Muhammad Farkhan Muhammad Turmudzi Nafi'iyah, Nur Novi Duwi Setyorini Peter Winardi Pranama, Edwin Raden Mohamad Herdian Bhakti Rafliana Natalia da Silva Raymond Sutjiadi Reddy Alexandro Harianto Resmana Lim Retno Wardhani Rusina Widha Febriana Salim, Shierly Kartika San, Joan Santoso, Elkana Lewi Soetiono, Agung Dewa Bagus Subroto Prasetya Hudiono Sugiarto, Raymond Suharyono Az Suhatati Tjandra Supandik, Ujang Joko Surya Sumpeno Suyuti, Mahmud Tjwanda Putera Gunawan Tri Septianto Tuesday saka gustaf Udkhiati Mawaddah Uliontang Uliontang Wahyudi, Nanang Yosi Kristian Yuliana Melita Pranoto Yulius Widi Nugroho Yunita, Helda Zaman, Luqman