Article Per Year (5 Year)
p-Index From 2021 - 2026
6.306
P-Index
This Author published in this journals
All Journal KONSELI: Jurnal Bimbingan dan Konseling (E-Journal) Primary: Jurnal Pendidikan Guru Sekolah Dasar Gravitasi Rihlah Jurnal Sejarah dan Kebudayaan JOURNAL OF INFORMATICS AND TELECOMMUNICATION ENGINEERING Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal Inotera Jurnal Pendidikan Matematika (JUDIKA EDUCATION) Jurnal Agritechno Menara: Jurnal Teknik Sipil Jurnal Syntax Transformation Jurnal Ilmiah JKA (Jurnal Kesehatan Aeromedika) Dimensi Matematika : Jurnal Pendidikan dan Pembelajaran Matematika Al-Mutsla: Jurnal Ilmu-Ilmu Keislaman dan Kemasyarakatan AbdiTechno (Jurnal Pengabdian Masyarakat) Jurnal Pengabdian Inovasi dan Teknologi Kepada Masyarakat Sisfo: Jurnal Ilmiah Sistem Informasi MEUSEURAYA : JURNAL PENGABDIAN MASYARAKAT Jurnal Pengabdian Bangsa Journal of Planning and Research in Civil Engineering Jurnal Pengabdian Masyarakat Kesehatan Indonesia ETERNITAS Jurnal Malikussaleh Mengabdi Jurnal Economic Edu ARIMA : Jurnal Sosial Dan Humaniora Beujroh : Jurnal Pemberdayaan dan Pengabdian pada Masyarakat The Indonesian Journal of Computer Science Jurnal Ilmiah Manajemen dan Kewirausahaan Jurnal Teknologi Informasi untuk Masyarakat (Jurnal Teknokrat) JIS: Journal ISLAMIC STUDIES Metalik: Jurnal Manufaktur, Energi, Material Teknik Jurnal Ilmiah Teknik Sipil (JIMATS) Salaga Journal Journal Tafkirul Iqtishodiyyah Indonesian Community Development and Social Investment Journal
Iqbal
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Dentistry Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Medicine & Pharmacology Nursing Physics Public Health Social Sciences Transportation Other

Published : 51 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 51 Documents
Search

 2   3   4   5   6 
Prediksi Suhu Udara dengan Algoritma Artificial Neural Network di Jawa Timur Karnisih, Karnisih; Sunarno, Sunarno; Iqbal
Jurnal Pendidikan Matematika : Judika Education Vol. 9 No. 1 (2026): Jurnal Pendidikan Matematika: Judika Education
Publisher : Institut Penelitian Matematika, Komputer, Keperawatan, Pendidikan dan Ekonomi (IPM2KPE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31539/s5kx4a49

Abstract

This study aims to systematically optimize the hyperparameters of an Artificial Neural Network (ANN) using an algorithm-based approach to obtain the best configuration, as well as to compare the air temperature prediction accuracy of ANN with other machine learning algorithms. Feature selection was performed using a physical approach to identify variables that significantly influence air temperature, while ANN hyperparameter optimization was conducted using the Random Search method. The ANN model was compared with Linear Regression (LR), Random Forest (RF), and Support Vector Regression (SVR) in predicting air temperature. Model performance was evaluated using Mean Squared Error (MSE), Root Mean Squared Error (RMSE), Mean Absolute Error (MAE), Mean Absolute Percentage Error (MAPE), and the coefficient of determination (R²). The results indicate that the ANN model generally achieved lower MSE, RMSE, MAE, and MAPE values and higher R² values compared to the other methods across four study locations: Banyuwangi, Juanda, Sangkapura, and Pasuruan. These findings demonstrate that ANN with properly optimized hyperparameters can provide more accurate air temperature predictions..   Keywords: Artificial Neural Network, East Java, Machine Learning, Air Temperature
Co-Authors A. Didik Setyo Purwantoro Achmad Rusdi Agusti, Eddy Ahmad Januardi Al-falathi, Siti Aminah Alfaruq, Imam Almira, Jihan Aman, Ahmad Asrul Saputra Badaruddin Barokah, Muhammad Christovel V. Hendriks Dedi Kusuma Habibie Desembardi, Faried Desember, Faried Desi Riskasusanti Diyah Yumeina Djuniadi Djuniadi Dwi Guntoro S. Fadhil Surur FAHRIZAL Farida, Anif Fariyani Fariyani, Fariyani Farizal Farizawati Fauziansyah Febriana Intan Permata Hati Febriyani, Tika Fikri Tamima Galuh Indra Hasniatisari Haurissa, Prita Husnul Mubarak IAN YULIANTI Intan Zuhra Irwan T Ismayani, Susi jabul reski, fadhil Jein A Muabuay Joko Nugroho Wahyu Karyadi Jummaidi Saputra Junaedi Muhidong Kahar Kahar, Kahar kamaludin, ade Karnisih, Karnisih Khaeril Anwar Junaedi Laurencia Vivin Monica LINDAWATI M.Syekh Ikhsan Syaipudin Mahjoedin, Yovial Mahmud Achmad Mahyuddin Maizan, Rafdia Marina Butudoka Marthiana, Wenny Maulidiyah, Rafiqah Mauliza, Suci Meutia, Cut Dara Mohammad Aris Muh Fajar Hardiansyah Muhammad Faisal Muhammad Iqbal Muhammad Nur Fajar Muhammad Rusmin Muhammad Tahir Sapsal Muhammad Wasil Muhammad Yusuf, Tahir Muhtadin Mukrimin Murliana Mursalim Nasution, Anhar Nida Nuraini Nurdiana Nurfadillah Nurhanifa Nurhanifa Nurjannah Nursigit Bitoro Olly Sanny Hutabarat Prabowo, Arga Satrio Prayoga, Dodo Solyus Pristianto, Hendrik Purwanto, A Didik Setya Rahmi, Hayatun Rajib Muammar Ridha Izzulhaq, Muhammad Rina Purnama Sari Rini, Retno Puspa Riyadhul Fajri Riyadhul Fajri Rokhman Saiful Bahri Salamah Salengke, Salengke Salsabila, Nadia Saputri, Yuni Sazili Selpiah Slamet Widodo Suhartini Sukowati, Dwi Guntoro SUNARNO Sunarno Sunarno Syafriadi Tasari, Sutriani Teguh Eka S. Apriliyanto Teuku Rihayat Upik Nurbaiti Valens Wardani, Vera Warsono Widya, Mitha Wiratmadinata Yetri Hasan Yusrizal Zainal Abidin Zainul Amri Zufiyardi Zulkifli