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All Journal Jurnal Ilmu Lingkungan Jurnal Pendidikan Geografi Undiksha Jurnal Sains dan Pendidikan Fisika Majalah Geografi Indonesia JFA (Jurnal Fisika dan Aplikasinya) ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika JPSE (Journal of Physical Science and Engineering) Jurnal Sains & Teknologi Modifikasi Cuaca Jurnal Geografi, Edukasi dan Lingkungan Jurnal Meteorologi Klimatologi dan Geofisika Jurnal Penelitian Pengelolaan Daerah Aliran Sungai Journal of Marine Research and Technology Jurnal Kelautan Nasional Jurnal Sains Dirgantara JURNAL METEOROLOGI DAN GEOFISIKA Indonesian Physical Review To Maega: Jurnal Pengabdian Masyarakat JTIK (Jurnal Teknik Informatika Kaputama) Pillar of Physics: Jurnal Berkala Ilmiah Fisika J-Intech (Journal of Information and Technology) Jurnal Meteorologi dan Geofisika
Aries Kristianto
Unknown Affiliation
Agriculture, Biological Sciences & Forestry Astronomy Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Education Electrical & Electronics Engineering Energy Engineering Environmental Science Library & Information Science Materials Science & Nanotechnology Mathematics Physics Social Sciences Other

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Journal : J-Intech (Journal of Information and Technology)

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Klasifikasi Cuaca Berbasis Citra dengan Model CNN LeNet-5 yang Dimodifikasi Tuna, Miranda Sahfira; Kristianto, Aries
J-INTECH (Journal of Information and Technology) Vol 12 No 02 (2024): J-Intech : Journal of Information and Technology
Publisher : LPPM STIKI MALANG

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32664/j-intech.v12i02.1515

Abstract

The development of technology in the field of weather information is needed especially for all aspects of life. To recognize, study, and detect weather conditions that occur, classification techniques with the help of artificial intelligence are needed. The classification model used is a convolutional neural network (CNN) with a modified LeNet-5 architecture. The purpose of this study is to test the performance of the model for the classification of sunny, cloudy, cloudy and rainy weather conditions, as well as to determine the resulting accuracy and its application. With this model. The image size used is 224x224, batch size 32, learning rate 0.0001 and trained with 50 epochs. In the model training process, 8 different scenarios were created involving augmentation and no augmentation techniques, as well as the use of one of the callbacks functions in the form of earlystopping. The CNN model that uses augmentation and earlystopping with a patience value of 5 produces the best performance because it achieves an accuracy of up to 94%. The model is implemented on a locally hosted website and produces predictions that match the weather conditions that occur
Co-Authors Abigael, Febby Debora Achmad Zakir Adelina Lumban Gaol Adi Mulsandi Aditya Mulya Aditya Mulya Agung Hari Saputra Alghazali, Muhammad Fathurrachman Alpentido, Rahmat Anggareta Khairunnisa Arno, Giarno Avrionesti, Avrionesti Aydin Umardani, Syarif Abdillah Bayu Edo Pratama Cahya, Shintia Dwi Carundyatama, Daniar Ihza Deffi Munadiyat Putri Deni Septiadi Deni Septiadi Dewi, Aprilia Mustika Djoko Prabowo Dudy Darmawan Wijaya Ejha Larasati Siadari Filbert Pascalis Almer Mahendra Gaol, Adelina Lumban Gaol, Adelina Lumban Hafidz Syarifuddin Hakim, Muhammad Zaidan Halawa, Reinal Taruna Wahyu Hapsoro Agung Nugroho Hari Winarto Hensatiti Niken Pratiwi Imawan Mashuri Immanuel JA Saragih Istihanah, Dini JUFRI, RAVYDO ANGGARA Kaizzi Larasati, Kanaya Khafid Pratama Lestari, Tri Anggun Mari Frystine Maulana, Muhammad Ikko Safrilda Maulana, Muhammad Ikko Safrilda Meldisa Putri Maulidyah Muhammad Afif Shofiyudh Dhuha Muhammad Ryan Novitarini, Putu Widya NUGRAHEINI, IMMA REDHA Nugraheni, Imma Redha Prakoso, Adhitya Pratama, Khafid Pratiwi, Hensatiti Niken Putri, Deffi Munadiyat Qosinatus Sa'diyah Radjab, Fachri Rafi, Rayhan Rani, Annisa Puspa Rejeki, Hasti Amrih Rista Hernandi Virgianto Ryan, Muhammad Ryan, Muhammad Saifulloh, Naufaldi Saragih, Immanuel JA Siadari, Ejha Larasati Siadari, Ejha Larasati Soegiarto, Ita Syahid, Wisnu Tri Wahyu Hadi TUNA, MIRANDA SAHFIRA Usman Efendi Usman Efendi Wandarana, Wulan WINONA PUSPA BETARI Wulan Wandarana Yusuf Jati Wijaya Zakir, Achmad Zakir, Achmad