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All Journal Cakrawala Pendidikan Jurnal Pengajaran MIPA EDUSAINS Jurnal Pendidikan IPA Indonesia Jurnal Pengajaran Matematika dan Ilmu Pengetahuan Alam Jurnal Inovasi Teknologi Pendidikan Jurnal Pendidikan Biologi Indonesia Jurnal Penelitian Pendidikan Kimia Jurnal Pendidikan Biologi Sriwijaya University Learning and Education International Conference JPPPF (Jurnal Penelitian dan Pengembangan Pendidikan Fisika) Seminar Nasional Pendidikan IPA Jurnal Penelitian Pendidikan IPA (JPPIPA) INKUIRI : Jurnal Pendidikan IPA Biosfer: Jurnal Pendidikan Biologi Jurnal SOLMA Pendas : Jurnah Ilmiah Pendidikan Dasar Jurnal PGSD: Jurnal Ilmiah Pendidikan Guru Sekolah Dasar JPBIO (Jurnal Pendidikan Biologi) Jurnal Pembelajaran Biologi : Kajian Biologi dan Pembelajarannya Atrium Pendidikan Biologi Cendekiawan Bubungan Tinggi: Jurnal Pengabdian Masyarakat Journal of Community Service and Empowerment Jurnal Pengabdian Dharma Wacana Jurnal Pengabdian Masyarakat Indonesia Nusantara Hasana Journal PTK: Jurnal Tindakan Kelas Journal of Education Research Ensiklopedia: Jurnal Pendidikan dan Inovasi Pembelajaran Saburai Al Kawnu : Science and Local Wisdom Journal Inovasi Matematika (Inomatika) KREATIF: Jurnal Pengabdian Masyarakat Nusantara SJEE (Scientific Journals of Economic Education) Jurnal Abdimas Maduma Jurnal Edukasi Biologi Jurnal Sains Student Research Jurnal Ilmiah Nusantara Jurnal Pendidikan IPA Indonesia Sriwijaya University Learning and Education International Journal KREATIF: Jurnal Pengabdian Masyarakat Nusantara BULETIN FISIKA
Yenny Anwar
Biology Education, Faculty Of Teacher Traning And Education, Universitas Sriwijaya, Indonesia
Agriculture, Biological Sciences & Forestry Humanities Astronomy Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Energy Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Machine Learning to Predict Climate Change in Coastal Areas of Indonesia Huriyatul Firdausi; Melly Ariska; Sardianto Marcos Siahaan; Hamdi Akhsan; Yenny Anwar; Iin Seprina; Taufiq Taufiq
BULETIN FISIKA Vol. 27 No. 1 (2026): BULETIN FISIKA
Publisher : Departement of Physics Faculty of Mathematics and Natural Sciences, and Institute of Research and Community Services Udayana University, Kampus Bukit Jimbaran Badung Bali

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24843/BF.2026.v27.i01.p05

Abstract

Indonesia's coastal regions face significant threats from climate change, including rainfall uncertainty, rising temperatures, and sea level rise. This study aims to explore the potential of machine learning algorithms in predicting climate parameter changes in the coastal areas of Minangkabau, Pesawaran, and Maritim Panjang. Daily climatological data obtained from the Meteorology, Climatology, and Geophysics Agency (BMKG) were used as the basis for model training. Three primary algorithms were tested Random Forest, XGBoost, and Long Short-Term Memory (LSTM) selected for their capability to handle complex and temporal data. The research methodology included data preprocessing, model training, cross-validation, and predictive performance evaluation using metrics such as Root Mean Square Error (RMSE), Mean Absolute Error (MAE), and the coefficient of determination (R²). Preliminary results show that LSTM excels in time series prediction, while XGBoost offers a good balance between speed and accuracy. These findings indicate that machine learning-based approaches have strong potential as decision-support tools for climate change mitigation and adaptation planning in Indonesia’s coastal regions.
Jenis-Jenis Saluran Komunikasi dalam Difusi Inovasi Pendidikan Meijustika, Rindah; Susanti, Rahmi; Maharani, Siti Dewi; Anwar, Yenny
Journal of Education Research Vol. 6 No. 4 (2025)
Publisher : Perkumpulan Pengelola Jurnal PAUD Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37985/jer.v6i4.2448

Abstract

Saluran komunikasi berfungsi sebagai media untuk menyampaikan pesan dari satu individu ke individu lainnya. Kualitas interaksi dalam pertukaran informasi menentukan apakah suatu inovasi akan berhasil disampaikan serta dampak yang ditimbulkan dari  penyebaran informasi tersebut. Rogers (1983) memberi dua contoh jenis saluran komunikasi yakni media massa dan komunikasi interpersonal.   Artikel ini bertujuan membahas lebih lanjut mengenai berbagai jenis saluran komunikasi dalam difusi inovasi di dunia pendidikan, serta contoh-contohnya dalam pendidikan di Indonesia. Belum banyak penelitian pustaka Penelitian studi pustaka membahas topik ini belum banyak, oleh sebab itu pemahaman mengenai konsep ini diharapkan dapat membantu para pendidik, pengambil kebijakan, dan peneliti pendidikan dalam mengembangkan strategi yang lebih efektif untuk mendukung perubahan dan kemajuan pendidikan di era digital ini. Penelitian ini merupakan penelitian kualitatif dengan menggunakan metode studi pustaka dimana pengumpulan data dengan melakukan kajian terhadap berbagai literatur buku, dan media online.
Co-Authors Adeng Slamet Adeng Slamet Adeng Slamet Adeng Slamet Afriyanty, Ayu Al Fatih, Zaky Aldri Frinaldi Alfiani Masruroh Aliza Anggraini, Nur Allvemy, Allecya Riany Amizera, Suzy Amrina Muthi'ah Anggraini, Nike Annisa Tiara Linanti Ari Widodo Ari Widodo Arinal Husna Ariska, Meli Arundina, Asyifa Atika Dwi Martanti Ayu Tania Az Zahra, Lutfiah Bambang Subali Bevo Wahono Cecil Hiltrimartin Cici Hema Pratiwi Dea Ananda Saputri Desi Trilipi Devi Fitria Susanti Dewi, Nur Fitra Dhelcia Bayumi, Karina Diah Kartika Sari Didi Jaya Santri Diva Ananta Pratiwi Djunaidah Zen E. Ermayanti Effendi Nawawi Effendi Nawawi, Effendi Eka Ad’hiya Elvira Destiansari Elyani Ami Ferani, Emy Geacelyn Geacelyn Gustian Rifaldi Hamdi Akhsan Hapizah Henni Riyanti Hervindri Indar Ningsih Hesty Evang Gelista Silalahi Huriyatul Firdausi Iin Seprina Inda Sari Indah Karunia Sari Innayatullah, Fatiah Intan Ratu Pratiwi Kartika, Diah Ketang Wiyono Ketang Wiyono Khoiron Nazip, Khoiron Kodri Madang Kodri Madang Kodri Madang, Kodri Linda Agusti Machdalena Vianty Made Sukaryawan Maharani, Siti Dewi Mardaleni Leni Maretha, Delima Engga Maryanti, Atika Dwi Meijustika, Rindah Meilinda Meilinda Meilinda Meilinda Meilinda Meilinda Meilinda Meilinda Meilinda Meilinda, M Meise Nurul Utami Melly Ariska Milka, Ikbal Adrian Msy Hikmah Muhammad Riski, Muhammad Nadia Salsabila Nike Anggraini Nike Anggraini Ningsih, Windi Indah Fajar Novi Yusliani Nur Fitra Dewi Nur Fitrah Dewi Nurfadhilah, Dinda Nuryani Rustaman Okta Cahyaningrum, Alya Poppy Purnamasari Putri, Maharani Chintya Rahmannisa, Amanda Rahmi Susanti Rahmi Susanti Rahmi Susanti Retno Cahya Mukti Rita Rahmayanti Riyanto Riyanto Riyanto Riyanto Riyanto Riyanto Rodi Edi, Rodi Rosfa, Asti Zuhana Rosfaniarti Safegi, Jihan Della Safira Permata Dewi Safira Permata Dewi Sardianto Markos Siahaan Sari, Indah Intan Sari, Indah Karunia Selamet, Adeng Selaras Handayani Selvi Riyanti Septiana, Resma Siti Dewi Maharani Siti Huzaifah Siti Huzaifah, Siti Siti Nabilah Slamet Hariyadi Sofia Somakim, Somakim Sri Redjeki Sri Redjeki Suratmi Suratmi Susy Amizera Susy Amizera Tasya Mutiara Nabilah Taufiq Taufiq Tibrani, Masagus Mhd Tibrani, Masagus Mhd. Tibrani, Masgus Triska Meita Padila Utami Dewi Utami, Nurfika Putri Utary, Novitria Uthary Relanda Regiska V Vera Widia Ningsih Widy Anggraini Willa Agustina Yulianti, Rica Yuni Lestari Zalis, Bella Sonianica Zibrullah, Milzam