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All Journal International Journal of Evaluation and Research in Education (IJERE) Jurnal Penelitian Fisika dan Aplikasinya (JPFA) Jurnal Ilmiah Pendidikan Fisika JPPS (Jurnal Penelitian Pendidikan Sains) JPPIPA (Jurnal Penelitian Pendidikan IPA) Bubungan Tinggi: Jurnal Pengabdian Masyarakat Inovasi Fisika Indonesia (IFI) Prisma Sains: Jurnal Pengkajian Ilmu dan Pembelajaran Matematika dan IPA IKIP Mataram AMPLITUDO: Journal of Science & Technology Innovation Journal of Law and Bibliometrics Studies Open Access DRIVERset Journal of Innovative Technology and Sustainability Education
Madlazim Madlazim
Universitas Negeri Surabaya
Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Earth & Planetary Sciences Education Electrical & Electronics Engineering Energy Engineering Environmental Science Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Materials Science & Nanotechnology Mathematics Physics Social Sciences Other

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Hybrid GNSS-Rainfall Decision Support for Staged Early Warning of Rainfall-Induced Slope Instability in Agricultural Landscapes: A Yarra Valley Prototype Supporting SDG 2 and SDG 11 Madlazim Madlazim; Muhammad Nurul Fahmi; Arie Realita; Baba Musta; Dyah Permata Sari; Khaista Rehman
AMPLITUDO : Journal of Science and Technology Innovation Vol. 5 No. 2 (2026): August
Publisher : Balai Publikasi Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.56566/amplitudo.v5i2.736

Abstract

Early detection of rainfall-induced slope instability in agricultural terrain remains difficult because hydrological loading commonly precedes measurable ground movement. This study develops an explainable decision-support framework that integrates GNSS-derived detrended displacement, antecedent rainfall indicators, and a machine-learning anomaly score for staged warning in the Yarra Valley, Australia. A regional target-control GNSS architecture was implemented with four slope stations and two control stations, and a retrospective rainfall-driven event window in April 2025 with complete processing products was analysed. The workflow combines 24 h and 72 h rainfall accumulation, target-control displacement metrics, deformation gradients, and a weighted fusion index to distinguish background variability from physically plausible slope response. Cumulative rainfall increased before localized deformation emerged, and the lower slope sector showed stronger response than the upper sector. The fusion layer therefore supports escalation from normal to watch and, when rainfall and deformation thresholds are jointly exceeded, to warning. This prototype strengthens operational decision-making for agricultural slope management and provides a basis for multi-event validation and wider deployment
Co-Authors Adedio Daniel Situmeang Adi Susilo Ali Hasbi Ramadani Alif Haidar Safrian Anggraeni, Firdha Kusuma Ayu Arie Realita Aris Doyan Atika Fatharani Baba Musta Binar Kurnia Prahani Budi Jatmiko Daniar Kartika Diah Hari Kusumawati Divana Zumrotul Asyfiya Dyah Permata Sari Dyah Permata Sari Eka Putri Dian Nata Sari Eko Sujarwanto Faradila Aulia' Alifteria Hanan Zaki Alhusni Hariyono, Eko Hasan Nuurul Hidaayatullaah Henny Ekawati Haryono Hikmatul Maulidah Husni Mubarok Irsyad Yusuf Santoso Khaista Rehman KIKI SEPTARIA Ladika Zuhrotul Wardi Lugas Haryo Pradigdo M. Rizky Saputra Mahmud Mahmud Mita Anggaryani Muhammad Abd. Hadi Bunyamin Muhammad Novaldy Nur Dwinanda Wahab Muhammad Nurul Fahmi Muhammad Rey Dafa Ahmadi Muhammad Syahrul Dwi Handika Muhammed Akif Kurtuluş Muhammed Akif Kurtuluş Mukhayyarotin Niswati Rodliyatul Jauhariyah MUSLIMIN IBRAHIM Mustaji Mustaji Nadi Suprapto Nur Fuaidah Nur Ika Dwi Lestari Nurita Apridiana Lestari Rasamala I.W Putri Riski Ramadani Rudiana Agustini Safira Nur Cholisatin Satriawan, Muhammad Setyo Admoko Shabrina Safitri Titik Taufikurohmah TITIN SUNARTI Tomonori Ichinose Uswatun Chasanah Utama Alan Deta Wasis Yan Putra Timur Yaumi Yaumi Yuansyah Dhaniar Ramadhan ZAINUL ARIFIN IMAM SUPARDI