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All Journal Jurnal Pengelolaan Sumberdaya Alam dan Lingkungan (Journal of Natural Resources and Environmental Management) GEA, Jurnal Pendidikan Geografi Jurnal Pendidikan : Riset dan Konseptual Jurnal Darussalam: Jurnal Pendidikan, Komunikasi dan Pemikiran Hukum Islam SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan JURNAL PENDIDIKAN TAMBUSAI Journal on Education Jambura Geoscience Review Indonesian Journal of Social Science Education (IJSSE) Jurnal Ilmiah Profesi Pendidikan International Journal of Educational Review Jambura Geo Education Journal Mattawang: Jurnal Pengabdian Masyarakat Jurnal Inovasi Pengabdian Masyarakat Pendidikan Jurnal Azimut Geosfera: Jurnal Penelitian Geografi Cross-border International Journal of Innovation and Education Research Jambura Arena Pengabdian Damhil: Jurnal Pengabdian kepada Masyarakat Jurnal Riset dan Pengabdian Interdisipliner
M. Iqbal Liayong Pratama
Universitas Negeri Gorontalo
Religion Agriculture, Biological Sciences & Forestry Humanities Computer Science & IT Control & Systems Engineering Earth & Planetary Sciences Economics, Econometrics & Finance Education Engineering Environmental Science Health Professions Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Nursing Public Health Social Sciences Other

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Pendekatan Machine Learning dalam Memetakan Kesesuaian Habitat Mal Daud Yusuf; Muhammad Karim; Tahir Tahir; Emy Saelan; M. Iqbal Liayong Pratama
Geosfera: Jurnal Penelitian Geografi Vol 4, No 2 (2025): Geosfera : Jurnal Penelitian Geografi
Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/geojpg.v4i2.36472

Abstract

Climate change and increasing anthropogenic pressure pose serious threats to endemic species with restricted distributions, such as the Maleo (Macrocephalon maleo) of Sulawesi. This study aims to model habitat suitability and potential distribution of the Maleo using an integrated Geographic Information System and Maximum Entropy approach. Presence-only occurrence data were combined with bio-physical and anthropogenic environmental variables to generate spatial predictions of habitat suitability across coastal and lowland landscapes. The model demonstrated strong predictive performance, indicating that the selected variables effectively captured the ecological requirements of the species. Habitat suitability patterns revealed that sandy soil characteristics, proximity to natural heat sources, and river systems were the most influential factors enhancing habitat suitability, reflecting the species’ unique reproductive ecology. In contrast, proximity to roads and settlements consistently reduced suitability, highlighting the negative impact of human disturbance. The continuous suitability output was further classified into core habitat and buffer zones to support conservation-oriented spatial planning. The resulting zoning framework identifies priority areas for protection and management, particularly outside formal protected areas where development pressure is high. Overall, this study provides robust spatial evidence for understanding Maleo habitat requirements and offers a transferable methodological framework for modeling other endemic species. The findings underscore the importance of integrating ecological and human dimensions in habitat modeling to support effective, evidence-based conservation strategies
Pemanfaatan SIG dalam Pemetaan Tutupan Lahan sebagai Suplemen Pembelajaran Geografi SMA Kelas X Mohamad Alfian Laudji; Sri Maryati; M. Iqbal Liayong Pratama
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Publisher : Universitas Negeri Gorontalo

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37905/jrpi.v3i2.38171

Abstract

Land cover change in artificial lake buffer zones is a common phenomenon driven by increasing human activities, such as settlement expansion, agricultural development, and infrastructure construction. These changes have the potential to reduce the ecological function of lake areas as environmental buffer zones and to intensify hydrological problems, including sedimentation and declining water quality. This study aims to utilize Geographic Information Systems (GIS) as an instructional medium for Grade X senior high school geography through a case study of land cover change mapping in the Danau Perintis area, Bone Bolango Regency. The research employed a GIS-based spatial analysis approach using remote sensing image interpretation and overlay techniques on land cover maps from two different time periods. The results indicate significant land cover changes, particularly the conversion of natural vegetation into built-up and agricultural land. The use of GIS-based maps as supplementary learning materials has been shown to improve students’ understanding of environmental dynamics, the relationship between human activities and spatial changes, and spatial thinking skills. Therefore, GIS can be utilized as a contextual and applicable learning medium in geography education.
Co-Authors ., Masruroh Aris, Ayub Pratama Asrul Asrul Asrul Asrul Batdi, Fazli Bina, Fadlyanto Budijanto Daud Yusuf Daud Yusuf Daud Yusuf Desi Eka Putri Een Syaputra Efendi Efendi Emy Saelan Febrianto, Hary fitri, Riska Fitryane Lihawa Hamengkubuwono - Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hamengkubuwono Hary Febrianto Hasriyanti Hendra Hendra Herinda Mardin I Nyoman Ruja Indah, Zahara Maijem Simponi Masruroh MASRUROH Masruroh Masruroh Masruroh Masruroh Moch Rio Pambudi Modanggu, Intan Mohamad Alfian Laudji Muh Kasim Muhammad Karim Neng Sri Nuraeni Nibras K. Laya Nina Ismayani Nina Sulvia Ayuna Sari Nina Sulvia Ayuna Sari Ninasafitri, Ninasafitri Niode, Alim S. Noviar Akase Nurfaika Nurfaika Nurfaika Nurmuhniyanti M. Hubaib Osronita, Osronita Pambudi, Moch Rio Pambudi, Moch. Rio Puspita Rahmat Rakhmat Jaya Lahay Ramadhan, Moh Ramla Hartini Melo Ramla Hartini Melo Regina Regina Riski Safitri Ronal Hutagalung Rusiyah, Rusiyah Rusiyah, Rusiyah Septiana Vratiwi Siswandana Siswandana Sri Maryati Sri Maryati Sri Sumara Sugandi Hafriansyah Sunarty Suly Eraku Syafryadin, Syafryadin Tahir Tahir Tarawe, Nurain Veni Veni Wiwin Kobi Wiwin Kobi Yanti Nazmai Ekaputri Yusuf, Andrianto