[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-id-113":3,"doc-seo-290729-113":53,"doc-detail-290729-id":127},{"code":4,"msg":5,"data":6},0,"success",[7,13,17,21,25,29,33,37,41,45,49],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},55,"Document","Agama & Spiritualitas",60,"religion-spirituality",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":11,"slug":16},48,"Cerita & Novel","story-novel",{"id":18,"doc_module":4,"doc_module_name":9,"category_name":19,"show_sort_weight":11,"slug":20},56,"Gaya Hidup","lifestyle",{"id":22,"doc_module":4,"doc_module_name":9,"category_name":23,"show_sort_weight":11,"slug":24},51,"Komik","comic",{"id":26,"doc_module":4,"doc_module_name":9,"category_name":27,"show_sort_weight":11,"slug":28},53,"Layanan Kesehatan","healthcare",{"id":30,"doc_module":4,"doc_module_name":9,"category_name":31,"show_sort_weight":11,"slug":32},54,"Penelitian & Laporan","research-report",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":11,"slug":36},49,"Sastra","literature",{"id":38,"doc_module":4,"doc_module_name":9,"category_name":39,"show_sort_weight":11,"slug":40},52,"Teknologi","technology",{"id":42,"doc_module":4,"doc_module_name":9,"category_name":43,"show_sort_weight":11,"slug":44},50,"Ujian","exam",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":47,"show_sort_weight":11,"slug":48},57,"Umum","general",{"id":50,"doc_module":4,"doc_module_name":9,"category_name":51,"show_sort_weight":4,"slug":52},181,"Formulir","formulir",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":120,"head_meta":122,"extra_data":124,"updated_unix":126},113,"id","weather-prediction-nowcasting-using-machine-learning-at-soekarno-hatta-meteorological-station","Prediksi Cuaca - (Nowcasting) - Menggunakan Machine Learning di Stasiun Meteorologi Soekarno-Hatta","","Daftar pustaka menghimpun rujukan ilmiah dan sumber otoritatif untuk mendukung penelitian prediksi cuaca berbasis machine learning dengan pendekatan nowcasting. Referensi mencakup penerapan algoritma seperti Random Forest, Decision Tree, Extra Tree, Support Vector Machine, regresi, ANN, fuzzy Tsukamoto, serta optimasi melalui hyperparameter tuning dan feature selection. Tersedia pula rujukan dasar terkait pembelajaran mesin, manajemen data, serta penjelasan operasional prakiraan cuaca dan peralatan meteorologi dari lembaga resmi. Fokusnya menegaskan landasan metode, data, dan evaluasi model cuaca.",{"@graph":63,"@context":119},[64,81,102],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":31,"@type":70,"position":77},"https://docshare.wps.com/id/document/penelitian-laporan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/weather-prediction-nowcasting-using-machine-learning-at-soekarno-hatta-meteorological-station/290729/",4,{"url":79,"name":59,"@type":82,"image":83,"author":88,"headline":59,"publisher":91,"fileFormat":94,"inLanguage":57,"description":61,"dateModified":95,"datePublished":96,"encodingFormat":94,"isAccessibleForFree":97,"interactionStatistic":98},"DigitalDocument",{"url":84,"@type":85,"width":86,"height":87},"https://docshare.wps.com/thumbnails/weather-prediction-nowcasting-using-machine-learning-at-soekarno-hatta-meteorological-station/290729.png","ImageObject",300,407,{"name":89,"@type":90},"Miles","Person",{"url":68,"name":92,"@type":93},"DocShare","Organization","application/pdf","2026-09-29","2026-09-17",true,{"@type":99,"interactionType":100,"userInteractionCount":77},"InteractionCounter",{"@type":101},"ViewAction",{"@type":103,"mainEntity":104},"FAQPage",[105,111,115],{"name":106,"@type":107,"acceptedAnswer":108},"Algoritma apa saja yang dirujuk untuk prediksi cuaca dalam dokumen ini?","Question",{"text":109,"@type":110},"Daftar pustaka merujuk algoritma seperti Random Forest, Decision Tree, Extra Tree, Support Vector Machine, regresi, ANN, dan pendekatan berbasis fuzzy Tsukamoto.","Answer",{"name":112,"@type":107,"acceptedAnswer":113},"Bagaimana hyperparameter tuning digunakan dalam konteks prediksi cuaca?",{"text":114,"@type":110},"Rujukan menegaskan optimasi performa model melalui hyperparameter tuning, termasuk kombinasi univariate feature selection pada prediksi cuaca.",{"name":116,"@type":107,"acceptedAnswer":117},"Sumber apa yang digunakan selain jurnal dan buku untuk mendukung penelitian?",{"text":118,"@type":110},"Dokumen memasukkan rujukan dari lembaga dan situs meteorologi/iklim seperti BMKG, NOAA, serta World Meteorological Organization, termasuk sumber tentang peralatan dan prakiraan cuaca jarak pendek.","https://schema.org",{"og:url":79,"og:type":121,"og:title":59,"og:site_name":92,"og:description":61},"article",{"robots":123,"canonical":79},"index,follow",{"doc_id":125,"site_id":56},290729,1789642455,{"code":4,"msg":5,"data":128},{"doc_id":125,"user_id":129,"nickname":89,"user_avatar":130,"doc_module":4,"category_id":30,"category_name":31,"doc_title":59,"doc_description":61,"doc_content":131,"file_id":132,"file_url":133,"file_type":134,"file_size":135,"view_count":77,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":77,"language":136,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":60,"faqs":137,"seo_title":138,"seo_description":61,"update_tm":126,"read_time":139},13056703019404,"https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0","DAFTAR PUSTAKA  \nAmaliah, S., Nusrang, M., & Aswi, A. (2022) . Penerapan Metode Random Forest Untuk Klasifikasi Varian Minuman Kopi di Kedai Kopi Konijiwa Bantaeng. VARIANSI: Journal of Statistics and Its Application on Teaching and Research, 4 (3), 121–127.  \nAyankemi, O. O., Adesola, I. Z., & Adeolu, L. (2024) . Comparative Analysis of Weather Prediction Using Classification Algorithm: Random Forest Classifier, Decision Tree Classifier and Extra Tree Classifier. African Journal of Mathematics and Statistics Studies, 7(2), 162–171.  \nBadan Meteorologi Klimatologi dan Geofisika. (n.d.) . Peralatan Meteorologi. BMKG Kotawaringin Timur. Retrieved November 17, 2024, from [https://stamet-kotim.bmkg.go.id/test1/](https://stamet-kotim.bmkg.go.id/test1/) .  \nBoehm, M., Kumar, A., & Yang, J. (2019). Data Management in Machine Learning Systems. California: Morgan & Claypool Publishers.  \nDeuschle, W. J. (2019) . Undergraduate Fundamentals of Machine Learning. In Harvard College.  \nDwiyanti, Z. A., & Prianto, C. (2023) . Prediksi Cuaca Kota Jakarta Menggunakan Metode Random Forest. Jurnal Tekno Insentif, 17(2), 127–137.  \nFajri, M., Amin, A., Kunang, Y. N., & Purnamasari, S. D. (2019) . Penerapan Model Regression Untuk Prediksi Cuaca Wilayah seberang Ulu 1 Palembang. Bina Darma Conference on Computer Science, 185–197.  \nHamid, M., & Dayana, I. (2022) . Pengantar Fisika Lingkungan. Bogor: Guepedia.  \nId, I. D. (2021) . Machine Learning: Teori, Studi Kasus dan Implementasi Menggunakan Python. Riau: UNRI Press.  \nInness, P., & Dorling, S. (2013) . Operational Weather Forecasting. Hoboken:  \nWiley-Blackwell.  \nInsani, F., Fadilah, S., & Sanjaya, S. (2020) . Prediksi cuaca pekanbaru menggunakan fuzzy tsukamoto dan algoritma genetika. Seminar Nasional Teknologi Informasi, Komunikasi dan Industri (SNTIKI), 255–262.  \nJoshua Agung Nurcahyo, & Theopilus Bayu Sasongko. (2023) . Hyperparameter Tuning Algoritma Supervised Learning untuk Klasifikasi Keluarga Penerima Bantuan Pangan Beras. Indonesian Journal of Computer Science, 12(3), 1351– 1365.  \nLindawati, L., Fadhli, M., & Wardana, A. S. (2023) . Optimasi Gaussian Naïve Bayes dengan Hyperparameter Tuning dan Univariate Feature Selection dalam Prediksi Cuaca. Edumatic: Jurnal Pendidikan Informatika, 7(2), 237–246.  \nMahendra, M. F. R., Azizah, N. L., & Sumarno. (2024) . Implementasi Machine Learning Untuk Memprediksi Cuaca Menggunakan Support Vector Machine.  \nJurnal Ilmiah Komputasi, 23(1), 45–50.  \nMonarch Weather + Climate Intelligence. (n.d.) . What is a Short Range Weather  \nForecast? Retrieved November 1, 2024, from  \n[https://www.monarchweather.com/weather-glossary/what-is-a-short-range](https://www.monarchweather.com/weather-glossary/what-is-a-short-range)weather-forecast.  \nNational Oceanic and Atmospheric Administration. (2020, October 15) . U.S. Winter Outlook: Cooler North, warmer South with ongoing La Nina. National Oceanic and Atmospheric Administration. Retrieved October 16, 2024, from  \n[https://www.noaa.gov/media-release/us-winter-outlook-cooler-north-warmer](https://www.noaa.gov/media-release/us-winter-outlook-cooler-north-warmer)south-with-ongoing-la-nina.  \nNilsson, N. J. (1998) . Introduction To Machine Learning. Stanford: Robotics Laboratory Department of Computer Science Stanford University.  \nPanggabean, D. A. H., Sihombing, F. M., & Aruan, N. M. (2021) . Prediksi Tinggi Curah Hujan Dan Kecepatan Angin Berdasarkan Data Cuaca Dengan Penerapan Algoritma Artificial Neural Network (Ann). Seminastika, 3(1), 1–7.  \nPrawirowardoyo, Susilo. 1996. Meteorologi. Bandung : ITB  \nPutra, J. W. G. (2020) . Pengenalan Konsep Pembelajaran Mesin dan Deep Learning. [https://wiragotama.github.io/ebook_machine_learning.html](https://wiragotama.github.io/ebook_machine_learning.html)  \n[Rajput](Rajput), S., Tripathi, A., & Kumar, A. (2019) . The influence of hyperparameter tuning on machine learning model performance: A theoretical exploration. The Pharma Innovation, 8(3), 01–05.  \nRifqi, M. N.,","cbCaibZxq6UQEtCn","https://ap.wps.com/l/cbCaibZxq6UQEtCn","pdf",287819,"Indonesian","[{\"question\":\"Algoritma apa saja yang dirujuk untuk prediksi cuaca dalam dokumen ini?\",\"answer\":\"Daftar pustaka merujuk algoritma seperti Random Forest, Decision Tree, Extra Tree, Support Vector Machine, regresi, ANN, dan pendekatan berbasis fuzzy Tsukamoto.\"},{\"question\":\"Bagaimana hyperparameter tuning digunakan dalam konteks prediksi cuaca?\",\"answer\":\"Rujukan menegaskan optimasi performa model melalui hyperparameter tuning, termasuk kombinasi univariate feature selection pada prediksi cuaca.\"},{\"question\":\"Sumber apa yang digunakan selain jurnal dan buku untuk mendukung penelitian?\",\"answer\":\"Dokumen memasukkan rujukan dari lembaga dan situs meteorologi/iklim seperti BMKG, NOAA, serta World Meteorological Organization, termasuk sumber tentang peralatan dan prakiraan cuaca jarak pendek.\"}]","Prediksi Cuaca - (Nowcasting) - Menggunakan Machine Learning di Stasiun Meteorologi Soekarno-Hatta | PDF",5]