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Dedi Setiadi
Balai Besar Penelitian Bioteknologi dan Pemuliaan Tanaman Hutan Yogyakarta Jl. Palagan Tentara Pelajar Km.15, Purwobinangun, Pakem, Sleman, Yogyakarta 55582 Telp. (0274) 895954, 896080, Fax. (0274) 896080
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Journal : Knowbase : International Journal of Knowledge in Database

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Optimization Of Agricultural Production In South Sumatera Using Multiple Linear Regression Algorithm Setiadi, Dedi; Sasmita, Sasmita; Mukti, Yogi Isro
Knowbase : International Journal of Knowledge in Database Vol. 4 No. 2 (2024): December 2024
Publisher : Universitas Islam Negeri Sjech M. Djamil Djambek Bukittinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30983/knowbase.v4i2.8754

Abstract

Rice is one of the agricultural commodities in South Sumatra whose productivity level still fluctuates. In 2000, rice production reached 1,863,643.00 kg, then increased to 3,272,451.00 kg, in 2010, but decreased again in 2020 to 2,696,877.46 kg. This instability is influenced by various factors such as land area, rainfall, pest attacks, and fertilizer use. This study aims to optimize rice production by applying machine learning using multiple linear regression algorithms, and the CRISP-DM method, with the stages being business understanding, data understanding, data preparation, modeling, evaluation, and implementation. Data of 1,000 records obtained from farmers were analyzed using Google Collaboratory, resulting in an intercept of -3836,2639, and coefficients for land area of 5,7336, rainfall of 1,2710, pests of 6,1153, urea of 1,6226, and phonska of 1,2581. To evaluate the accuracy of rice production predictions based on these independent variables, calculations were made on the RMSE value and analysis of the coefficient of determination. The results were that the RMSE value was recorded at 17065084,9641, and the coefficient of determination (R²) was 0,6487, indicating that around 64,87 % of the variability in rice production can be explained by independent variables such as land area, rainfall, pest attacks, use of urea fertilizer, and phonska, while the remaining 35,13 % was influenced by other factors.
Co-Authors Achmad Hendharsetiawan, Andy Agus Sugiharto Agus Sugiharto Akbar, Prima Soultoni Al Din, Sayyid Jamal Amany, Fadhila Azhar Amin Sakaria, Muhammad Annisa, Nabila Nur Arief, Riskal Arif, Alfis Asri Insiana Putri bayu pamungkas Budi Leksono Dewi, Nur Kumala Edowinsyah, Edowinsyah Effendi, Muhammad Ridwan Eko Pujiono Eliza Eliza Esmeralda, Gracia Nadya Fadillah, Agung Fadillah, Muhammad Nur Fadly, Fery Fauzan, Yusuf Sigit Ahmad Fauzi, Mohamad Anis Fauzi, Mohammad Anis Febrianto Febrianto, Febrianto Febrianto, Dannie Fitriani, Novita Fitriansyah, Ahmad Gusmaliza, Debi Hamdan Adma Adinugraha Hapzi Ali Harahap, Irma Suryani Haryono, Yudhie Hasna, Tri Maria Hendharsetiawan, Andy Achmad Hendrasetiawan, Andy Achmad Hilda, Titi Novia Ida Sugiarti Ida Wahyuni ILG Nurtjahjaningsih, ILG Imas Masturoh Iskandar, Riadho Jamila, Abdul Julfia, Fenty Tristanti Junaedi, Fadil Ahmad Khaerudin, Muhamad Khaerudina, Muhammad Liliana Baskorowati Masdalipa, Risnaini masda Mashudi Mashudi Mashudi Mohammad Ikhsan Saputro, Mohammad Ikhsan Mubarok, Royhan Ibnu Muchtar, Asyari Mudji Susanto Muhammad Khaerudin Muhammadi, Noor Mursid, Asep Mustika, Ita Nabilah, Lily Narji, Mohammad Nasrullah, Abdi Ni’mah, Nurul Annisatun Nurtjahjaningsih, Ida Luh Gede Oktaria, Anik Paryanti, Atik Budi Peniarsih, Peniarsih Permadi, Noor Pertiwi, Santhi Puspita, Desi Radiati, Ani Rano Agustino Rifqi, Agven Muharis Rina Laksmi Hedrati Rina Laksmi Hendrati Rizal, Agus Rosmawati, Henni Rossa, Mohamad Adila S. Sugiharto Saputra, Muhamad Arno Yuli Sari, Fajar Yunita Sasmita Sasmita Satryawati, Eka Sinaga, Fius Bryan Nigel M. Sondang Sibuea Sopian, Abu Sugeng Pudjiono, Sugeng Suhenda, Andi Sukawan, Ari Sumardi Sumardi . Sunaryo, Yaya Suryani Kurniasih, Dewi Lena Suryani Suryatno, Agung Sutrisno, Sutrisno Syahri, Riduan Tata Sumitra Tata Sutabri Tri Rini Nuringtyas Ulfah Fauziah Umam, Ahmad Chatibul Untoro, Ari Bayu Wahyudi . Wahyuni, Tariska Desri Wawan Darmawan Wibisono, Mochamat Gunawan Widyahastuti, Febrianti Wirabuana, Pandu Yudha Adi Putera Wulandari, Robeca Yogi Isro Mukti, Yogi Isro Yohanes Bowo Widodo Zulkarnain, Muhammad Haris