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All Journal TEKNIK INFORMATIKA Syntax Jurnal Informatika Jurnal Ilmu Komputer dan Agri-Informatika SITEKIN: Jurnal Sains, Teknologi dan Industri CESS (Journal of Computer Engineering, System and Science) Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) RABIT: Jurnal Teknologi dan Sistem Informasi Univrab Jurnal Informatika Jurnal CoreIT JURNAL MEDIA INFORMATIKA BUDIDARMA Indonesian Journal of Artificial Intelligence and Data Mining Seminar Nasional Teknologi Informasi Komunikasi dan Industri INOVTEK Polbeng - Seri Informatika JURNAL INSTEK (Informatika Sains dan Teknologi) Jurnal Informatika Universitas Pamulang Jurnal Nasional Komputasi dan Teknologi Informasi JURIKOM (Jurnal Riset Komputer) JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) JOISIE (Journal Of Information Systems And Informatics Engineering) Building of Informatics, Technology and Science Progresif: Jurnal Ilmiah Komputer Zonasi: Jurnal Sistem Informasi Journal of Applied Engineering and Technological Science (JAETS) Jurnal Tekinkom (Teknik Informasi dan Komputer) JOURNAL OF INFORMATION SYSTEM MANAGEMENT (JOISM) Indonesian Journal of Electrical Engineering and Computer Science JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Computer System and Informatics (JoSYC) Jurnal Sistem Komputer dan Informatika (JSON) JUKI : Jurnal Komputer dan Informatika TIN: TERAPAN INFORMATIKA NUSANTARA Jurnal Teknik Informatika (JUTIF) Jurnal Restikom : Riset Teknik Informatika dan Komputer Information System Journal (INFOS) Jurnal Computer Science and Information Technology (CoSciTech) Jurnal UNITEK Bulletin of Computer Science Research KLIK: Kajian Ilmiah Informatika dan Komputer Jurnal Informatika Teknologi dan Sains (Jinteks) Jurnal Informatika: Jurnal Pengembangan IT Jurnal Komtika (Komputasi dan Informatika)
Fadhilah Syafria
Universitas Islam Negeri Sultan Syarif Kasim Riau
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Journal : Jurnal Informatika

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Penerapan Metode K-Means Clustering untuk Pemetaan Pengelompokan Lahan Produksi Tandan Buah Segar Abdussalam Al Masykur; Siska Kurnia Gusti; Suwanto Sanjaya; Febi Yanto; Fadhilah Syafria
Jurnal Informatika Vol 10, No 1 (2023): April 2023
Publisher : LPPM Universitas Bina Sarana Informatika

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31294/inf.v10i1.15621

Abstract

Di Perkebunan Sei Lukut, Desa Maredan Barat, Kecamatan Tualang, Kabupaten Siak, Provinsi Riau, PT. Surya Intisari Raya, sebuah perusahaan swasta, mengelola perkebunan kelapa sawit. Memiliki 4 bagian lahan kelapa sawit yang terdiri dari 216 blok dengan total sekitar 4.000 Ha. Blok kelapa sawit biasanya mencakup 20 hektar dan berisi 28.000 pohon kelapa sawit, dengan kapasitas produksi bulanan sebesar 57 ton. Pemetaan klaster produksi tandan buah segar berupaya membantu pelaku usaha memutuskan kebijakan apa yang akan diterapkan untuk meningkatkan akurasi dan produktivitas produksi minyak sawit. Metode K-Means merupakan komponen dari metode clustering, yang merupakan subset dari kelompok Unsupervised Learning dan digunakan untuk mempartisi data ke dalam berbagai kategori. Untuk mengelompokkan blok lahan berdasarkan delapan data variabel luas pokok, panjang panen, daun lepas, curah hujan, pupuk, tujuan, dan persentase keberhasilan, penelitian ini akan menerapkan Indeks Davies Bouldin dengan alat RapidMiner. Kesimpulan akhir dari penelitian ini adalah sebuah aplikasi yang dapat memetakan pengelompokan areal produksi tandan buah segar dengan menerapkan metode K-Means Clustering, dengan nilai Davies Bouldin Index terkecil sebesar 0,921 pada jumlah cluster 3 yang termasuk Cluster C1 (Produktivitas Sedang). Terdiri dari 96 blok tanah, Cluster C2 (Produktivitas Rendah) terdiri dari 41 blok tanah, dan Cluster C3 (Produktivitas Tinggi) terdiri dari 79 blok tanah.In Sei Lukut Estate, West Maredan Village, Tualang District, Siak District, Riau Province, PT. Surya Intisari Raya, a private business, administers oil palm plantations. It has 4 sections of oil palm land made up of 216 blocks totaling about 4,000 Ha. Blocks of oil palm typically cover 20 hectares and contain 28,000 palm trees, with a monthly output capacity of 57 tons. The mapping of the production clusters for fresh fruit bunches seeks to help the business decide what policies to implement to increase the accuracy and productivity of palm oil production. The K-Means method is a component of the clustering method, which is a subset of the Unsupervised Learning group and is used to partition data into various categories. In order to group land blocks based on the eight variable data areas of total principal, harvest length, loose leaf, rainfall, fertilizer, goal, and percentage of success, this study will apply the Davies Bouldin Index with RapidMiner tools. The final conclusion of this research is an application that can map the grouping of fresh fruit bunch production areas by applying the K-Means Clustering method, with the smallest Davies Bouldin Index value of 0.921 in the number of clusters 3 including Cluster C1 (Medium Productivity) consisting of 96 blocks land, Cluster C2 (Low Productivity) consists of 41 land blocks, and Cluster C3 (High Productivity) consists of 79 land blocks.
Co-Authors Abdul Aziz Abdullah, Said Noor Abdussalam Al Masykur Adrian Maulana Adzhima, Fauzan Afriyanti, Liza Agung Syaiful Rahman Agus Buono Agustina, Auliyah Ahmad Paisal Aji Pangestu Adek Akbar, Lionita Asa Alfin Hernandes Alwaliyanto Alwis Nazir Alwis Nazir Alwis Nazir Alwis Nazir Alwis Nazir Alwis Nazir Amalia Hanifah Artya Aminuyati Andre Suarisman Aprima, Muhammad Dzaky Ariq At-Thariq Putra Benny Sukma Negara Bib Paruhum Silalahi Boni Iqbal Che Hussin, Ab Razak Darmila Dede Fadillah Deny Ardianto Devi Julisca Sari Dina Septiawati Dodi Efendi Eka Pandu Cynthia Elin Haerani Elin Haerani Elin Haerani Elin Haerani Elin Haerani Elin Haerani Elin Haerani Elin Hearani Ellin Haerani Elvia Budianita Faska, Ridho Mahardika Fatma Hayati Fauzan Adzim Febi Nur Salisah Febi Yanto Felian Nabila Fitra Lestari Fitri Insani Fitri Insani Fitri Wulandari Fratiwi Rahayu Gusrifaris Yuda Alhafis Gusti, Siska Kurnia Guswanti, Widya Habibi Al Rasyid Harpizon Hafez Almirza Hafsyah Hara Novina Putri Harni, Yulia Hertati Ibnu Afdhal Ihda Syurfi Iis Afrianty Iis Afrianty Iis Afrianty Iis Afrianty Iis Afrianty Iis Afrianty Iis Afrianty Ikhsan, Tomi Ikhsanul Hamdi Inggih Permana Irma Sanela Ismail Marzuki Ismar Puadi Isnan Mellian Ramadhan Israldi, Tino Iwan Iskandar Iwan Iskandar Iwan Iskandar Iwan Iskandar Iwan Iskandar Iwan Iskandar Jasril Jasril Jasril Jasril Karina Julita Khair, Nada Tsawaabul Lestari Handayani Lestari Handayani Lili Rahmawati Liza Afriyanti Lola Oktavia Lola Oktavia M Fikry M. Afif Rizky A. Ma'rifah, Laila Alfi Masaugi, Fathan Fanrita Maulana Junihardi Mawadda Warohma Mazdavilaya, T Kaisyarendika Mhd. Kadarman Mori Hovipah Mori Hovipah Morina Lisa Pura Muhammad Affandes Muhammad Alvin Muhammad Fahri Muhammad Fikry Muhammad Hanif Abdurrohman Muhammad Ichsanul Bukhari Muhammad Syafriandi, Muhammad Muhammad Yusril Haffandi Muhammad Yusuf Fadhillah Mulyono, Makmur Muslimin, Al’hadiid Nabyl Alfahrez Ramadhan Amril Nailatul Fadhilah Nazir, Alwis Nazruddin Safaat H Neni Sari Putri Juana Nesdi Evrilyan Rozanda Nining Nur Habibah Novriyanto Novriyanto Nurainun Nurainun Okfalisa Okfalisa Permata, Rizkiya Indah Pizaini Pizaini Puspa Melani Almahmuda Putra, Fiqhri Mulianda Putri Mardatillah Putri, Widya Maulida Rahmad Abdillah Rahmad Abdillah Rahmad Kurniawan Rahmadhani, R. Raja Sultan Firsky Ramadhan, Aweldri Ramadhani, Siti Reski Mai Candra Reski Mai Candra Reski Mai Candra Reski Mei Candra Riska Yuliana Roni Salambue Said Nanda Saputra Satria Bumartaduri Silfia Silfia Siska Kurnia Gusti Siska Kurnia Gusti Siti Ramadhani Siti Sri Rahayu Suswantia Andriani Suwanto Sanjaya Syaputra, Muhammad Dwiky Teddie Darmizal Wulandari, Fitri Yusra, Yusra Yusril Hidayat Zabihullah, Fayat Zulastri, Zulastri