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All Journal Jurnal Agronomi Indonesia (Indonesian Journal of Agronomy) Autotech: Jurnal Pendidikan Teknik Otomotif Universitas Muhammadiyah Purworejo Jurnal Buana Informatika Elkom: Jurnal Elektronika dan Komputer Jurnal Ilmiah Mahasiswa FEB Jurnal Produksi Tanaman AGRIVITA, Journal of Agricultural Science Journal of Information Technology and Computer Science Social, Humanities, and Educational Studies (SHEs): Conference Series Jurnal Ilmiah Edunomika (JIE) Jurnal Informasi dan Teknologi Ghancaran: Jurnal Pendidikan Bahasa dan Sastra Indonesia Buletin Profesi Insinyur Dinamis Jurnal Pengabdian Masyarakat Bidang Sains dan Teknologi PROSIDING SEMINAR NASIONAL FISIKA (E-JOURNAL) Jurnal Energi Elektrik JURNAL POLI-TEKNOLOGI Spiritual Healing: Jurnal Tasawuf dan Psikoterapi Jurnal Publikasi Teknik Informatika (JUPTI) ATHENA: Journal of Social Culture and Society Apollo: Journal of Tourism and Business Prosiding Seminar Informasi Kesehatan Nasional PROCEEDINGS OF THE INTERNATIONAL CONFERENCE ON DATA SCIENCE AND OFFICIAL STATISTICS Jurnal Media Akademik (JMA) d'Cartesian: Jurnal Matematika dan Aplikasi JuTISI (Jurnal Teknik Informatika dan Sistem Informasi) Jurnal Pendidikan Teknik Mesin Sinergi : Jurnal Ilmiah Multidisiplin
Adi Setiawan
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Journal : Jurnal Buana Informatika

 1 
Cluster Analysis Menggunakan Algoritma Fuzzy C-means dan K-means Untuk Klasterisasi dan Pemetaan Lahan Pertanian di Minahasa Tenggara Jemaictry Tamaela; Eko Sediyono; Adi Setiawan
Jurnal Buana Informatika Vol. 8 No. 3 (2017): Jurnal Buana Informatika Volume 8 Nomor 3 Juli 2017
Publisher : Universitas Atma Jaya Yogyakarta

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24002/jbi.v8i3.1317

Abstract

Abstract. The purpose of this study is to perform cluster analysis and implementation by utilizing fuzzyc-means (FCM) and k-means (KM) to process agricultural data based on the data mining results. The fuzzy c-means (FCM) and k-means (KM) are implemented to find out and form the agricultural land clusters which appropriate the commodity types based on the supporting attributes that are used. The analysis and implementation results could provide some land information such as the number of the clusters, the land areas, the region areas, the locations and the productivity levels. The results of this study could be applied as the suggestion in converting the land functions and structuring the agricultural lands. The utilization of Openstreetmap is an open source solution which is implemented in the application. It could give visual information related to the agricultural land regions based on the clusters which make it easier to comprehend. Keywords: Cluster analysis, C-means, K-means, GIS, Data mining Abstrak. Penelitian ini bertujuan untuk melakukan analisis cluster dan implementasinya dengan menggunakan algoritma fuzzy c-means (FCM) dan k-means (KM) untuk mengelola data  pertanian dari hasil data mining yang dilakukan. Fuzzy c-means (FCM) dan k-means (KM) dimplementasikan untuk menemukan dan membentuk klaster-klaster daerah lahan pertanian sesuai dengan jenis komoditi berdasarkan atribut-atribut pendukung yang digunakan. Hasil analisis dan implementasi dapat menyediakan informasi lahan seperti jumlah kluster, luas lahan, luas daerah, letak dan tingkat produktifitas. Hasil yang diperoleh dapat menjadi bahan masukan dalam proses alih fungsi dan penataan lahan pertanian. Penggunaan Openstreetmap merupakan solusi open source yang diimplementasikan pada aplikasi dapat memberikan informasi  visual daerah-daerah lahan pertanian berdasarkan klaster yang dihasilkan sehingga lebih mudah untuk dipahami.Keywords: Cluster analysis, c-means, k-means, GIS, Data mining
Co-Authors Adelia Febrianty Adisti, Desi Tia Agum Gumelar AGUM GUMELAR, AGUM Agung Nugroho Ahmad Barnianto Aini Nurul Anas Rulloh Budi Alamsyah Asnaini Asnaini Asran Asran Barlian Henryranu Prasetio cut, Cut Yuliani Sari D Dea Daivi Wardani Derizka Inva Jaswita Desi Tia Adisti Dewi Lukitasari Didit Nugroho Dini Andriyani Edita Rosana Widasari Edwin Kamal Eilen Monika Eko Sediyono Elvina Luxviantono Erwin Budianto F Fitria Fadlilah Prihandito Faiza Dwi Rahmadhani Fazri Wima Maulana Fetriks Theo Sarita Furoidatul Husniah H Herliani Hakim Ramadhan Hanifa Maulani Ramadhan Hanna Arini Parhusip Iges Triasnita Miranda Ilham Tawakal Indra Bagas Qara Irma Trimulyawati Islami Fatwa Jemaictry Tamaela Jerry Heikal Juni Sepriaman T Juwaini Karina Dewi Pertiwi Kartika Puspitasari Arrochimmi Karuniawan Puji Wicaksono Kholifatu Amalia Shofiani, Arisni Kiki Dianti Ladina Syafa Sholeha Leopoldus Ricky Sasangko Leopoldus Ricky Sasongko Lilik Linawati M. Reza Trianda Saputra Marpaung, Christina Adela Misbahul Jannah Misbak Moh. Arif Susanto Muchlis Muchlis Muhamad Wildan Maulana Muhammad Muhammad Edrick Abhiseka Muhammad Ijlal Siraj Muyassar N Nurkomalasari Nadira Sri Belinda Nano warno Panka Gumilang Parlindungan Pandapotan Marpaung Ridwan Alif Nurfatria Rifqi Muhammad Riyandi Riza Andriani Riza Ardy Saputra Rizkiah, Fina Rizky Firmansyah Rudi Setiari Runik Dyah P. Salsabila Rahma Anisa Santi Oktarina Santosa Wijayanto Setyono Yudo Tyasmoro Siti Ahdawiyah Sri Yatmani Sudiarso SUKARMIN Syekhfani Syekhfani Tasya Monica Taufiq Tiara Muthiarsih Ulfah Khairiyah Luthfiyani Widhea Ayu Santika Wiwin Sumiya Dwi Yamika Yongki Alex Yulian Rama Pri Handiki Yulianto Agung Rezeki Yuni naomi Yenusi