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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Suitability analysis of rice varieties using learning vector quantization and remote sensing images Annisa Apriliani; Retno Kusumaningrum; Sukmawati Nur Endah; Yudo Prasetyo
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 17, No 3: June 2019
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v17i3.12234

Abstract

Rice (Oryza Sativa) is the main food for Indonesian people, thus maintaining the stability of rice production in Indonesia becomes an important issue for further study. A strategy to overcome the issue is to apply precision agriculture (PA) using remote sensing images as a reference due to its effectiveness. The initial stage of PA is suitability analysis of rice varieties, including INPARA, INPARI, and INPAGO. While the representative features that can be extracted from remote sensing images and related to agriculture field are NDVI, NDWI, NDSI, and BI. Therefore, the aim of this study is to identify the best model for analyzing the most suitable superior rice varieties using Learning Vector Quantization. The results show that the best LVQ model is obtained at learning rate value of 0.001, epsilon value of 0.1, and the features combination of NDWI and BI values (in standard deviation). The architecture generates accuracy value of 56%.
Co-Authors Abdi Sukmono, Abdi Adito Maulana Adrian, Faizal Ibnu ADYVICTURA TINAMBUNAN Agree Isnasatrianto Ahmad Iqbal Maulana Lubis Aji, Bernardinus Joko Prakosta Santu Alfian Adi Atmaja Alfonsus Bima Samudra Alvatara Partogi Hutagalung Alvian Danu Wicaksono An Nisa Tri Rahmawati Anang Ikhwandito Andri Suprayogi Anggoro Pratomo Adi Annisa Apriliani Annisa Octaviana ARDI SETYO PRATOMO Ari Setiani Arief Laila Nugraha Ariescha Eko Yuniarto Arif Rahman Arwan Putra Wijaya Aryasatya, Muhammad Farhan Atina Qothrunnada Salsabila Azeriansyah, Reyhan Baharudin, Irfan Bahtiar Ibnu Lonita Bambang Darmo Yuwono Bambang Sudarsono Bandi Sasmito Bashit, Nurhadi Bernard Ray Barus Bilal Fadhlurrohman Billy Silaen Bram Ferdinand Saragih chotimah, Saffira noor Dafid Januar Dani Nur Martiana Daud Panji Permana David Jefferson Baris Dede Handoko Delima Canny Valentine Simarmata Deviana Putri Sunarernanda Dicky Nur Krisnha Dinoto, Tjiong, Susilo Dita Ariani Dita Rizki Amliana Dito Seno Aji DIYANAH DIYANAH Dzulvikar, Azfa Ahmad Emeralda Amirul Ariefa Fadlila Ananingtyas, Fadlila Faisal Aldin Faiz Mahbubi Fajriah Lita Pamungkasari Farras Nabilah Fatimah Putri Utami Fauzi Janu Amarrohman, Fauzi Janu Febriyanto, Atri Firman Hadi Fitrah Trikusuma Franstein Kevin J.B Galuh Puteri Saraswati Gantra S.D Hutahaean Gusmiarti, Neni Indah Hadi, Firman Hana Sugiastu Firdaus Hana Sugiastu Firdaus, Hana Sugiastu Hani'ah, Hani'ah Haniah Haniah Hanif Arafah Mustofa Hanum Fadhil Baihaqi Hanum Fadhil Baihaqi Harintaka Harintaka Hestiningsih Hestiningsih Ikhtifari, Muh. Nurshauma Imanuel Sitepu Indah Purwanti Jamilah, Mutiara Kurnia Wisnu Aziz Lanjar Cahyo Pambudi Laode M Sabri Lukman Jundi Fakhri Islam Luluk Dita Shafitri Maliha, Arnetta Tia Nur Marissa Isabella Panggabean Marissa Isabella Panggabean Maylani Daraputri Mazazatu Rosyada Moehammad Awaluddin Muhammad Adnan Yusuf, Muhammad Adnan Muhammad Arizar Hidayat Muhammad Helmi Muhammad Nur Khafidlin Muna, Nailatul Munajat, Thoriq Zein Nabila Rahmawati Nanang Noviantoro Prasetyo Narendra Sava Hanung Naryoko Naryoko Naufal Dwiakram NIRTANTO, ILHAAM CAHYA Nizma Humaidah Noviar Afrizal Wahyuananto Nuardi Dwi Pradipta Nurhadi Bashit Panji Pratama Putra Pran Shiska, Pran Qudriyah, Riska Amirotul Rahmawati, Nabila Ramadhani, Sekar Melati Rendi Aulia Retno Kusumaningrum Rifki Purnama Aji Rina Emelyana Riska Pratiwi Riza Ashar Rizqika, Salsabilla Nurul Sabri, LM Sawitri Subiyanto Setyo Ardy Gunawan Sintauli Manullang Sukamta Sukamta Sukamta Sukmawati Nur Endah Supriadi Sanjaya Purba Syachril Warasambi Mispaki Syaharini, Jay She Tegar Dio Arsadya Rahadian Tengku Oki Al Akbar Theresia Niken Kurnianingsih Thoriq Fajar Setiawan, Thoriq Fajar Ulifatus Sa'diyah Ulinnuha, Ilham Virgus - Arisondang Wahyuddin, Yasser Widi Wicaksono WIWIT PURWANTI Yonanda Simarsoit YULIA SAVIRA RACHMA Zainab Ramadhanis Zia Ul Maksum Zuraidha, Riza Nur