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Yudo Prasetyo
Departement Of Geodetic Engineering, Universitas Diponegoro, Jl. Prof. Sudarto, SH, Tembalang, Semarang, Indonesia 50275
Aerospace Engineering Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Earth & Planetary Sciences Education Electrical & Electronics Engineering Engineering Environmental Science Industrial & Manufacturing Engineering Physics

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Journal : Perfecting a Video Game with Game Metrics

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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 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 Arwan Putra Wijaya Atina Qothrunnada Salsabila Azeriansyah, Reyhan Bahtiar Ibnu Lonita Bambang Darmo Yuwono Bambang Sudarsono Bandi Sasmito Bashit, Nurhadi Bernard Ray Barus Bilal Fadhlurrohman Billy Silaen Bram Ferdinand Saragih 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 Emeralda Amirul Ariefa Fadlila Ananingtyas, Fadlila Faisal Aldin Fajriah Lita Pamungkasari Farras Nabilah Fatimah Putri Utami Fauzi Janu Amarrohman, Fauzi Janu Firman Hadi Fitrah Trikusuma Franstein Kevin J.B Galuh Puteri Saraswati Gantra S.D Hutahaean Hadi, Firman Hana Sugiastu Firdaus Hana Sugiastu Firdaus Hani'ah, Hani'ah Haniah Haniah Hanif Arafah Mustofa Hanum Fadhil Baihaqi Hanum Fadhil Baihaqi Harintaka Harintaka Hestiningsih Hestiningsih Ikhtifari, Muh. Nurshauma ILHAAM CAHYA NIRTANTO Imanuel Sitepu Indah Purwanti Jamilah, Mutiara Kurnia Wisnu Aziz Lanjar Cahyo Pambudi Laode M Sabri Lukman Jundi Fakhri Islam Luluk Dita Shafitri Marissa Isabella Panggabean Marissa Isabella Panggabean Maylani Daraputri Mazazatu Rosyada Moehammad Awaluddin Muhammad Adnan Yusuf, Muhammad Adnan Muhammad Arizar Hidayat Muhammad Farhan Aryasatya Muhammad Helmi Muhammad Nur Khafidlin Nabila Rahmawati Nailatul Muna Nanang Noviantoro Prasetyo Narendra Sava Hanung Naryoko Naryoko Naufal Dwiakram Nizma Humaidah Noviar Afrizal Wahyuananto Nuardi Dwi Pradipta Nurhadi Bashit Panji Pratama Putra Pran Shiska, Pran Rahmawati, Nabila Ramadhani, Sekar Melati Rendi Aulia Retno Kusumaningrum Rifki Purnama Aji Rina Emelyana Riska Pratiwi Riza Ashar Sabri, LM Saffira noor chotimah Sawitri Subiyanto Setyo Ardy Gunawan Sintauli Manullang Sukmawati Nur Endah Supriadi Sanjaya Purba Syachril Warasambi Mispaki Tegar Dio Arsadya Rahadian Tengku Oki Al Akbar Theresia Niken Kurnianingsih Thoriq Fajar Setiawan, Thoriq Fajar Ulifatus Sa'diyah Ulinnuha, Ilham Virgus - Arisondang Widi Wicaksono WIWIT PURWANTI Yasser Wahyuddin Yonanda Simarsoit YULIA SAVIRA RACHMA Zainab Ramadhanis Zia Ul Maksum Zuraidha, Riza Nur