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All Journal Jurnal Rekayasa Proses International Journal of Integrated Health Sciences TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal KALAM Agrointek Rekayasa Mesin Jurnal Keteknikan Pertanian Tropis dan Biosistem Jurnal Teknologi Pertanian Habitat AGRIVITA, Journal of Agricultural Science Berkala Ilmu Kesehatan Kulit dan Kelamin JURNAL PENGABDIAN KEPADA MASYARAKAT MNJ (Malang Neurology Journal) Jurnal Ilmiah Rekayasa Pertanian dan Biosistem LUGATUNA : Jurnal Prodi PBA Jurnal Rekayasa Proses Jurnal Teknologi Pertanian JIAI (Jurnal Ilmiah Akuntansi Indonesia) Advances in Food Science, Sustainable Agriculture and Agroindustrial Engineering (AFSSAAE) Jurnal Darma Agung BISNIS & BIROKRASI: Jurnal Ilmu Administrasi dan Organisasi ETNIK : Jurnal Ekonomi dan Teknik PHARMACOLOGY, MEDICAL REPORTS, ORTHOPEDIC, AND ILLNESS DETAILS (COMORBID) Cermin Dunia Kedokteran Jurnal Ilmu Manajemen Advantage Assets : Jurnal Ilmiah Ilmu Akuntansi, Keuangan dan Pajak Jurnal Abdi Panca Marga Jurnal Neuroanestesi Indonesia Jurnal AGRISEP: Kajian Masalah Sosial Ekonomi Pertanian dan Agribisnis Jurnal Staika: Jurnal Penelitian dan Pendidikan Jurnal Ekonomi dan Pembangunan Indonesia Amicus Curiae International Journal of Accounting and Management Research (IJAMR) Jurnal Rekayasa Proses JURNAL REKAYASA KIMIA & LINGKUNGAN
Yusuf Wibisono
Universitas Brawijaya
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Journal : telkomnika telecommunication computing electronics and control

 1 
Image Analysis using Color Co-occurrence Matrix Textural Features for Predicting Nitrogen Content in Spinach Yusuf Hendrawan; Indah Mustika Sakti; Yusuf Wibisono; Muchnuria Rachmawati; Sandra Malin Sutan
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 16, No 6: December 2018
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v16i6.10326

Abstract

This study aimed to determine the nitrogen content of spinach leaves by using computer imaging technology. The application of Color Co-occurrence Matrix (CCM) texture analysis was used to recognize the pattern of nitrogen content in spinach leaves. The texture analysis consisted of 40 CCM textural features constructed from RGB and grey colors. From the 40 textural features, the best features-subset was selected by using features selection method. Features selection method can increase the accuracy of image analysis using ANN model to predict nitrogen content of spinach leaves. The combination of ANN with Ant Colony Optimization resulted in the most optimal modelling with mean square error validation value of 0.0000083 and the R2 testing-set data = 0.99 by using 10 CCM textural features as the input of ANN. The computer vision method using ANN model which has been developed can be used as non-invasive sensing device to predict nitrogen content of spinach and for guiding farmers in the accurate application of their nitrogen fertilization strategies using low cost computer imaging technology.
Co-Authors Addieny Sugesti Afif Nurul Hidayati, Afif Nurul Agung Sukoyo Agus Salim ahmad rizal Ahmad Rizal Ganiem, Ahmad Rizal Ahyuni, Putri Khumairotul Aih Cahyani Alfisya, Lailia Alvianto, Dikianur Amanda Izzah Aulia Anam Ong Anang Lastriyanto Andrianto Ansari Angky Wahyu Putranto Ary Mustofa Ahmad Ashried Faradilla Astindari Astindari, Astindari Bambang Susilo Bayu Dwi Apri Nugroho Berliana, Sobaryati Cep Juli Chusnul Arif Cita Rosita Sigit Prakoeswa Dian Savitri Dina Wahyu Indriani Dwi Murtiastutik Esti Hendradi Evy Ervianti Faradilla, Ashried Farida Rahayu Fetri Setyo Liyundira Frilantika Kusuma Wardani G. Gunawan Gunadharma, Suryani Gunomo Djoyowasito Handono, Setiyo Yuli Haposan Vincentius Manalu Harahap, Nur Anisah Rizky Heru Susetyo Hidayat, Faqih Ibrahim Maina Idriss Imam Santoso Indah Mustika Sakti INDROPO AGUSNI Iqbal Shalahuddin Irawati, Maghfira Selia Irnia Nurika Isnaini Puspitasari Izza, Ni'matul Khafizh Rosyidi Khoirunnisa, Afiifah La Choviya Hawa Lisda Amalia Maharani, Nur Sista Maharsih, Inggit Kresna Mansur, Sobaryati Maylita Sari, Maylita Md Rezali, Khairil Anas Mifzal, Adib Maula Mochamad Bagus Hermanto Muchnuria Rachmawati Mudhofar, Muhammad Mufidah, Elya Muhafidzah, Novi Fatni Muhamad Amar Nadhif Muhammad Roil Bilad Muhammad, Defghi Arsy Muslimin Muslimin Nafi'ah, Riris Waladatun NANI HANIFAH Niken Dieni Pramesi Ni’matul Izza Novantia Pusputasari Noviansyah Rizal Nugraha Hermawan, Asep Nur Hidayat Nur Kholis Nurul Fadillah Nurwindi, Linda Luvi Panggulu Ahmad Ramadhani Utoro Panggulu Ahmad Utoro Pepy Dwi Endraswari, Pepy Dwi Pranggono, Emmy Hermiyanti Praptyana, Intadaroh Rahila Pratama, Andhika Putra Agus Rahmadewi Rahmadewi Raka Ariwidyanata Ramdan Panigoro Riski Apriady, Adhitya Rohma, Novita Ainur Sabrina Sunyoto, Nimas Mayang Saifullah, Jefri Salsabila, Hanna Syakira Samsuranto, Samsuranto Sandra Sandra Sandra Sandra Sawitri Sawitri SEPTIANA SEPTIANA Septiani, Veria Shinta Rosalia Dewi Shinta Rosalia Dewi, Shinta Rosalia Sholihun, M. Siti Asmaniyah Mardiyani Siuliyanty, Siuliyanty Sobaryati, Sobaryati Sri Suhartini Sukoyo, Agung Sumardi Hadi Sumarlan Tengku Riza Zarzani N Trislawati, Cristina Uni Gamayani, Uni Utoro, Panggulu Ahmad Veliska, Audrya Nasywa Vibi Rafianto Wahyunanto Agung Nugroho Wahyunanto Agung Nugroho Wardoyo, Chandra Calista Widya FATRIASARI Wilujeng, Rohmi Nadi Yusron Sugiarto Yusuf Hendrawan Zulfa Musyaffa, Amirah