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Journal : JOIV : International Journal on Informatics Visualization

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Enhancing Low-Resolution Images of Mustard Leaves Affected by Pests with Thermal Sensor using Super-Resolution Convolutional Neural Network Optimization Susanto, Fredy; Nurtantio, Pulung; Soeleman, Arief; Pujiono, Pujiono; Noersasongko, Edi; Dedi, Dedi
JOIV : International Journal on Informatics Visualization Vol 9, No 3 (2025)
Publisher : Society of Visual Informatics

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62527/joiv.9.3.2841

Abstract

With urban areas facing limited agricultural land, hydroponic systems offer a solution to increase food storage and variety. Hydroponics, a farming technique that relies on water as a growing medium rather than soil, provides essential nutrients and oxygen for plants. This paper explores the use of thermal sensors to capture images of mustard leaves in a hydroponic system. In addition, it also explores thermal sensor images. These images are analyzed to detect pest attacks, with red leaves indicating the presence of pests and green/blue leaves unaffected by pests. These pests emit hot air; consequently, they turn red. The method of increasing resolution is to compare the Long Short-Term Memory (LSTM) algorithm with the Super-Resolution Convolutional Neural Network (SR-CNN) to improve the quality of images obtained from low-resolution sensors (AMG8833/Grid-EYE). The results show that the SR-CNN method is better than the LSTM (Long Short-Term Memory) method, although limitations remain due to the sensor resolution. After conducting the research, it could be observed that using LSTM resulted in a Mean Square Error (MSE) value of 0.001551685, while SR-CNN indicated an MSE value of 8.873. Furthermore, LSTM produces a Peak Signal-to-Noise Ratio (PSNR) value of 37.10797726, whereas SR-CNN achieves a PSNR of 39.199. The accuracy rates (SSIM) for LSTM and SR-CNN are 0.991538522961364 and 0.997747, respectively. These findings show that using the SR-CNN algorithm can effectively improve the quality of images produced by thermal sensors, even though the sensor pixel capacity is limited.
Co-Authors A.A. Ketut Agung Cahyawan W Abdul Karim Adi Candra, Adi Adibrata, Sudirman Adriyansyah, Nico Agus Budiman Akbar, Arham Hafidh Aldia, Dia Alfathoni, Muhammad Ali Mursid Alfian, Rizki Alqodri, Muhammad Faris Angelia, Fera Animah Animah Anjani, Nur Ardiansyah, Achmad Deny Arieya, Mhd. Dzaky Aryani, Lia Asih, Wyjy Ami Asyari, Lutfi Azhar, Anugrah Azwar Manaf Bhakti, Bintang Surya Br. Sembiring, Elya Rosa Bronto Waluyo, Edy Tekat Budianto, Tri Citra Ayu, Citra Dariatno, Dedy Dr.Ir. Yunianta, DEA Dwi Nanto, Dwi Edi Noersasongko Efendi, Muhammad Ichsan Ekasatya Aldila Afriansyah Elis Setiawati, Elis Estri Laras Arumingtyas Evitulistiono, Rizki Febrianto Febrianto, Febrianto Fera, Fera Ferizal, Jemi Fitrianingsih Fitrianingsih Fredy Susanto Frihatini, Farida Fuad, Hilmi Gunawan, Robi Hafizah, Adisti Hakim, Zainul Hamdani . Hamid Hamid Hapid, Saca Dul Harahap, Ery Heryanto, Agus Husnia, Siti Ida Ayu Ari Angreni Indri Hendarti Iqbal, Muchamad Irianti, Muslichah Tri Jaelani, Alan Joni Kusnadi Julianti, Muhammad Ramaddan Julyanto, Mohamad Fallah Kaban, Ani Rahmadhani Khoir, Fajar Komarullah, Umam Kristian, Wayan Kurnia Rusmiyati Kurnia, Asep Kusnadi, Yadi Kusumawardani2, Ika Nuraeni La Ode Wahidin Labib, Mayzia Khusnul Lailatul Husna Lukman, Mustika M, Liliek Teja M. Bucci Ryando Mariana, Arni Retno Mariana, Arnie R Marjohan Marjohan Maulana, Eka Mawardi, Aldi Mubarok, Ahmad Riziq Muflih, Muflih Muhajiroh, Wahdah MUHAMMAD MAHATIR Mulidan, Mulidan Mulyani, R. Henny Mustofa, Siti Maisaroh Nanang Sudrajat, Nanang Ngadino, Muflih Nisa, Widiya Novrita Idayanti Nur, Muh. Awal Nurlaela, Ai Nurmaesah, Nunung Nurtantio, Pulung Paliama, Marchelino Perangin-angin, Robet Prabowo, Muhammad Luthfi Pujiono Pujiono Puput Puspito Rini Putro, R. Andy Oetario Rachmana, Tyo Rakhmawati, Mei Nur Raya, Makmur Ritawan, Ritawan Riyanti, Nova Rosadah, Siti Rosita Dewati, Rosita Royadi, Refi Nabillah Rumra, M. Gadafi S, Stepanus Sahala Sahabuddin, Munawir Saifuddin A Pikahulan, Muis Sakti, Satria Audria Sakuroh, Lilis Sandri, Sandri Sapriyadi, Wandi Sarbino Sarbino Sembiring, Yoka Ferguson Septiananingrum, Linda Septiyani, Ardita Septiyani, Nuke Setiaji, Rikki Setiawan, Ayat Sibagariang, Irawati Sidik, Achmad Sihombing, Lastiar Apriliani Sirait, Rosana Junita Siregar, Maya Ardilla Siregar, Resya Tiranda Soeleman, Arief Soelistary, Hesti Triana Sofyan Sofyan Solly Aryza Susanto, Agung Susanto, Evita Ayu Ekarini Sutarman Sutarman Syamsul, Darwin syanif, hanafiah Syhabudin, Abu TAKDIR SAILI Tarigan, Rahmawati Tiara Anggraeni, Tiara Tina Sri Sumartini, Tina Sri Tony Kristiantoro, Tony Triono Triono Tullah, Rahmat Utomo, Dela Wahyu Adi Wahyu Adi Wahyu Ramadhan Waluyo, Edy Tekat Bronto Wibawa, Yuzan Fudhaili Tri Wicaksono, Ilham Winda Noviana, Winda Yos Wahyu Harinta Yuniarti, Elvan Yusa, Yusa Yusmanto, Hardi Yusuf, Reva Faturahman Zulfakar, Zulfakar