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All Journal TELKOMNIKA (Telecommunication Computing Electronics and Control) CommIT (Communication & Information Technology) JAIS (Journal of Applied Intelligent System) International Journal of Smart Grid and Sustainable Energy Technologies Jurnal Aplikasi Dan Inovasi Ipteks SOLIDITAS Indonesian Journal of Electrical Engineering and Computer Science Buletin Profesi Insinyur Jurnal Bumigora Information Technology (BITe) Jurnal JEETech ALINIER: Journal of Artificial Intelligence & Applications Jurnal Fortech SinarFe7 JASTEN (Jurnal Aplikasi Sains Teknologi Nasional Magnetika: Jurnal Mahasiswa Teknik Elektro International Journal of Business and Quality Research International Journal of Technology and Education Research Jurnal FORTECH
Aryuanto Soetedjo
Institut Teknologi Nasional Malang
Arts Humanities Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Mechanical Engineering Physics Social Sciences Other

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Journal : CommIT (Communication

 1 
Leaf Temperature Measurement Using Low-Resolution Thermal Camera Based on Thresholding and Clustering Techniques Soetedjo, Aryuanto; Hendriarianti, Evy
CommIT (Communication and Information Technology) Journal Vol. 18 No. 1 (2024): CommIT Journal
Publisher : Bina Nusantara University

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.21512/commit.v18i1.10706

Abstract

Leaf temperature can indicate photosynthetic rates, leaf water status, and stomata conductance. Leaf temperature can be measured using thermal resistance sensors, thermocouple devices, infrared thermometers, or infrared thermal imaging devices. Additionally, measuring leaf temperature using a thermal camera is simple and efficient. Therefore, the research proposes a leaf temperature measurement method using AMG8833, a low-resolution (64 pixels) thermal camera. The proposed system adopts an image segmentation technique to extract the leaf area from a thermal image. The leaf temperature is then calculated by averaging the temperature values on the leaf area. The proposed system aims to utilize a low-cost and low-resolution thermal camera for measuring the leaf temperature. The proposed approach is evaluated using real images of the Dieffenbachia plant, a popular ornamental plant that can be easily planted. In the experiments, fourteen segmentation methods consisting of eight thresholding techniques and six clustering techniques are evaluated. The experimental findings on the Dieffenbachia plant indicate that the most accurate leaf temperature measurements are obtained using local thresholding with an absolute error of 0.0109 and k-means clustering with an absolute error of 0.0134. The proposed method provides a simple, effective, and low-cost leaf temperature measurement system compared to the existing systems which employ high-cost commercial thermal cameras and complex measurement methods.
Co-Authors Abdilah, M. Rifqi Abraham Lomi Achmad Sahrul Afandi Alfa Z Fikri, Mohammad Amirul Fadly Ragali Awan Uji Krismanto B Sulistiawati, Irrine Bagas Septiyan Zainur Rohman Bagus Saputra Bayu Jaya PUSPITA Cosnas Eric Septian Crysto Anugrah, Alfa Deny Rachman Setiawan Doni Krsimantoro Dwi Darmawan Dyah Ayu Girindraswari Edo Mikrado, Juan Evy Hendriarianti F. Yudi Limpraptono Fajar Alvandy, Rahmad Farhan Farhan Fikri, Mohammad Alfa Zaidanil Gaguk Sukowiyono I Komang Somawirata i made krishna mahardika hermawan Iftitah Ruwana Insan Alim Nasyrullah Irmalia Suryani Faradisa Irrine B Sulistiawati Irrine Budi S Irrine Budi Sulistiawati Jimmy Jimmy João Quintão do Rêgo Juan Edo Mikrado Kartiko Adi Widodo Kartiko Adi Widodo Kartiko Ardi Widodo Khulud Anshori Labib, Radimas Putra Davi Luis A. M. Dos Santos Luthfi Dio Pratama Luthfi Fajar Pamungkas M. Hasib Al Isbilly M. Ibrahim Ashari M. Ibrahim Ashari Michael Ardita Mohammad Alfa Z Fikri Muhammad Assegaf Muhammad Rofi Assilmi Muhammad Sakhalish Zayyan Muhammad Sofyan - Muljanto, Widodo Pudji Nusa Sebayang pompy mandislian sianturi Prama Diptya Widayaka Pravasta Ongko S Pudji Muljanto, Widodo Puspita, Bayu Jaya Qurrotun Ainun Najib Radimas Putra Muhammad Davi Labib Ridwan karim, Lucky Marsel Sakhalish Zayyan, Muhammad Septa Yudha Prasetya Sigit, Nanta Sirojul Hadi Sotyohadi Sotyohadi , Sotyohadi Susanti, Debby Budi Trigel Sitompul Widi Saputro Purnomo Wilhan Jechovanda Susant0 Wilhan Jechovanda Susanto Yoga Prasetyo Yoga Prasetyo Yusuf Ismail Nakhoda Yusuf Ismail Nakhoda Yusuf Ismail Nakhoda Zulfani , Dyah Erika Mining Aurora