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Sandi Sandi
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Journal : Jurnal INFOTEL

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IoT-Based: Smart Hydroponic Farming with SSD MobileNet and Fuzzy Logic Stefanie, Arnisa; Nurpulaela, Lela; Saragih, Yuliarman; Andromeda, Safrian; Azizi, Muhammad Fachri; Setyanto, Muhammad Rifqi; Arfianti, Selfi; Sandi, Sandi
JURNAL INFOTEL Vol 17 No 4 (2025): November
Publisher : LPPM INSTITUT TEKNOLOGI TELKOM PURWOKERTO

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20895/infotel.v17i4.1424

Abstract

Traditional hydroponic systems largely rely on manual observation and regulation of essential environmental variables, such as pH, nutrient concentration, temperature, and humidity. This dependence often causes inefficiency, inconsistent crop quality, and greater labor requirements. To overcome these limitations, this study proposes an IoT-based Smart Hydroponic System that integrates fuzzy logic control with computer vision using the SSD MobileNet architecture. The objective of this research is to design and implement an intelligent automation framework capable of improving hydroponic cultivation through continuous data monitoring, analytical decision-making, and autonomous environmental adjustment. Within this framework, fuzzy logic dynamically stabilizes nutrient and pH levels, while the SSD MobileNet model analyzes plant images to classify growth stages and determine harvest readiness. Experimental testing produced an average classification loss of 0.1283, demonstrating reliable detection accuracy. Compared with conventional methods, the proposed integration enhances adaptability, precision, and computational efficiency for edge-level IoT applications. This system introduces a novel and scalable approach to precision agriculture, enabling more effective automation and decision making in hydroponic farming. Future studies are encouraged to expand their implementation to various plant species and adaptive learning models for broader applicability.
Co-Authors Abdullah, Achmad Dahlan Abil, Muhammad Achmad, Refi Riduan Adam Rahman Suradi Aditia Pebriansyah Agus Prasetyo Agus Salim HR Agustina, Fournita Akbar, Jefri Akbar, Muh. Ali Akmal Akmal Aldi Saputra, Yogi Aldri Frinaldi Andi Zulkifli Nusri Andinasari Andinasari, Andinasari Andrian Saputra Andromeda, Safrian Anjasmari, Ni Made Musiyani Arfianti, Selfi Ariani, Windi Arif Budiman Arnisa Stefanie Aslam Aslam, Aslam Asyraf, Asyraf Azizi, Muhammad Fachri BAKHRANI RAUF Berkatillah, Akhmad Bonewati, Andi Bulan, Muh Erwin Embong Burhan, Imron Dangin, Dangin Deden Nurdandi Della Della Didik Aribowo Dika Rojaliitia Pebriansyah Ellyani Abadi Emmi Azis Estralita Trisnawati Evahelda, Evahelda Fadhilah, Muhammad Raihan Fairuz Syahla, Amanda FAJAR NUGRAHA, RIFKI Fatir, Fatir Fitri Afriani Gusva Yetti Hakim, Adnan Hariningsih, Agnes Setyowati Hasan, Rachmad Rialdi Hasanuddin Hasanuddin Ilyas, Krisna Iman Suswanto Inanna, Inanna Indah Puspita Sari Ismail Ismail Iyan Nurdiyan Haris Jamal Adri Jefri Akbar Justiarani, Justiarani Kasmawati Kasmawati Khaerul, Khaerul Kumalasari Kumalasari Kumalasari Kumalasari Lela Nurpulaela Lestari, Riska Dwi M. Elan Maulana M. Ilham Muchtar M. Taheri Akhbar, M. Taheri Mahmud, Ernida Marsela Triana Masriani . Maulinda, Maisya Rizki Meisya Dwi Rizkiana Muhammad Attar Muhammad B Hariyono Muhammad Tamimi Musrika, Musrika Mustari, Andi Nurmaedah Nasrul Nasrul Nora Surmilasari, Nora Nur, Medar M Nurhasanah, Andi Nurma Lestari Nurnaningsih A Nurul Husna, Fitria Okpatrioka Okpatrioka Oktarina Oktarina Oktopiyani, Cindy Pratama, Muh. Asmar Purwanti, Tentry Fuji Rahma Musyawarah, Rahma Rahmat Hidayat Rahmatullah Rahmatullah Ramli, Fatmawati Redi Randika Riyadi Riyadi Rospita Sari Rosti, Rosti Rukaeni Rukaeni Rutfi Puji Astuti S, Muh. Izhur Saat Bin Abi Wakas safriani, andi Sahade Sahiruddin Sahiruddin Sakinah, Ananda Sakka, Aidil Salim, Andi Emil Salmianti, Salmianti Salsabila, Salwa Nur Sarbino Sarbino Sari, Rospita Sembiring, Rinawati Setyanto, Muhammad Rifqi Sistyawati, Risda Intan Sopian sopian Sudartik, Eka Sukri Nyompa Sulfiadi Sulfiadi Sulkifli Sulkifli Suradi, Adam Rahman Sutisna, Muhammad Iqbal Syamsuria, Syamsuria Syaputra, Muh. Ilham Tita Nurdiyah Tri Lestari Wahyuni, Ayu Sri Wiarti Winarti Widisanti, Ni Made Wildan Muzaki Winda Sari Yany, Muhammad Yogi Ramadani Yuanita, Yuanita Yuant Tiandho Yudi Sapta Pranoto Yuliarman Saragih Yusuf Yusuf