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All Journal International Journal of Applied Power Engineering (IJAPE) International Journal of Advances in Applied Sciences ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika JURNAL NASIONAL TEKNIK ELEKTRO Jurnal Ilmiah KOMPUTASI CIRCUIT: Jurnal Ilmiah Pendidikan Teknik Elektro RELE: Rekayasa Elektrikal dan Energi Jurnal Teknik Elektro ORBITA: Jurnal Pendidikan dan Ilmu Fisika CYCLOTRON METHODIKA: Jurnal Teknik Informatika dan Sistem Informasi Jurdimas (Jurnal Pengabdian Kepada Masyarakat) Royal TELKA - Telekomunikasi, Elektronika, Komputasi dan Kontrol JOISIE (Journal Of Information Systems And Informatics Engineering) Sang Pencerah: Jurnal Ilmiah Universitas Muhammadiyah Buton Jurnal Informatika Kaputama (JIK) Jurnal Informasi dan Teknologi Gravitasi: Jurnal Pendidikan Fisika dan Sains Jurnal Vokasi MOTIVECTION : Journal of Mechanical, Electrical and Industrial Engineering International Journal of Advances in Data and Information Systems Jurnal AbdiMas Nusa Mandiri Rambideun : Jurnal Pengabdian Kepada Masyarakat Relativitas : Jurnal Riset Inovasi Pembelajaran Fisika Andalasian International Journal of Applied Science, Engineering, and Technology Jurnal Janitra Informatika dan Sistem Informasi Phydagogic : Jurnal Fisika dan Pembelajarannya Journal of Renewable Energy, Electrical, and Computer Engineering Andalas Journal of Electrical and Electronic Engineering Technology Sisfo: Jurnal Ilmiah Sistem Informasi Jurnal Energi Elektrik Jurnal Teknologi Terapan and Sains 4.0 Jurnal Ilmiah Teknik Elektro Electrician : Jurnal Rekayasa dan Teknologi Elektro Jurnal Fokus Elektroda (Energi Listrik, Telekomunikasi, Komputer, Elektronika dan Kendali) Jurnal Litek : Jurnal Listrik Telekomunikasi Elektronika Buletin Pengabdian Journal Of Artificial Intelligence And Software Engineering Jurnal Polimesin Serambi Engineering Jurnal Solusi Masyarakat Dikara Akiratech Journal of Power, Energy, and Control Journal of Industrial Engineering and Management
Muhammad Daud
Universitas Malikussaleh
Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Industrial & Manufacturing Engineering Library & Information Science Materials Science & Nanotechnology Mathematics Mechanical Engineering Physics Public Health Social Sciences Other

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Journal : Journal Of Artificial Intelligence And Software Engineering

 1 
Comparison of the Performance of Fuzzy Tsukamoto and Fuzzy Mamdani in an Internet of Things Based Grape Greenhouse Control System Rusadi, Athirah; Ula, Munirul; Daud, Muhammad; Nurdin, Nurdin; Hasibuan, Arnawan
Journal of Artificial Intelligence and Software Engineering Vol 5, No 2 (2025): Juni On-Progress
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v5i2.6936

Abstract

The application of Internet of Things in agriculture, particularly in grape greenhouses, enables automated environmental control to enhance efficiency and crop yield. This study compares the performance of two fuzzy logic methods, Fuzzy Mamdani and Fuzzy Tsukamoto, in a temperature and humidity control system based on IoT using the DHT22 sensor. The system is designed to automate irrigation via actuators based on sensor data. Performance evaluation was conducted using RMSE, MAE, and standard deviation metrics. The results show that the Tsukamoto method achieved lower RMSE 2.6928, MAE 2.2625, and standard deviation 1.1080 compared to the Mamdani method, which recorded RMSE of 2.9039, MAE of 2.3947, and standard deviation of 1.9268. However, a paired t-test yielded a p-value of 0.0690 0.05, indicating no statistically significant performance difference. Thus, while Fuzzy Tsukamoto appears superior in metrics, both methods are considered equally effective for controlling environmental conditions in grape greenhouses.The application of Internet of Things in agriculture, particularly in grape greenhouses, enables automated environmental control to enhance efficiency and crop yield. This study compares the performance of two fuzzy logic methods, Fuzzy Mamdani and Fuzzy Tsukamoto, in a temperature and humidity control system based on IoT using the DHT22 sensor. The system is designed to automate irrigation via actuators based on sensor data. Performance evaluation was conducted using RMSE, MAE, and standard deviation metrics. The results show that the Tsukamoto method achieved lower RMSE 2.6928, MAE 2.2625, and standard deviation 1.1080 compared to the Mamdani method, which recorded RMSE of 2.9039, MAE of 2.3947, and standard deviation of 1.9268. However, a paired t-test yielded a p-value of 0.0690 0.05, indicating no statistically significant performance difference. Thus, while Fuzzy Tsukamoto appears superior in metrics, both methods are considered equally effective for controlling environmental conditions in grape greenhouses.
Information Systems And Information Technology Strategies In The EMIS (Education Management Information System) Khaidar, Al; Azzanna, Maghriza; Rahmad, Rahmad; Hasibuan, Arnawan; Daud, Muhammad; Nurdin, Nurdin
Journal of Artificial Intelligence and Software Engineering Vol 5, No 3 (2025): September
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v5i3.7639

Abstract

Perkembangan teknologi informasi telah memengaruhi pengelolaan data pendidikan melalui sistem informasi manajemen, salah satunya Education Management Information System (EMIS). Penelitian ini bertujuan untuk menganalisis efektivitas implementasi EMIS di MAN 1 Aceh Timur serta faktor-faktor yang memengaruhi keberhasilannya. Metode penelitian menggunakan pendekatan kualitatif interaktif dengan studi kasus, melibatkan kepala madrasah, operator EMIS, dan pihak terkait sebagai informan. Analisis dilakukan menggunakan metode SWOT dan value chain untuk mengevaluasi kekuatan, kelemahan, peluang, dan ancaman implementasi sistem. Hasil penelitian menunjukkan EMIS memiliki potensi meningkatkan efektivitas pengelolaan data, integrasi informasi, dan mendukung pengambilan keputusan. Namun, sistem mengalami kendala teknis, terutama gangguan server dengan frekuensi bervariasi setiap bulan, puncaknya terjadi pada Maret dan Juli masing-masing 5 kali, dengan durasi rata-rata meningkat dari 1,8 jam di Januari menjadi 2,5 jam di Juli dan terendah 1,0 jam di April. Evaluasi menekankan perlunya peningkatan infrastruktur, pelatihan operator, dan koordinasi antar pihak terkait untuk mengoptimalkan kinerja EMIS di masa depan.
Enhancing Resource Efficiency in Urban Agriculture: A GA-Fuzzy Logic IoT-Based Smart Hydroponic Greenhouse Ula, Munirul; Rusadi, Athirah; Daud, Muhammad
Journal of Artificial Intelligence and Software Engineering Vol 5, No 3 (2025): September
Publisher : Politeknik Negeri Lhokseumawe

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30811/jaise.v5i3.7799

Abstract

Pertanian presisi berbasis Internet of Things (IoT) menawarkan solusi inovatif terhadap tantangan ketahanan pangan dan keterbatasan lahan di daerah perkotaan. Penelitian ini bertujuan merancang dan mengevaluasi sistem rumah kaca cerdas berbasis hidroponik untuk budidaya tumpang sari anggur dan selada  menggunakan Nutrient Film Technique (NFT). Metodologi penelitian mengintegrasikan Pengendali Logika Fuzzy yang dioptimalkan dengan Algoritma Genetika (GA-FLC) untuk kontrol real-time enam parameter lingkungan: suhu, kelembapan, pH, konduktivitas listrik, intensitas cahaya, dan konsentrasi CO₂. Sistem menggunakan mikrokontroler ESP32 dengan array sensor presisi tinggi dan platform cloud (ThingSpeak, Firebase) untuk monitoring dan kontrol otomatis. Eksperimen dilaksanakan menggunakan Randomized Complete Block Design dengan dua faktor (sistem kontrol GA-FLC vs konvensional; monokultur vs tumpang sari) selama 120 hari di kondisi iklim tropis Bireuen, Aceh. Hasil menunjukkan sistem GA-FLC superior dalam akurasi kontrol dengan Mean Absolute Error suhu 0,7°C (61% lebih baik), response time aktuator 47-53% lebih cepat, dan efisiensi energi 25-30% lebih tinggi. Produktivitas anggur meningkat 27,8% (2,48 kg/tanaman) dan selada 23,7% (245 g/tanaman) dibandingkan sistem konvensional. Efisiensi sumber daya menunjukkan penghematan air 33,3%, energi 32,6%. Water Use Efficiency mencapai 12,4 kg/m³ dengan Energy Productivity 1,85 kg/kWh. Sistem ini memberikan kontribusi signifikan untuk pertanian perkotaan berkelanjutan dengan produktivitas tinggi, efisiensi sumber daya optimal, dan viabilitas ekonomi yang menarik untuk implementasi komersial di daerah tropis.
Co-Authors Adi Setiawan Ahmad Nayan Ainal Mardhiah Aini, Nyak Qurratu Al-Ani, Waleed Khalid Ahmed Alchalil Alchalil Ali Imran Amrizal Ananda, Rizky Andian, Andian Andik Bintoro Andre Heri Bakriansyah Anggi Chairani Ardian Ardian Arnawan Hasibuan Asran Asran Asri Asri Azhari , Fakhri Azman, Azman AZMI, AZMI Azzanna, Maghriza Badriana, Badriana Baidhawi, B Br. Simajuntak, Ochitria Cintia Chairil Pratama Chaizir, Muhammad Cindenia Puspasari Dahlan Abdullah Deassy Siska Dedi Fariadi Dery Syahputra Devi Sutri Insani Dewi Maya Sari Dirga, Muhammad Ervina Hasan Fachroji, Rizqan Fahmi, Mulqi Mauli Fajar Syahbakti Lukman Fajri Hakim Fajri M Kasim Fajri Yanti Fauzi Sahlan Rizki Sinaga Ferdian Ruliansyah Fuddin, Mudhya G.S, Kerimzade Gohatre, Umakant B. Gulschen Kerimzade Gunadi Habib Muharry Yusdartono Hafni, Afrilia Rizda Halimatus Sakdiah Hamdi Akmal Lubis, Hamdi Akmal Hasan, Ervina Hasanun Hasibuan, Arlina Hasibuan, Arman Heikal, Mohammad Hendrival, H Hidayatullah, Ferdy Hilmi Hilmi Hutagalung, Rizki Shobirin I Made Ari Nrartha Ichsan Ichsan Insani, Devi Sutri Irfansyah, Dedi Isa, Muzamir Ismi Raihan Karim, Firman Kartika Kartika Kerimzade, Gulschen Khaidar, Al Khairul Anshar Kurniawan, Dicky Lapara, Muhammad Ilham M Mursalin M Sayuti Mariyudi Mariyudi Mariyudi, M Maryana - Maryana Maryana Maulana, Fatur Rahman Misbahul Jannah Muchlis Abdul Muthalib MUHAMMAD ALI Muhammad Reza Muhammad Yusril Zulfikar Muhammad, Muhammad Munawarah Munawarah, Munawarah Munirul Ula Mursalin, M Mustaqim, Oka Arrizal Mutia Nanda Sari Muzamir Isa Nanda Novita Nasution, Ichsan Alwi Nisa, Hayatun Novianty, Vivi Nratha, I Made Ari Nurdin Nurdin Nurfebruary, Nanda Sitti Nurmalita Nurmalita P Purwanto Panji Aji Riha Wijayanto Phuyal, Sudip Pokhrel, Biswas Babu Puspasari, Cindeni Putra, Arwin Putri Maulina Qausar, Muhammad Qurratu Aini, Nyak Rafif, Muhammad Rahmad Rahmad Rahmat Andria Raihan Putri Raihan, Ismi Renno Kamal Putra Ritonga, Adi Syahputra Rizki Suwanda Rizky Almunadiansyah Rizky Putra Fhonna Rizqan Fachroji Rizqon Hasibuan Robi Kurniawan Robi Kurniawan Roid, Fahrian Rosdiana Rosdiana Rusadi, Athirah Safina, Putri Anjali Safriana Safriana Sahal Mahfudz Said Fadlan Anshari Sapto Nisworo Saputra, Rizwan Sayuti, Muhammad Selamat Meliala Shobirin H, Rizki Siregar, Umar Ramadhan Siregar, Widyana Verawaty Suhardi Makmur Suhardi Makmur Sujacka Retno Syahri, Alfis Syarifah Rita Zahara Syibral Malasyi, Syibral Taufiq Taufiq Teuku Multazam Tulus Setiawan Verawaty Siregar, Widyana Vitani Damanik Wahyu Utomo Widyana Verawaty Siregar Yanti, Fajri Zalfie Ardian Zara Yunizar Zulfaini Zulfaini Zulpadli M Nasution