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All Journal International Journal of Applied Power Engineering (IJAPE) International Journal of Advances in Applied Sciences Transmisi: Jurnal Ilmiah Teknik Elektro Jurnas Nasional Teknologi dan Sistem Informasi ELKOMIKA: Jurnal Teknik Energi Elektrik, Teknik Telekomunikasi, & Teknik Elektronika JURNAL NASIONAL TEKNIK ELEKTRO Jurnal Ilmiah KOMPUTASI RABIT: Jurnal Teknologi dan Sistem Informasi Univrab CIRCUIT: Jurnal Ilmiah Pendidikan Teknik Elektro RELE: Rekayasa Elektrikal dan Energi Jurnal Teknik Elektro JOURNAL OF APPLIED INFORMATICS AND COMPUTING 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 JATI (Jurnal Mahasiswa Teknik Informatika) MOTIVECTION : Journal of Mechanical, Electrical and Industrial Engineering International Journal of Advances in Data and Information Systems Journal of Computer Science, Information Technology and Telecommunication Engineering (JCoSITTE) Jurnal AbdiMas Nusa Mandiri Rambideun : Jurnal Pengabdian Kepada Masyarakat International Journal of Engineering, Science and Information Technology Relativitas : Jurnal Riset Inovasi Pembelajaran Fisika Andalasian International Journal of Applied Science, Engineering, and Technology Jurnal Janitra Informatika dan Sistem Informasi Brilliance: Research of Artificial Intelligence Phydagogic : Jurnal Fisika dan Pembelajarannya Jurnal Teknologi 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 Malikussaleh Mengabdi Jurnal Polimesin Journal Serambi Engineering (JSE) Jurnal Solusi Masyarakat Dikara Akiratech Journal of Power, Energy, and Control Journal of Industrial Engineering and Management Proceedings of International Conference on Multidisciplinary Engineering (ICOMDEN) Proceedings of Malikussaleh International Conference on Multidisciplinary Studies (MICoMS) Jurnal Rekayasa elektrika
Muhammad Daud
Universitas Malikussaleh
Religion Agriculture, Biological Sciences & Forestry Humanities Astronomy Automotive Engineering Biochemistry, Genetics & Molecular Biology 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 Transportation 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 Abdullah A.Z Abubakar Dabet Adi Setiawan Adi Syahputra Ritonga Adi Syahputra Ritonga Afrilia Rizda Hafni Ahmad Nayan Ainal Mardhiah Alayda Zaielamy Putri Alchalil Alchalil Alchalil Alchalil Alfiya Zahara Ali Imran Amrizal Ananda Agustian Ananda, Rizky Andian Andian Andik Bintoro Andre Heri Bakriansyah Anggi Chairani Annisa Karima Ardian Ardian Arlina Hasibuan Arnawan Hasibuan Asran Asran Asri Asri Asrianda Asrianda Azman Azman AZMI, AZMI Azwati Azmin Azzanna, Maghriza Badriana, Badriana Baidhawi Baidhawi Biswas Babu Pokhrel Chairil Pratama Cindeni Puspasari Cindenia Puspasari Dahlan Abdullah Deassy Siska Dedi Fariadi Defry Hamdhana Dery Syahputra Devi Sutri Insani Dewi Maya Sari Dewi Maya Sari Ediwan Ediwan Ekamaida, Ekamaida Ervina Hasan Ezwarsyah Ezwarsyah Fachry Abda El Rahman Fadhillah Dandy Satrio Fadhli Syamsudin Fahrian Roid Fajar Syahbakti Lukman Fajar Syahbakti Lukman Fajar Syahbakti Lukman Fajri Hakim Fajri M Kasim Fajri Yanti Fakhri Azhari Fakhri Azhari Fakhruddin Ahmad Nasution Fauzi Sahlan Rizki Sinaga Ferdian Ruliansyah Ferdy Hidayatullah Firman Karim Fuddin, Mudhya Gandi Supriadi Gohatre, Umakant B. Gulschen Kerimzade Gunadi H Hendrival Habib Muharry Yusdartono Hafizh Al Kautsar Aidilof Halimatus Sakdiah Hamdi Akmal Lubis Hamdi Akmal Lubis, Hamdi Akmal Hasan, Ervina Hasanun Hayatun Nisa Hidayatullah, Ferdy Hilmi Hilmi Hilmi Hilmi Husni Husni Hutagalung, Rizki Shobirin I Made Ari Nrartha I Made Ari Nratha Ichsan Alwi Nasution Ichsan Ichsan Ichsan Ichsan Ikramullah Ikramullah Insani, Devi Sutri Irfansyah, Dedi Ismi Raihan Kartika Kartika Kerimzade G.S Kerimzade, Gulschen Khaidar, Al Khairul Anshar Khairul Anshar Kurniawan Kurniawan Kurniawan, Dicky Lidya Rosnita Lukman Hakim Lukman Hakim M Mursalin M Sayuti M. Fitra Waldi Mahmuddin Mariyudi Mariyudi Mariyudi, M Maryana Maryana Maulana, Fatur Rahman Mauliddin Mauliddin Misbahul Jannah Mohammad Heikal Muchlis Abdul Muthalib Muhammad Afdal Muhammad Ali Muhammad Ali Muhammad Chaizir Muhammad Dirga Muhammad Ilham Lapara Muhammad Ishak Idrus Panjaitan Muhammad Muhammad Muhammad Qausar Muhammad Rafif Muhammad Reza Muhammad Sayuti Muhammad Sayuti Muhammad Yusril Zulfikar Muhammad, Muhammad Mulqi Mauli Fahmi Munawarah Munawarah Munirul Ula Mustaqim, Oka Arrizal Mutia Nanda Sari Muzamir Isa Muzamir Isa Nanda Novita Nasution, Zulpadli M Novianty, Vivi Nurdin Nurdin Nurfebruary, Nanda Sitti Nurmalita Nurmalita Nyak Qurratu Aini Ochitria Cintia Br. Simajuntak P Purwanto Panji Aji Riha Wijayanto Phuyal, Sudip Pokhrel, Biswas Babu Putra, Arwin Putri Anjali Safina Putri Maulina Qurratu Aini, Nyak Rahmad Rahmad Rahmat Andria Raihan Putri Raihan, Ismi Ratna Sari Ravi Andika Pramulya Renno Kamal Putra Rio Rangga Yudha Saragih Risna Dewi Ritonga, Adi Syahputra Rizki Shobirin H Rizki Suwanda Rizky Almunadiansyah Rizky Almunadiyansyah Rizky Putra Fhonna Rizqan Fachroji Rizqan Fachroji Rizqon Hasibuan Robi Kurniawan Roid, Fahrian Rosdiana Rosdiana Rozanna Dewi Rusadi, Athirah Safriana Safriana Sahal Mahfudz Said Fadlan Anshari Saifuddin Muhammad Jalil Salahuddin Salahuddin Sapto Nisworo Saputra, Rizwan Sayuti, Muhammad Selamat Meliala Siregar, Widyana Verawaty Sudip Phuyal Suhardi Makmur Suhardi Makmur Sujacka Retno Syahri, Alfis Syarifah Rita Zahara Syibral Malasyi, Syibral Taufiq Taufiq Teuku Multazam Thabliq Basac Bhaskara Tiara Anggraini Tulus Setiawan Umakant B. Gohatre Umar Ramadhan Siregar Verawaty Siregar, Widyana Vitani Damanik Wahyu Sepriawantama Wahyu Utomo Waleed Khalid Ahmed Al-Ani Wawan Syahputra Widyana Verawaty Siregar Yanti, Fajri Yasir Amani Yogi Satya Zahlul Fasya Zalfie Ardian Zara Yunizar Zulfaini Zulfaini Zulnazri, Z Zulpadli M Nasution