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Eko Darmanto
Universitas Muria Kudus
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Journal : EDUMATIC: Jurnal Pendidikan Informatika

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Integrasi Sistem Pakar Forward Chaining dan Decision Tree untuk Deteksi Hama berbasis WhatsApp Iskhak, Zaki Maulana; Darmanto, Eko; Muzid, Syafiul
Jurnal Pendidikan Informatika (EDUMATIC) Vol 9 No 2 (2025): Edumatic: Jurnal Pendidikan Informatika
Publisher : Universitas Hamzanwadi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.29408/edumatic.v9i2.31189

Abstract

The Indonesian agricultural sector faces challenges in early detection of land disturbances such as pests, diseases, floods, and droughts. Low technology adoption and digital literacy among farmers lead to slow responses to early symptoms. The research aims to develop a web-based decision support system that integrates the decision tree method, forward chaining inference, and sending automatic classification results via WhatsApp. The research used a Waterfall model, encompassing needs analysis, design, implementation, testing, and maintenance. The system is built based on 24 input symptoms that generate five classification categories. This application allows farmers to enter land condition data and receive classification results directly through the system and WhatsApp notifications. Testing demonstrated 80% accuracy compared to expert diagnoses, with a 95% message delivery success rate and an average response time of under five seconds. These results demonstrate that a rules-based approach combined with real-time communication can improve the speed and effectiveness of decision-making at the farmer level. This solution has the potential to be applied in other regions as part of accelerating the digital transformation of agriculture.
Co-Authors - Supriyono Abdurrosyid Abdurrosyid Ahmad Jumanto Akh Sokhibi Akhmad Zidni Hudaya Andrean Maulana Aprilia Damayanti Ardiansyah Rizki Arif Setiawan Arif Setiawan Aynullutfihana, Nanda Basuki , Bayu Hidayat, Hilmi Bekti Setiya Ningsih Belia, Gones Bellachintya Reira Christata Bellina Maulidiya Rohmah Cahyaningtiyas, Pratiwi Catur Iswahyudi Chalim, Noor Dhona, Chalim Riza Diana Laily Fithri Dina Tauhida Edhy Sutanta (Jurusan Teknik Informatika IST AKPRIND Yogyakarta) Eka Wakhyu Agustina Ema Utami Faiz Abrori Fajar Nugraha Fajar Nugraha Galih Adi Widodo Gunawan Setiadi Hera Setiawan Iftah Lana Maula Iskhak, Zaki Maulana Kasem Premprayoon Khanifan, Muhammad Khasan, Nur Akhmad Kurniawan, Muhammad David Kusumawardhana, Muhammad Anton Laily Fithri, Diana Lestari, Dwi Kusnadia Lisa Purwanti Lukito, Aji Maulana, Andrean Maulana, Muhammad Hanif Meta Ardi Setiawan Mochammad Imron Awalludin Muhammad Arifin Muhammad David Kurniawan Muhammad Rama Mahendra Muzid, Syaiful Nabila Pramesti Evykasari Noor Latifah Nughraha, Fajar Nugraha, Rakha Adhi Nurur Rosidah Nurwijayanti Nuzul Zainul Wildan Prasasti, Gayung Prathama, Rizqi Aufa Eka Pratomo Setiaji Putri Kurnia Handayani Qoaruddin Qomaruddin Queeny Laila Zahra R Rhoedy Setiawan Rangga Setyanto Reformasiyanto, Mohammad Humam Azka Rina Andarwati Rizal Maulana Rizal Maulana, Rizal Rizki, Dwita Amalia Romyati Sari, Apriliana Sari, Arina Nindya Secha, Maulidin Nur Setyowati Setyowati Siti Nur Khomsah Slamet Khoeron Soni Adiyono Sri Hartati Sri Utaminingsih Sri Utaminingsih Sumaji SUPRIYONO Supriyono Supriyono Susanto, Gito Aru Susanto, Gito Aru Suwandi Suwandi Suwanto Raharjo Syafiul Muzid Tomya, Stella Putri Toto Rusianto Tsirwatun Nisail Khasanah Umi Wahidasiana Verry Budi Hartanto Vicky Febriyan Vikha Indira Asri Yudie Irawan Yuniarti, Siska