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Ferdiansyah
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Journal : Media Journal of General Computer Science (MJGCS)

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IoT-Based Fire Detection System Using ESP32 and Telegram Cahyadi, Hartanto Dwi; Tasmi; Muhammad Gald Teary; Ferdiansyah
Media Journal of General Computer Science Vol. 3 No. 1 (2026): MJGCS
Publisher : MASE - Media Applied and Engineering

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62205/mjgcs.v3i1.146

Abstract

The increasing adoption of artificial intelligence (AI) in educational technology has created new opportunities to support second language (L2) writing development. Beginner English learners often struggle with grammatical accuracy, limited vocabulary, and unclear sentence construction, while immediate and individualized feedback remains difficult to provide in traditional learning settings. This study proposes a rule-based AI writing assistant designed to deliver automated, transparent, and interpretable feedback for beginner-level English writing without relying on data-intensive machine learning models. The system employs symbolic AI principles through predefined grammatical rules and heuristic textual metrics to evaluate writing quality across three dimensions: grammar accuracy, vocabulary richness, and text clarity. Grammar errors are detected using regular expression-based rules, vocabulary quality is measured via lexical diversity ratios, and clarity is estimated using a length-based heuristic. These metrics are normalized and combined to produce an overall writing quality score. To enhance usability and learner engagement, the system integrates visual feedback elements, including progress bars, graphical score representations, and animated character responses. Functional testing using sample beginner texts demonstrates that the proposed system effectively identifies common writing issues, provides consistent scoring, and delivers immediate, explainable feedback. The results indicate that rule-based AI, when combined with visual feedback mechanisms, can offer a lightweight, efficient, and pedagogically meaningful solution for beginner English writing support. This approach is particularly suitable for educational contexts that prioritize explainability, accessibility, and low computational requirements.
Co-Authors Adawiyah, Rabiatun Adek Warisah Matondang Adhika Surya, Gilang Aditya Septiawan Putra Afriana, Renny Afriliansyah Ahmad Fahmi Ahmad Nurrohim Ahmadin Akbar Lufi Zulfikar Alifia Nabila Ambiyar, Ambiyar Amelia Saputri Amin Tunda Andri Muda Nasution Apriansyah, Miko Arafat Ardita, Lola Ari Fajria Novari Ariana Armila Aini Arnita Sri Anggraeni Atnang, Muhammad Ayu Sri Wahyuni Az Zahra Talitha Kusumaningrum Azhar Ubaidillah Badruzzaman, Falah Bastam, Mukhlis Nahriri Bella Nur Syifa Syahrul Billanivo, Reynaldi Rizki Bilqis Nur Amalia Cahyadi, Hartanto Dwi Cheriani Choirunisa Dwi Kusumawardhani Cita Rosita Sigit Prakoeswa Dahlia Permata Sari Danang Prabowo David Oktavianus Royandi, Made Dhini Abizah Dwi Budi Srisulistiowati Dwi Noerjoedianto Dwi Septiani Dwi, Guspianto Dwikora Novembri Utomo Dzakiyah Aflah Dzulkifli Endrayana, Dimas Bayu Fahmi Rizal Faruq At Taqi Fatahu Mughniy, M.Abdi Fedik Abdul Rantam Firda Fitra Gusti Anggit Yata Zaka Habibur Rohman Haifaturrahmah, Haifaturrahmah Hamim, Sumi Amariena Hana Rahmawati Zen Hanum, Nurfadillah Hari Basuki Notobroto Hasnul Habib Rangkuti Heri Suroto Ika Susanti Ika Susanti Ikka Wulandari Ira Sentiawati JAMALUDIN Jauhari, Muhammad Nurrohman Juwita Nurqomariah Kelvin Khairil Azhar La Ode Monto Bauto Lis Suryadi, Lis Loui Pattinama, Yohannes Lutfi Isni Badiah M. Giatman M.Fathir N.A Maesaroh, Syti Sarah Malli, Lady Sisilia Marda Mawarni, Ayu Miizan Nur Qisthi Minaka, Utari Sriwijaya Muhammad Gald Teary Muhammad Keanu Haekal Muhammad Naufal Nurfirmansyah Muhammad Ridho Wardhana Muhammad Safi`i Handika Lubis Muhammad Taufiqurrahman, Muhammad Muhlis Tahir Mujito Nadia Alisyia Nuri Nahirah Nasya Fatika Augusta Nia Uswatul Hasanah Nizwardi Jalinus Notonegoro, Hartoyo Nur Azizah Nur Azizah Mawar Andini Nur Azizyah Puteri Dewita Nur Lela sari Nur, Muhammad Awal Nurmeyliandari, Revianty Painem Pramadjaya, Angga Pratama, Aji Puan Achmad Alisyahbuni Pujianto Rahmadhona Fitri Helmi Rangga Gelar Guntara Rangga Gumelar Ranti Sania Rahmi Ratna Sari Reski Awaliah Ricky Maulana Fajri Ridho Aqil Zakariya RINI Rio Taofan Rismal Saktiawan Rizdki Elang Gumelar Rizki Wiriadinata, Saddam Romaniyanto Sara, Dwi Satriani Sejati Waluyo Siti Mulyana Lubis Siti Rohimah Sri Rejeki Sudirman Baso Sunardi, Hastha SUNARTO Surtiyoni, Endang Syafrudin Muhdar Syti Sarah Tasmi Thamrin Tita Mutmainna Trya Sartana, Bruri Usman, Fatoni Wahyu Pramusinto Wahyu Pramusinto Waluyo, Sejati Yayang Saputra Yulia Hanoselina Yusmi Zidha Khira Himmah Zulfahmi