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All Journal Indexia Jurnal: International Journal of Engineering and Computer Science Applications (IJECSA)
Sihabillah, Ahmad
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Computer Science & IT

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Design of a Quick Response Code-Based Infrastructure Management Information System Sukron, Moh.; Ramadhan, M. Raihan; Sihabillah, Ahmad
International Journal of Engineering and Computer Science Applications (IJECSA) Vol 3 No 2 (2024): September 2024
Publisher : Universitas Bumigora Mataram-Lombok

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/ijecsa.v3i2.4653

Abstract

The management of infrastructure and facilities at MTs Mambaul Hasan Sumberrejo Paiton Probolinggo is currently conducted manually, resulting in significant issues such as data inaccuracies, misplacement of items, and difficulties in tracking asset movements. These challenges reduce efficiency and hinder effective inventory management. The aim of this research is to design and develop a Quick Response (QR) Code-based management information system to enhance the efficiency and effectiveness of infrastructure and facilities management at MTs Mambaul Hasan. This research method is based on Research and Development (R&D) with a quantitative approach and a case study framework. The process includes system requirements analysis through direct observation and interviews with school staff, followed by system design using the Object-Oriented Analysis and Design (OOAD) approach. A prototype is then developed and tested to gather user feedback, and system evaluation is conducted to refine the system before full implementation. The results of this research are a QR Code-based infrastructure and facilities management information system that simplifies asset registration, enhances tracking accuracy, and reduces manual workload. Usability testing with school staff revealed an 82,67% satisfaction rate, indicating a significant improvement in efficiency and traceability of assets. The implementation of this system provides a practical and effective solution for managing infrastructure and facilities at MTs Mambaul Hasan. This study concludes that the QR Code-based system improves efficiency, accuracy, and traceability in inventory management. The implications of these findings suggest that other educational institutions can adopt similar technological solutions to modernize their management processes, with potential future integration of mobile and cloud technologies for enhanced usability and scalability.
OPTIMASI MODEL RESNET50 UNTUK KLASIFIKASI SAMPAH Sihabillah, Ahmad; Tholib, Abu; Basit, Illiyah Ibnul
Indexia Vol. 6 No. 2 (2024): INDEXIA : Informatics and Computational Intelligent Journal Volume 6 Nomor 2 No
Publisher : Universitas Muhammadiyah Gresik

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30587/indexia.v6i2.9342

Abstract

Penelitian ini mengkaji pemanfaatan arsitektur ResNet50 dalam klasifikasi sampah organik dan anorganik untuk meningkatkan efisiensi pemilahan sampah secara otomatis. Dataset yang digunakan terdiri dari 12.565 gambar sampah organik dan 9.999 gambar sampah anorganik, mencakup berbagai variasi kondisi lingkungan, seperti pencahayaan, ukuran, dan bentuk. Tahapan penelitian meliputi preprocessing data, yang mencakup augmentasi gambar untuk menambah variasi, pembagian dataset menjadi data pelatihan dan validasi, serta penyesuaian bobot kelas untuk menangani ketidakseimbangan dataset. Model dilatih selama lima epoch dengan akurasi validasi tertinggi sebesar 80,15% pada epoch terakhir. Hasil evaluasi menggunakan metrik precision, recall, dan f1-score menunjukkan performa yang baik, dengan kategori sampah organik mencapai recall 91% dan f1-score 84%. Namun, kategori sampah anorganik memiliki precision sebesar 85% dengan recall yang lebih rendah, yaitu 67%. Analisis Confusion matrixmengungkapkan bahwa model mampu mengklasifikasikan sebagian besar sampel dengan benar, meskipun masih terdapat beberapa kesalahan pada kategori anorganik. Secara keseluruhan, penelitian ini membuktikan efektivitas ResNet50 dalam meningkatkan akurasi klasifikasi sampah, mendukung pengelolaan sampah yang berkelanjutan. Dengan optimisasi lebih lanjut, seperti penyesuaian hyperparameter atau augmentasi tambahan, model ini memiliki potensi untuk mencapai performa yang lebih tinggi dalam aplikasi praktis.
Design of a Quick Response Code-Based Infrastructure Management Information System Sukron, Moh.; Ramadhan, M. Raihan; Sihabillah, Ahmad
International Journal of Engineering and Computer Science Applications (IJECSA) Vol. 3 No. 2 (2024): September 2024
Publisher : Universitas Bumigora Mataram-Lombok

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30812/ijecsa.v3i2.4653

Abstract

The management of infrastructure and facilities at MTs Mambaul Hasan Sumberrejo Paiton Probolinggo is currently conducted manually, resulting in significant issues such as data inaccuracies, misplacement of items, and difficulties in tracking asset movements. These challenges reduce efficiency and hinder effective inventory management. The aim of this research is to design and develop a Quick Response (QR) Code-based management information system to enhance the efficiency and effectiveness of infrastructure and facilities management at MTs Mambaul Hasan. This research method is based on Research and Development (R&D) with a quantitative approach and a case study framework. The process includes system requirements analysis through direct observation and interviews with school staff, followed by system design using the Object-Oriented Analysis and Design (OOAD) approach. A prototype is then developed and tested to gather user feedback, and system evaluation is conducted to refine the system before full implementation. The results of this research are a QR Code-based infrastructure and facilities management information system that simplifies asset registration, enhances tracking accuracy, and reduces manual workload. Usability testing with school staff revealed an 82,67% satisfaction rate, indicating a significant improvement in efficiency and traceability of assets. The implementation of this system provides a practical and effective solution for managing infrastructure and facilities at MTs Mambaul Hasan. This study concludes that the QR Code-based system improves efficiency, accuracy, and traceability in inventory management. The implications of these findings suggest that other educational institutions can adopt similar technological solutions to modernize their management processes, with potential future integration of mobile and cloud technologies for enhanced usability and scalability.
Co-Authors Abu Tholib Basit, Illiyah Ibnul Moh. Sukron Ramadhan, M. Raihan Sukron, Moh.