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The Selection of KORPRI Scholarship Recipients Using Sugeno's Fuzzy Logic Kurnia, Dona; Maiyana, Efmi
Knowbase : International Journal of Knowledge in Database Vol. 3 No. 2 (2023): December 2023
Publisher : Universitas Islam Negeri Sjech M. Djamil Djambek Bukittinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30983/knowbase.v3i2.6585

Abstract

Student Scholarship Allowance Selection is a routine practice carried out by the Bukittinggi City KORPRI (Civil Servants Corps), which is given to the sons and daughters of civil servants in the Bukittinggi City area who are currently pursuing higher education. Determining scholarship recipients always goes through a strict selection process due to the large number of applicants each year. The selection of scholarship recipients is based on specific criteria and requirements set by KORPRI Bukittinggi City. The criteria/requirements for awarding scholarships are based on three factors: Grade Point Average (GPA), parental income/salary, and number of dependents. In this research, the author applies Sugeno's fuzzy logic in determining scholarship allocation because Sugeno's fuzzy logic can select candidates validly, transparently, and fairly, thus guaranteeing that the selected candidates truly deserve to receive a scholarship. To conduct research effectively, the author designed a research framework that helps the scholarship allocation process using Sugeno fuzzy logic, implemented through the Visual Basic 2010 and MySQL programming languages. Research findings show that the Sugeno fuzzy method can provide accurate and objective recommendations in the scholarship recipient selection process using relevant variables and predetermined rules. This recommendation system can produce fair and transparent decisions. This research aims to contribute to the development of a more effective and efficient scholarship recipient selection system.
Pengembangan Aplikasi Mobile untuk Pengelolaan Data Asessmen Siswa di Lingkungan Madrasah Maiyana, Efmi; Haholongan Sir, Sadar Martua; Aulia, Wizra
Jurnal Pustaka Data (Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitektur Komputer) Vol 5 No 2 (2025): Jurnal Pustaka Data (Pusat Akses Kajian Database, Analisa Teknologi, dan Arsitekt
Publisher : Pustaka Galeri Mandiri

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.55382/jurnalpustakadata.v5i2.1500

Abstract

Perkembangan teknologi saat ini telah membawa perubahan besar pada bidang pendidikan, terutama dalam proses pencatatan hasil belajar siswa. Pencatatan secara manual kerap menyulitkan guru karena rawan terjadi kesalahan, berpotensi hilang, dan memerlukan waktu yang tidak sedikit. Berdasarkan permasalahan tersebut, penelitian ini mengembangkan sebuah sistem informasi berbasis Android yang terhubung dengan database MySQL untuk membantu guru mengelola data asesmen secara lebih efektif. Penelitian menerapkan metode Research and Development (R&D) dengan model ADDIE yang meliputi tahap analisis, perancangan, pengembangan, implementasi, dan evaluasi. Pada tahap analisis, kebutuhan dan kendala guru dipetakan secara mendalam. Proses perancangan difokuskan pada pembuatan antarmuka yang mendukung pengelolaan nilai, mulai dari penambahan, pengubahan, hingga penghapusan data. Tahap pengembangan mencakup pembuatan aplikasi dan integrasi dengan MySQL sebagai penyimpanan utama. Setelah aplikasi diuji melalui tahap implementasi, evaluasi dilakukan untuk memastikan seluruh fitur dapat berjalan dan sesuai dengan kebutuhan pengguna. Hasil yang diperoleh menunjukkan bahwa aplikasi ini mampu mempercepat proses pencatatan nilai, mengurangi risiko kehilangan data, serta memberikan akses informasi yang lebih cepat dan praktis. Dengan demikian, sistem ini dapat menjadi alat bantu yang relevan bagi guru dalam mendukung pelaksanaan penilaian di era digital.
Desain dan Rancang Bangun Aplikasi Laporan KKN Berbasis Laravel dengan Visual Studio dan Database safutri, lisa; Maiyana, Efmi
Jurnal Rekayasa Perangkat Lunak Vol. 4 No. 2 (2025): Jurnal Rekayasa Perangkat Lunak (J-Rapa)
Publisher : Universitas Aisyah Pringsewu

Show Abstract | Download Original | Original Source | Check in Google Scholar

Abstract

Community Service Program (KKN) is an academic activity that must be undertaken by university students as a form of community engagement. In practice, the reporting process for KKN activities is often carried out manually, which is inefficient and prone to data loss. This research aims to design and develop a web-based KKN reporting application using the Laravel framework, supported by Visual Studio Code as the code editor and MySQL as the database management system. The method used is Research and Development (R&D), which includes literature study, requirement analysis, system design, development, and application testing. The result of this research is a web-based application that enables students to create and upload activity reports, and allows supervisors to provide assessments directly through the system. The application is tested based on functionality, user interface (UI/UX), and performance. This system is proven to improve efficiency, transparency, and accuracy in the KKN reporting process, while also simplifying monitoring for lecturers and administrators.
Perancangan Aplikasi Pembelajaran Tata Cara Sholat Berbasis Android Untuk Meningkatkan Keterampilan Praktik Ibadah Siswa Maiyana, Efmi; Hidayat, Wahyu; Martua Haholongan Sir, Sadar
Intellect : Indonesian Journal of Learning and Technological Innovation Vol. 4 No. 02 (2025): Intellect : Indonesian Journal of Learning and Technological Innovation
Publisher : Yayasan Lembaga Studi Makwa

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.57255/intellect.v4i02.1634

Abstract

Technological advances in education provide opportunities to improve Islamic teaching, particularly in learning to read and practice prayer. MTsN 1 Bukittinggi experienced a problem, namely boredom among students due to the continued use of presentation slides and lecture-based teaching methods. Therefore, the researcher wanted to design a learning media application for prayer procedures. This study aims to design an Android-based application for learning prayer procedures as a medium to improve students' worship skills. The application was developed using the Research and Development (R&D) method with the ADDIE model, which includes needs analysis, design, development, implementation, and evaluation. The application design consisted of two stages, namely logical design using UML, which included use case diagrams, sequence diagrams, and activity diagrams, followed by physical design, where the application was developed using Android Studio and equipped with features such as prayer material, movement guides, audio recitations, and evaluations. The results of the black box media test showed that the application functioned properly. The designed learning media application provides features and supporting menus that offer practicality in using the learning media application for prayer procedures, such as the prayer menu, the Qur'an, and the determination of the qibla direction. Abstrak Pertumbuhan teknologi dalam bidang Pendidikan memberikan peluang untuk meningkatkan pembelajaran ajaran islam, khususnya dalam pembelajaran bacaan dan praktik sholat. Pada MTsN 1 Bukittinggi mengalami permasalahan yaitu rasa bosan yang timbul bagi siswa karena masih menggunakan media pembelajaran slide presentasi dengan metode ceramah sehingga peneliti ingin merancang sebuh aplikasi media pembelajaran tata cara sholat. Penelitian ini bertujuan merancang aplikasi pembelajaran tata cara salat berbasis Android sebagai media untuk meningkatkan keterampilan praktik ibadah siswa. Pengembangan aplikasi dilakukan dengan metode Research and Development (R&D) menggunakan model ADDIE yang meliputi analisis kebutuhan, perancangan, pengembangan, implementasi, dan evaluasi. Perancangan aplikasi terdiri dari dua tahapan yaitu perancangan secara logika menggunakan UML yang meliputi use case diagram, sequence diagram dan activity diagram, kemudian perancangan secara fisik dimana aplikasi dikembangkan menggunakan Android Studio dan dilengkapi fitur materi salat, panduan gerakan, audio bacaan, serta evaluasi. Hasil uji black box media menunjukkan bahwa aplikasi berfungsi dengan baik. Aplikasi media pembelajaran yang telah dirancang menghadirkan fitur dan menu – menu pendukung yang dapat memberikan kepraktisan dalam menggunakan aplikasi media pembelajaran tata cara sholat seperti menu do’a, Al – Qur’an dan penentuan arah kiblat.
ResNet50-Based Deep Learning Architecture with Focal Loss Optimization for Automated Fruit Ripeness Classification Putri, Stefani Hardiyanti; Nasrullah, Nasrullah; Maulana, Fefi; Rahmayanti, Prilia; Maiyana, Efmi
Jurnal Sisfokom (Sistem Informasi dan Komputer) Vol. 15 No. 01 (2026): JANUARY
Publisher : ISB Atma Luhur

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32736/sisfokom.v15i01.2449

Abstract

This study develops an Enhanced ResNet50 architecture with Focal Loss optimization for automated fruit ripeness classification. The research implements systematic modifications to the standard ResNet50 framework, incorporating attention mechanisms, strategic transfer learning with 20 trainable layers, and advanced class imbalance handling through Focal Loss function (α=[0.809, 1.904, 0.807], γ=2.0). The model processes RGB images (224×224×3) across three ripeness categories: Overripe, Ripe, and Unripe, utilizing the Kaggle Fruits Ripeness Classification Dataset containing 4,434 high-quality images. The Enhanced ResNet50 architecture achieves 97.22% classification accuracy with corresponding precision, recall, and F1-scores of 0.9722, demonstrating superior performance compared to standard ResNet50 (91.7%), VGG16 (89.2%), and EfficientNet-B0 (88.5%). The model exhibits efficient computational characteristics with 50-100ms inference time and 104.55 MB model size, while successfully addressing mild class imbalance (ratio 0.424) through systematic optimization techniques.