Vol. 6 No. 2 (2026): Brilliance: Research of Artificial Intelligence, Article Research May 2026

Articles

• An Explainable Ai Framework For Transparent Poverty Classification And Citizen Engagement In Nigeria

  Emmanuel John Anagu, Umar Mairo, Victoria Sabo

  167-172

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8205

• Comparative Analysis of K-Means, PSO-KMeans and Butterfly Optimization Algorithm for Road Damage Clustering

  Herfia Rhomadhona, Widiya Astuti Alam Sur, Norminawati Dewi, Winda Aprianti, Jaka Permadi

  173-182

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8389

• Real-time Detection of Magnetic Resonance Imaging (MRI) Safe Label using Deep Learning for Standardization

  Aisyah Widayani, Adrian Dwi Nugroho, Alifatus Wahyu Nur Ma’rifah

  183-192

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8453

• Optimizing Chronic Kidney Disease Prediction Via Ensemble Learning On Imbalanced Multi-Feature Clinical Data

  Emmanuel John Anagu, Gani Timothy Abe, Victoria Zevini Sabo, Sunday Jatau Lamiri

  193-203

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8210

• Design and Development of an Integrated Attendance and Task Management Application Based on Android

  M. Putra Ramadhani, Syarifah Aini, Karnadi

  204-211

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8543

• IoT-Based Public Street Lighting Monitoring and Control System Using LoRa Communication

  Andi Ahmad Dahlan, Reza Fahlevi, Ummul Khair, A. Abd Jabbar

  212-222

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8579

• Noise Source Identification in Industrial Machinery Using Acoustic Analysis

  Abdulqadir M. Alhadar, Osamah Ibrahim Ali Barka, Musbag Ahedery, Omer I. A. Hmellah, Nuri Salem Ali Abosetha

  223-228

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8690

• Design Construction of an Automatic Liquid Soap Dispenser Based on an Infrared (IR) Sensor

  Riski, Kemas Muhammad Wahyu Hidayat, Zulhipni Reno Saputra Elsi

  229-235

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8520

• Refining Semantic Segmentation of Flood Images Using Edge Sharpening and CNN

  Naili Suri Intizhami, Eka Qadri Nuranti, Muhammad Anugrah, Sri Sukma Tahir

  236-242

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8536

• Analysis of YOLO26 Model Performance with Transfer Learning in Detecting Coffee Bean Defects

  Adrian Chen, Eka Puji Widiyanto

  243-252

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8715

• Macroeconomic Crisis Early Warning Model for Libya Using Machine Learning

  Omar Musbah Awedat Amir, Ahmed Jamah Ahmed Alnagrat

  253-260

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8826

• GIS-Based Spatial Temporal Analysis And Priority Scoring For Malaria Control In Nabire Regency

  Gunawan Prayitno, Anggreini Wibowo Puspita Sari

  261-274

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8775

• Oil Palm Price Prediction Using Holt-Winters Exponential Smoothing at PT Ivo Mas Tunggal

  Christoper Jodi Aman Sinaga, Ari Purno Wahyu Wibowo

  275-282

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8704

• Sentiment Analysis of TikTok Comments on Free Nutritious Meals Using Naïve Bayes

  Muhamad Adyaputra Yostira, Ari Purno Wahyu Wibowo

  283-293

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8854

• Zerotier-Based Remote Access and Control for MiktoTik System

  Rial Fauza

  294-303

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8581

• Video-Based Disease Detection in Vannamei Shrimp Using YOLOv8 Architecture

  Fathurrahman Siregar, Fadlisyah, Hafizh Al Kautsar Aidilof

  304-312

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8613

• YOLOv8-Based Multi-Class Detection of Coffee Bean Defects and Contaminants for Automated Quality Grading

  Sayid Muhammad Jundullah, Hafizh Al Kautsar Aidilof, Fadlisyah

  313-322

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  DOI : https://doi.org/10.47709/brilliance.v6i2.8612