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Depression Prediction Among University Students Using a Random Forest Algorithm Based on Psychosocial Data: Prediksi Depresi Mahasiswa: Pendekatan Berbasis Data Psikososial Menggunakan Algoritma Random Forest
Abiyya, Abiyya Alfahrizi Putra Arifiansyah
; Afandi, Muhammad
; Dwi Riskianto, Dodi
; Sudriyanto, Sudriyanto
Jurnal Riset Sistem dan Teknologi Informasi
Vol 4
, No 1
(2026)
College students' mental health is a critical issue that is gaining increasing attention, particularly regarding depression, which significantly impacts quality of life and academic achievement. This study aims to develop a predictive model for depression in college students based on psychosocial data using the Random Forest algorithm. The data used is a public secondary dataset from Kaggle with 1,000 samples, covering demographic variables, lifestyle, and psychological indicators. The analysis...
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Enhancing EFL Listening Through Structured Autonomous Use of British Council Learn English Audio Materials
International Journal of Research in Education
Vol 6
, No 1
(2026)
Listening proficiency often lags behind other English skills for EFL university students, particularly in engineering programs where limited class hours restrict systematic practice. While previous studies have highlighted the benefits of podcasts and online audio resources for developing listening skills, most of these studies have relied on short-term, teacher-led classroom interventions and have rarely structured learners’ autonomous engagement with a specific platform. This study aimed the e...
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Optimization of Off-Grid Solar Lighting Systems Using OEMOF Integrated with IoT Field Data — Case Study: Bukit Kunci, Indonesia
Herraprastanti, Eva Hertnacahyani
; Kiono, Berkah Fajar Tamtomo
; Haryanto, Ismoyo
; Muchammad, Muchammad
; Korai, Muhammad Safar
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
The growing need for efficient night lighting in natural tourist destinations highlights the importance of reliable and sustainable energy solutions. This study analyzes the optimization of solar-based lighting at Bukit Kunci, Indonesia, using the Open Energy Modelling Framework (OEMOF) combined with real-time monitoring via the IoT ThingSpeak platform. Photovoltaic (PV) panel data recorded at 15-second intervals during February–July 2025, yielding 532,520 records, were cleaned and aggregated as...
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Geopolymer Bio-Patch Repair: Microbially-Induced Calcite and Pozzolanic Fly Ash and Rice Husk Ash for Corrosion-Resistant of Reinforced Concrete Repair
Pinta Astuti
; Angga Jordi Wisnu Nouvaldi
; Aprilia Rahmayanti
; Pramudya Surya Shabura
; Muhammad Etandra Fara Adzani
; Dylan Ataa Tsany
; Adhitya Yoga Purnama
; Rahmita Sari Rafdinal
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
Indonesia’s archipelagic environment subjects concrete structures to severe corrosion and sulfate attacks, necessitating sustainable repair solutions. This study evaluates a geopolymer-based bio-patch repair mortar utilizing fly ash (FA), rice husk ash (RHA), and Bacillus subtilis bacteria to induce Microbially Induced Calcite Precipitation (MICP). While the silica-rich ashes act as pozzolanic materials, the bacteria enhance durability by reducing oxygen levels and lowering corrosion rates. Micr...
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Effect of NaOH Molarity on Gel Formation at the Geopolymer–Artificial Aggregate Interface for Pavement Applications
Saputro, Yayan Adi
; Adnan
; Mohammad, Gunawan
; Hidayati, Nor
; Muna, Nando Nilna
; Ningrum, Aprilia Citra
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
This study investigates the effect of NaOH molarity (10, 12, and 14 M) on gel formation at the geopolymer–artificial aggregate interfacial transition zone (ITZ) for sustainable pavement binder courses. The study focuses on microstructural and chemical characteristics rather than direct mechanical performance. Using XRF, FTIR, and SEM–EDX analyses, the evolution of gel phases from N-A-S-H to hybrid N/C-A-S-H at the interface was systematically characterized. Increasing NaOH molarity enhanced alum...
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GIS-Based Spatial Equity Assessment of Temporary Waste Disposal Sites in Riverbank Informal Settlements: A Case Study of Palembang, Indonesia
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
Rapid population growth and urbanization in informal settlements along the Musi Riverbank, Palembang City, have intensified pressure on the waste management system, particularly due to the uneven distribution of Temporary Disposal Sites (TPS) and limited collection services. This study, conducted in June–July 2025, examines the spatial conditions of TPS and waste management through a quantitative methods approach that integrates Geographic Information Systems (GIS) with a survey of 385 responden...
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Evaluation of Parking Space Capacity at Musamus University Merauke
Dina Pasa Lolo
; Muh. Akbar
; Silva Keiza Sahelangi
; Dina Limbong Pamuttu
; Hairulla
; Mochammad Qomaruddin
Media Komunikasi Dunia Ilmu Sipil
Vol 7
, No 2
(2026)
Musamus University is the only state university in South Papua Province. This campus provides parking spaces in various locations such as in the Faculty of Economics and Law, Deanery and Rectorate areas, but vehicles still often pile up. This research aims to determine the parking capacity of Musamus University. The research method is based on the 1998 Director General of Land Transportation's Technical Guidelines for the Implementation of Parking Facilities. The data collected is the number of...
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Stratification and Charging Efficiency in Compact Thermal Storage Under Variable Flow Conditions: An AI-Assisted Simulation Study
Simanjuntak, Janter P.
; Daryanto, Eka
; Tambunan, Bisrul Hapis
; Silaban, Robert
; Sinaga, Denny Haryanto
; Zainon, Mohd Zamri
; Muhammad Ibrahim
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
Thermal Energy Storage (TES) systems are essential for managing low-grade heat in renewable energy applications. This study evaluates the impact of flow rate and heating power on thermal stratification and efficiency within a 30-liter TES unit. Using an AI-assisted simulation framework, the system's performance was analyzed across varying flow rates (0.3–0.9 LPM) and heater capacities (1.5–2.0 kW). Results indicate that lower flow rates (0.3–1.2 LPM) effectively preserve stratification, whereas...
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Evaluation of Learning Management System for Users with Accessibility Needs Using Extended Technology Acceptance Model (E-TAM)
Zatin Niqotaini
; Henki Bayu Seta
; Theresiawati
; Dwi Vernanda
; Artika Arista
; Muhammad ibrahim Al Farisi
; Rapolo Joshua Napitupulu
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
Inclusive education aims to provide equal learning opportunities for students with special needs, including the use of a Learning Management System (LMS). The urgency of this research stems from the significant challenges in LMS accessibility, which pose major obstacles for students with disabilities. These challenges include difficult navigation, a lack of screen reader features, and unfriendly interface design. The objectives of the research are to identify and evaluate the factors of LMS acce...
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Unifying Dual-Pyramid Structure and Y–G Channel Synergy for Full-Reference Image Quality Assessment
Advance Sustainable Science, Engineering and Technology
Vol 8
, No 1
(2026)
Standard metrics such as SSIM often overlook complex chromatic distortions, creating a gap between objective scores and human judgment. To address this, we present the Synergistic Structural Similarity Index (SSSI), a metric grounded in a novel dual-pyramid strategy that integrates Gaussian-blurred stability with direct subsampling sharpness. Our method departs from luminance-only analysis by employing an equal, synergistic partnership between the luminance (Y) and Green (G) channels, mirroring...
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