About 22 results for “Machine Learning”

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PDF DORM-SCOUT: DORM AND APARTMENT RENTAL ASSISTANCE SYSTEM USING GPS NAVIGATION TECHNOLOGY

by Menard Mercado Umandal; Rai Robin Espiritu Dimaala; Sean Ramel Flandez Macalalad • 2024

Finding and securing rental properties is often time-consuming and inefficient, particularly for students unfamiliar with local options. At Batangas State University ARASOF-Nasugbu, tenants and landlords face limited rental information, inefficient inquiry management, and difficulty tracking payments. Dorm-Scout, a web-based platform, addresses these issues by integrating real-time property listings, inquiry handling, GPS navigation, and automated payment notifications. Developed using Agile methodology with PHP, Laravel, and MySQL, the system underwent testing and evaluation to assess usability and user satisfaction. Results indicate high acceptance levels, with ease of use (4.48), reliability (4.39), security (4.42), and functionality (4.43) receiving strong ratings. Dorm-Scout significantly improves rental search efficiency, landlord-tenant communication, and transaction tracking. Future enhancements include AI-driven rental recommendations, mobile application support, and system scalability for broader adoption.

PDF SECUREDTAG: COMPUTER LABORATORY DEVICE MANAGEMENT AND SECURITY WITH RADIO FREQUENCY IDENTIFICATION TAG

by Apolonia Reyven D. • 2025

SecuredTag: Computer Laboratory Device Management and Security with Radio Frequency Identification (RFID)Tag was developed to address challenges in managing and securing computer peripherals at Batangas State University TNEU ARASOF-Nasugbu Campus, where traditional manual tracking was time- consuming, error-prone, and ineffective in preventing device misplacement, theft, and inefficient inventory management. Using Agile Methodology, the system continuously improved based on stakeholder feedback, enhancing security and management efficiency through Radio Frequency Identification (RFID) technology for real-time device tracking, reducing loss and unauthorized usage. It provided a centralized platform for monitoring inventory, generating reports, and ensuring accountability among users. Surveys and interviews with ICT staff, faculty, and students identified key concerns regarding device security, manual tracking inefficiencies, and lack of real-time monitoring, all effectively addressed by the system, which users found easy to use, functional, secure, and reliable. By streamlining device management, improving security measures, and automating inventory processes, SecuredTag was proven to be an effective tool in optimizing computer laboratory operations, highlighting its potential to enhance security, efficiency, and accountability in academic institutions.

PDF Batangas State University ARASOF-Nasugbu Hostel Reservation System

by James F. Izar • 2025

Efficient reservation management plays a crucial role in optimizing operations and enhancing user experience in hospitality services. However, the Batangas State University ARASOF-Nasugbu Hostel relied on a manual booking system, leading to scheduling conflicts, delays, and administrative inefficiencies. This study aimed to develop a web-based reservation system that automates the booking process, provides real-time availability updates, and streamlines event scheduling. The Agile methodology and descriptive-developmental research approach were applied throughout the system development. Initially, the researchers identified key challenges in the hostel’s manual process, revealing that double bookings, lack of real-time updates, and difficulty in managing reservations were the primary issues. To address this, the system was designed and developed with key features, including automated booking requests, an administrative dashboard, and notification alerts. Following development, the system underwent evaluation to determine its effectiveness in addressing the identified problems. Results showed high satisfaction and acceptance from university personnel, students, and external guests, affirming that the system significantly improved efficiency, accuracy, and user convenience. The findings conclude that automating the reservation process enhances operational management, minimizes booking errors, and elevates overall service quality. Future recommendations include expanding system functionalities to further optimize user experience and administrative control.

PDF OSNATIFY: Outpatient Department Management System with API Integration for Predicting Diagnosis Based on Symptoms for OSNA

by Outpatient Department Management System With Api Integration; Nelwin Digma Rosales; Gaimar Cruz Mendoza; John Paul Lopez Bautista • 2024

The OSNATIFY: Outpatient Department Management System with API Integration for Predicting Diagnosis Based on Symptoms for OSNA is designed to enhance patient record management and outpatient department processes. By using an online platform, it reduces reliance on traditional methods and decreases patient wait times. The study employed a descriptive development method to assess the system's real-time patient status updates and predictive diagnosis features. Participants, including Admins, Doctors, OPD Clerks, Patients, and IT Experts, evaluated the system's usability through structured questionnaires. Results showed that OSNATIFY improves patient record and prescription management, featuring an intuitive user interface with search and filter functions. Participants reported overall satisfaction with data accuracy and accessibility, with the data of overall agreement of the respondent. The General Weighted Mean of 3.93 confirms overall agreement that the system meets essential criteria for performance, reliability, and security, making it a dependable solution for OSNA.

PDF S’tockpile: Resource Management and Process Automation System for Resource Generation Office at BatStateU TNEU ARASOF-Nasugbu Campus

by Angela Jane Perez Boteros; Eunice Ann Mae Bayani Torres; Jhon Denver Pagayunan Alipustain • 2025

Bachelor of Science in Information Technology College of Informatics and Computing Sciences Batangas State University The National Engineering University ARASOF – Nasugbu Nasugbu, Batangas, Philippines This study focused on developing S’tockpile: Resource Management and Process Automation System for the Resource Generation Office at BatStateU TNEU ARASOF-Nasugbu Campus. The goal was to improve inventory management, sales tracking, stock reservations, and facility rentals by replacing manual processes that were time-consuming and prone to errors. The researchers used Agile Methodology to continuously improve the system based on user feedback. Data were collected from 13 respondents, including RGO staff and IT experts, through surveys and system evaluations. The results showed that S’tockpile made operations faster, improved inventory accuracy, automated sales reports, and made stock reservations more efficient. Users found the system easy to use, reliable, and highly effective. The study concluded that S’tockpile helped the university manage resources better, reduce errors, and create a smoother experience for both staff and students. It can also serve as a model for improving resource management in other institutions.

PDF LEAKALERT: AN IOT SOLUTION FOR WATER LEAK DETECTION AND MONITORING

by Anne Hilarie Cabalag Agawa • 2025

Water leaks lead to significant water wastage and financial losses. LeakAlert, an IoT-based system, was developed to detect and monitor leaks in real-time, improving water management efficiency. The system integrates water flow sensors, an ESP8266 microcontroller, and a user-friendly dashboard for instant notifications. LeakAlert enables automated detection, reducing reliance on manual inspections and ensuring quick responses to potential leaks. The platform allows administrators to track water consumption, analyze trends, and generate reports for better decision-making. Security guards and environmental management personnel can easily report and monitor leaks through a mobile-friendly interface. The researchers used the Prototyping Model as the software development methodology, involving iterative building, testing, and refining of a prototype until it met the required standards. This approach allowed the system to evolve based on user feedback, ensuring usability, reliability and functionality. Challenges encountered during development included sensor sensitivity to minor drips and dependency on stable internet connectivity. However, user feedback indicated that the system was moderately acceptable in terms of reliability. The study highlights the potential of IoT in water conservation and suggests future improvements, such as artificial intelligence integration for predictive leak detection.

PDF TRICYCLE PERMIT MANAGEMENT SYSTEM WITH DATA VISUALIZATION

by Bryan Abiog Alano; Ruzell Anne Anarna Del Carmen • 2025

The Tricycle Permit Management System was developed to streamline and automate the permit application process for tricycle operators in the Business Permit and Licensing Office (BPLO) of Balayan, Batangas. The existing manual system posed challenges such as delays in processing, difficulty in tracking applications, and inefficiencies in managing permit requirements. To address these issues, the system was designed using PHP, MySQL, and Bootstrap, integrating features such as user role management, document verification, application tracking, and a multi-step form for requirements submission. The system ensures a seamless workflow by allowing administrators to dynamically create and update permit requirements, while applicants can easily submit documents and track their application status using an auto-generated tracking code. Agile development methodology was employed, following iterative phases of requirements gathering, system design, development, testing, and deployment. The implementation of the Tricycle Permit Management System resulted in improved processing times, enhanced record-keeping, and increased user satisfaction among BPLO staff and tricycle operators. Additionally, the system minimized human errors and eliminated the need for excessive paperwork, making the permit processing more reliable and transparent. Its user- friendly interface and efficient backend infrastructure ensure long-term usability, scalability, and adaptability to future enhancements. In conclusion, this study highlights the benefits of automating government permit processes, providing a scalable and efficient solution that can be further enhanced for broader applications in business licensing.

PDF i SERVEASE: AN INNOVATIVE SOLUTION FOR BATSTATEU VEHICLE SCHEDULING MANAGEMENT WITH GPS TRACKING AND VEHICLE PREVENTIVE MAINTENANCE

by Ms. Arvin Jade Barrera Villaluna; Katherine Villadelrey Gonzales; Ms. Remielyn Candelaria Silipinin • 2024

Bachelor of Science in Information Technology College of Informatics and Computing Sciences Batangas State University The National Engineering University ARASOF-Nasugbu Campus The ServEase: An Innovative Solution for BatStateU Vehicle Scheduling Management with GPS Tracking and Vehicle Preventive Maintenance focused on addressing the challenges in vehicle scheduling management faced by the General Services Office (GSO) at BatStateU ARASOF-Nasugbu. Currently, there is no system to automate vehicle scheduling and track drivers in real-time. They only used Excel to schedule and arrange vehicle requests. To address these issues, the researchers developed ServEase, a web and mobile application that makes the requesting and scheduling more convenient, integrated GPS tracking, provided real-time notifications, and included a preventive maintenance feature where it predicts the possible maintenance of the university vehicle. Using the Agile methodology, the system was designed based on interviews with the GSO and evaluated by various stakeholders such us GSO, University Drivers, Teaching and Non-Teaching Personnels, Secretaries, and IT Experts. A 5-point Likert Scale was used in this study. Evaluation results showed high satisfaction and acceptance ratings with users commending the system’s functionality and ease of use, though scalability and security require further improvement. It also received a perfect 5 for the evaluation of the level of agreement. The ServEase system has greatly improved how vehicle management is handled, making the process much more convenient. Its simple design and real-time tracking features have made it a helpful tool for the users. The predictive maintenance feature also helps keep vehicles in good condition, saving time and money in the future. This shows how technology can make everyday tasks more efficient and effective. In conclusion, the developed system was proven to be beneficial.

PDF SMARTHIKE: INTEGRATING MOUNTAINEER MANAGEMENT SYSTEM FOR MT. TALAMITAM

by Mr. Jucint Jim Cueto Sanchez • 2024

The study addresses the challenges of managing hikers at Mt. Talamitam due to inefficient, paper-based processes that cause delays, data loss, and limited access to important information. To solve these issues, the SmartHike system was developed, integrating a web-based application accessible via mobile devices. Major features include digitized registration and application forms, real-time weather forecasting, hiker and tour guide management modules, and an SOS alert system for emergencies. The system also provided barangay personal the dashboards for monitoring operations and analytics for data-driven decision-making. Using a descriptive research method and Agile development methodology, the system was designed and implemented with technologies such as HTML, CSS, PHP, MySQL, and Bootstrap, hosted on Hostinger. Extensive testing and evaluation involving barangay personnel, tour guides, and hikers demonstrated the system’s effectiveness, usability, and reliability. The evaluation revealed high levels of satisfaction among barangay personnel, tour guides, and hikers, who rated the system as “Extremely Satisfied”. The results indicated that SmartHike system establishes a modern, scalable approach to mountaineer management, offering a foundation for further innovation in tourism management systems.

PDF SaKOP - Sangguniang Kabataan Online Platform: An IT Approach to Streamlining of Youth Governance

by Sangguniang Kabataan Online Platform; Marien Khristah C. Valencia; Karlo Mateo C. Mendoza; Carl Justine E. Cudiamat • 2025

Effective youth governance is often hindered by inefficiencies in program recommendation, member profiling, document archiving, and budget allocation. To address these challenges, the proponents developed the Sangguniang Kabataan Online Platform (SaKOP), a digital system designed to streamline administrative tasks for the Sangguniang Kabataan (SK) of Nasugbu, Batangas. This study highlights the role of digital solutions in modernizing youth governance and improving service delivery within SK organizations. SaKOP integrates member profiling, digital document archiving, data-driven program recommendations, and budget allocation tools for improved transparency. Developed using the descriptive- developmental research method and Agile framework, the system was evaluated through structured feedback from SK officials, IT experts, and local government representatives, showing high user satisfaction in enhancing efficiency, decision- making, and accountability.