About 22 results for “Machine Learning”

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PDF STRAYFREE: ONLINE PLATFORM FOR STRAY DOG REPORTING WITH CNN-BASED AI MATCHING PICTURE

by Jherico Lundag; Jay Nior B. Cartagenas; Jemuel A. Liwanag • 2025

Stray dogs pose a significant challenge in many communities, increasing risks to public safety and health. Traditional stray dog management methods, such as manual reporting and identification, are inefficient and slow, leading to delays in response and increasing incidents related to stray dogs. This study introduces StrayFree: Online Platform for Reporting Stray Dogs with CNN-Based AI Matching Picture, a web and mobile-based system designed to streamline stray dog reporting and identification. The platform integrates features such as dog registration, AI- powered image matching for dog identification, real-time stray dog reporting, and centralized data management to enhance efficiency. A descriptive-developmental methodology was employed using an Agile approach, involving iterative development, testing, and deployment. Technologies such as Python, TensorFlow, MySQL, and React Native were utilized to ensure scalability and usability. The evaluation involved Tuy residents, barangay officials, and Municipal Agriculture Office representatives, measuring system usability and satisfaction through the System Usability Scale (SUS). Results indicate a good usability rating (73.10 SUS score) and high satisfaction levels, particularly in dog registration (4.47), AI dog identification (4.32), and stray dog reporting (4.50). The CNN model achieved 86.65% accuracy for dog identification and 64.62% for breed classification. Findings suggest that StrayFree significantly improves stray dog management, enhances public safety, and promotes responsible pet ownership. Future recommendations include expanding the system’s coverage, improving AI accuracy, and integrating real-time tracking for better monitoring.

PDF UNIQUE: A UNIVERSITY QUERY CHATBOT SYSTEM FOR CLIENT ASSISTANCE AT BATANGAS STATE UNIVERSITY ARASOF-NASUGBU

by Mr. Randy Dasal Feliciano • 2024

The UniQue: A University Query Chatbot System was developed to address the inefficiencies in handling client inquiries at Batangas State University ARASOF- Nasugbu. Traditional methods, like phone calls, emails, and in-person visits, often caused delays, inaccurate information, and inconsistent responses, making it hard for clients to receive timely assistance. The chatbot utilized natural language processing and machine learning to provide fast, accurate, and consistent answers. It was developed using Agile methodology, allowing continuous improvement through regular feedback from stakeholders. The system was designed to make inquiry handling more efficient, reduce response times, and ensure consistent information, especially for admissions and enrollment. Surveys and interviews identified challenges in which clients experience when inquiring, which the chatbot effectively addressed. Users found the system easy to use, well-designed, scalable, and able to understand and respond to a variety of queries accurately. By solving issues like delays and inconsistent responses, the chatbot proved to be a reliable tool for providing efficient and accessible support. These results show the chatbot’s potential to improve client satisfaction and provide a more effective client assistance within the university.

PDF SOLARMOTOR E-UNIT: LEVERAGING IOT FOR SUSTAINABLE ENERGY SOLUTIONS

by Rhon Mar Flores Rivera; John Khian Gamez Aliling; Marck Jhon Cabadin Lainez • 2025

The Solar Motor E-Unit is an energy-harvesting system that utilizes a DC motor and solar panel to convert mechanical, and solar energy into electrical power efficiently. Designed to assess energy generation across different speeds and conditions, the system records key performance metrics using speed sensors, power meters, and GPS modules. To ensure continuous development and improvement, the Agile methodology was employed. This methodology allowed iterative enhancements based on real-time data analysis and experimental results. This approach enabled rapid prototyping, adaptive testing, and incremental system optimization, ensuring that the Solar Motor E-Unit evolved to maximize energy efficiency under varying environmental conditions. Experimental tests at varying speeds demonstrated that higher initial power and increased velocity enhance energy conversion efficiency. The findings highlighted the potential of DC motor- based energy harvesting as a sustainable alternative for renewable power generation. The study contributed to advancements in off-grid power solutions and sustainable energy applications by providing valuable insights into optimizing solar energy collection.

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 NEIGHBOREASE: SUBDIVISION MANAGEMENT SYSTEM FOR LANDING TOWNHOMES

by Philip Emmanuel Hadlocon Bucal; John Vincent Sacdalan Delima; Jairus Dulay Junio • 2025

NeighborEase: Subdivision Management System for Landing Townhomes was developed to address the inefficiencies of traditional, non-digitized subdivision management. Manual processes in security and guest tracking create vulnerabilities, as outsiders and guests are not properly monitored, raising concerns among homeowners. Additionally, ineffective communication between residents and Roxaco office personnel leads to delayed monthly payments, slowing subdivision improvements. Using Agile methodology, NeighborEase was iteratively refined based on stakeholder feedback. The system integrated network technology, QR- based verification, and web and mobile applications to streamline security, guest management, and communication between homeowners, guests, and Roxaco staff. Evaluation through purposive sampling gathered user feedback on system acceptability and satisfaction. Findings confirmed that manual processes struggled with security, homeowner management, and announcement distribution. Respondents reported high acceptance of the system’s functionality, reliability, and security, along with strong satisfaction across its features. NeighborEase successfully modernized Landing Townhomes’ operations, improving security, communication, and overall subdivision management. Its scalable model can benefit similar residential communities seeking more efficient processes.

PDF CLEANCONNECT: A CARWASH BOOKING SYSTEM

by Lourent Fernan Lagrisola Laguardia • 2025

The vehicle's ownership has been increasing over the past few years. It is crucial to maintain the cleanliness of the vehicle for both aesthetic and practical reasons. Vehicle owners are availing car wash services for convenience, maintenance, and professional care. However, there are certain problems encountered during busy hours. Customers must queue up for a long period till their turn. In addition, most of the customers are having a hard time choosing and locating a trusted car wash. station. While most car wash businesses still use manual methods in the process, from recording customer data to car wash cleaning reservation. Therefore, a study was conducted using the system development method, namely Agile in order for them to perform any iterations they could until they reached the set requirements. Furthermore, essential data were collected, and the features of the developed system was evaluated. The results of the study evidently show a positive outcome, and the expectations for the developed application were met. The findings of this study discover the topmost common problem encountered by car wash manager/station and car wash customer is queuing of vehicle or long waiting time. The level of acceptance of car wash station/manager and car wash customer in terms of functional suitability, usability, and reliability were rated as highly acceptable. In addition, for the level of satisfaction of car wash station/manager in terms of receiving booking information, updating car wash prices and services and generating reports were rated as highly satisfied with 4.44 mean rate. While the level of satisfaction of the car was customer in terms of locating car wash station, viewing car wash services and prices; and providing rate or feedback were rated as highly satisfied with a 4.39 mean rate. In addition, the study also recommends the usage of the developed system for ease and convenience in making a car wash reservation.

PDF SEABRIDGE: A WEB-BASED TOURIST BOAT RENTAL MANAGEMENT SYSTEM WITH MOBILE APPLICATION FOR SEAMLESS CUSTOMER EXPERIENCE

by Vincent Rafael Gatinao Baltazar; John Louie Villacrusis Seguente; Lester Respicio Mendoza • 2025

The SeaBridge: A Web-based Tourist Boat Rental Management System with Mobile Application for Seamless Customer Experience was developed to address the disorganized way of renting at Wawa Pier, Brgy. Wawa Nasugbu Batangas. The traditional method where tourists find a boatman with an available boat or a reasonable price often caused delays, even misunderstandings of information occur. The system was developed using Agile Methodology, allowing continuous development through regular feedback from stakeholders. The system was designed to make reservation handling more efficient, reduce time by reserving online, and to ensure consistent information, especially for boat availability. Surveys and interviews identified challenges in which tourist experience when inquiring, which the system effectively addressed. Users found the system easy to use, properly works, consistent, safe and is reliable. By solving issues like delays, and unorganized renting processes, the system proved to be a reliable tool for providing efficient and accessible support. These results show the system’s potential to improve client satisfaction and provide more effective assistance within the tourism and marine industry.

PDF INTERN-NET 2.0: ENHANCED STUDENT INTERNSHIP MANAGEMENT SYSTEM

by Allen Jamison Baral Mendoza; Von Mathew Balboa San Luis • 2025

Internships are pivotal in bridging academic learning with practical application, fostering professional development among students. At Batangas State University ARASOF – Nasugbu, the traditional manual processes of internship management posed challenges, including cumbersome paperwork and ineffective communication between stakeholders. The development of Intern-Net 2.0 aimed to modernize and optimize these procedures through a web-based platform integrating features such as job postings, Daily Time Record (DTR) management, and real-time communication. The study employed a descriptive-developmental methodology, following an Agile approach to design, develop, and evaluate the system. Key phases included requirement gathering, iterative development, rigorous testing, and deployment. The use of tools like PHP, MySQL, and XAMPP facilitated the creation of a dynamic and user-friendly platform. Surveys and interviews were conducted to assess the system's usability and acceptance among interns, coordinators, and company representatives. Evaluation results revealed high levels of user acceptance, with features such as ease of use (4.68), security (4.70), and communication facilities (4.80) rated as highly acceptable. The system significantly improved efficiency in tracking attendance, managing applications, and generating performance reports. Conclusions highlight that Intern-Net 2.0 effectively addresses the challenges of manual processes, providing a scalable solution to enhance internship management. Recommendations include further integration of analytics, mobile application support, and scalability for broader adoption across universities.

PDF TECHTRACK: QR-INTEGRATED TICKETING SYSTEM FOR BATSTATEU ARASOF-NASUGBU CAMPUS ICT EQUIPMENT

by Mr. Cherry Mae Jamero Castro • 2024

The TechTrack: QR-Integrated Ticketing System was developed to address inefficiencies in managing ICT equipment issues at Batangas State University ARASOF- Nasugbu. Manual processes for reporting and resolving ICT problems caused delays, errors, and ineffective record-keeping, impacting operational efficiency and user satisfaction. The system integrated QR code technology and automation to streamline reporting, enhance transparency, and provide real-time updates. Developed using the Agile Methodology, the process included iterative refinement and stakeholder feedback to ensure functionality and usability. Evaluation involved purposive and expert sampling to assess user satisfaction and system reliability. Findings revealed significant improvements in efficiency, with QR scanning enabling fast and accurate equipment identification, reducing delays and minimizing errors. Automated features optimized task allocation and ISO report generation, allowing ICT personnel to focus on critical tasks. The system’s real-time notifications and user-friendly interface improved transparency and streamlined workflows, leading to high satisfaction among faculty, staff, and ICT staff. IT experts expressed strong acceptance of the system’s scalability and security, validating its reliability for institutional use. The TechTrack system effectively modernized ICT issue management, addressing operational challenges and improving service quality and user experience. Its adaptability provides a scalable model for similar institutions seeking efficient ICT management solutions.

PDF GuideCo: Development of Guidance and

by Counseling Information; John Paulmar Lontoc Manjac; Ferdinand Paulo Felices Sacdalan; Juspher Balagtas Pedraza • 2025

This study focused on the development of GUIDECO: Guidance and Counseling Information Management System for Nasugbu East Senior High School. The goal was to enhance the efficiency of guidance and counseling services by addressing issues in manual data management, inefficient scheduling, and limited student support tools. A descriptive developmental research design was used, alongside the Agile methodology for system development. Data were collected from 69 respondents, including the principal, guidance counselor, teachers, security guards, students, and IT experts, through surveys and system evaluations. Key findings showed that GUIDECO streamlined processes, improved data accuracy, and enhanced user experiences. Users reported high levels of acceptance and satisfaction with the system's features, ease of use, functionality, usability, and reliability. The study concluded that GUIDECO effectively improved the management of guidance and counseling services, supported better student engagement, and boosted overall operational efficiency within the school.