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A SECURE AND ROBUST NETWORK INFRASTRUCTURE AT MUÑOZ NATIONAL HIGH SCHOOL (MAIN) – SENIOR HIGH SCHOOL: DESIGN AND IMPLEMENTATION
(2023-08-30) Cagawan, John Michael; Carurucan, June B.; Saveret, Kyle Zyrelle
This paper presented the project on network connectivity in the Academic Building 4 of Muñoz National High School (Main) – Senior High School, under the Division of Science City of Muñoz, Nueva Ecija. Initially, the project primarily aimed to transform the school’s learning environment by implementing cutting-edge Wireless Access Points across the building. This seamless wireless network offered endless opportunities for students and teachers, fostering creativity and deeper comprehension of complex subjects. MNHS (Main) – SHS also recognized the importance of a reliable wired network, ensuring swift data transfer and robust communication capabilities through a carefully orchestrated Local Area Network (LAN) connection. The school aimed to cultivate a unified and interconnected learning ecosystem, fostering collaboration and knowledge exchange among students and educators. Additionally, a file-sharing system was proposed to improve productivity, enhance communication, and save time in transferring data without the use of flash drives. As technology advances, safeguarding users from potential cyber threats becomes a paramount responsibility. To address this, the school committed to cybersecurity by integrating a cutting-edge firewall into its network infrastructure to strengthen defenses against unauthorized access and protect digital resources.
AUTOMATED WATER QUALITY MANAGEMENT AND MONITORING FISHPOND AT ZH AQUAFARM, BRGY STO.TOMAS SAN JOSE CITY , NUEVA ECIJA
(2024-06-03) Benitez, Jhonwarlie M.; Carbonel Jr, Carmelo A.; Gagabi, Jayson L.
Aquaculture, the industry of fish farming, relies heavily on water quality as a critical factor in ensuring productivity and sustainability. With the global demand for fish steadily increasing, effective fish farming practices have become essential to meet this need. As a key component of the world’s food supply, aquaculture operations must prioritize water quality to maintain fish health and maximize yields. Recent advancements in Internet of Things (IoT) technologies have significantly impacted agriculture and are now being explored for their potential in aquaculture, particularly in water quality monitoring and control. At ZH Aquafarm, located in Brgy. Sto. Tomas, San Jose City, Nueva Ecija, the existing water quality monitoring system is based on manual inspection, requiring farmers to physically collect and assess water samples for variables such as pH, dissolved oxygen, water level, and temperature. This manual process is time-consuming, labor-intensive, and prone to human error. In this study, the water quality monitoring system at ZH Aquafarm was automated using IoT technology. The proposed system employs a suite of sensors to continuously measure key water parameters. Data collected from these sensors serves as the basis for automatically introducing fresh, higher-quality water into the pond when needed. Additionally, the integration of these sensors with mobile access allows farmers to remotely monitor water quality and make informed management decisions. This approach supports efficient, accurate, and convenient aquaculture management, demonstrating the value of automation and IoT in modern fish farming operations.
Central Luzon State University (CLSU) OSA Portal – Board of Management for Student Organizations
(2024-05-27) Bilandres, Danica M.; Pallarca, Catherine L.; Sebastian, Jirah C.
The current manual processes for managing student organizations pose challenges such as unclear application and approval requirements, data exposure risks, a lack of awareness about existing student organizations, and the decentralization of important announcements and student organization activities. The developers aimed to design, develop, and implement a web-based system for the CLSU Office of Student Affairs (OSA) Student Organizations Unit (SOU) that encompasses online file submissions, enhanced data security, information on student organizations and membership criteria, and improved announcements and activity dissemination to address the problem. The developers used the Dynamic Systems Development Method (DSDM), which focuses on rapid prototyping and user feedback-driven iteration, beginning with a feasibility study, followed by iterative development of prototypes based on user feedback, and the design and build phase ensuring met operational requirements, leading to system deployment and evaluation to achieve these. The system yielded an overall average evaluation score of 4.6, showing strengths in usability, portability, compatibility, and functional adequacy. However, some procedures still need to be handled physically at the request of the client, such as requests for activity permits and accreditation. Precision, accuracy, and user experience were found to have areas for development, highlighting the necessity for continuous improvements. However, the system was successful in streamlining several SOU procedures and made a substantial contribution to the simplification of SOU procedures by providing safe, centralized access in a virtual setting.
CLSU OSA PORTAL - CAREER DEVELOPMENT AND EMPLOYMENT SERVICES UNIT
(2024-06-19) Abulencia, Kevin Paul D.; Laoang, Kristine Joy C.; Panahon, Dave R.
Expert guidance is crucial for individuals in choosing careers, impacting their social, financial, and emotional well-being. Lack of career guidance hampers students' ability to make informed decisions, leading to high unemployment and underemployment, which can negatively affect well-being and economic progress. To address this, a research project aims to develop a web portal for the Career Development and Employment Services Unit (CDESU) of CLSU to offer comprehensive career guidance, facilitate job postings, and track alumni employment status. Developers utilize the Dynamic System Development Method (DSDM), an agile framework, to ensure timely delivery of high-quality software. The CLSU OSA Portal, a web portal for career development and employment services, has been evaluated by administrators, alumni, students, partner companies, and IT experts. The system, which scored an average of 4.3 out of 5 according to ISO 25010 standards, excels in security, usability, performance efficiency, and compatibility. However, it needs improvement in areas like performance efficiency, functional sustainability, and portability. The portal streamlines job application data, career guidance, and report generation, benefiting alumni, students, and partner companies. The successful deployment reflects collaborative efforts and innovation, enhancing the overall quality of life at CLSU. However, further enhancements are needed to fully benefit CLSU and stakeholders. These include personalizing user experience, integrating a matchmaking system, implementing push notifications for administrators and users, and adding a preview page and draft feature before data submission. Implementing these recommendations would enhance user satisfaction and institutional success.
CLSU Smart Interactive Maps/Digital Location Finding Application
(2024-05-31) Leaño, Adrian Paul D.; Villanueva, Eryckjan D.
Central Luzon State University (CLSU) is commonly known for its vast and extensive vicinity that straddles on a 658-hectare campus in the Science City of Muñoz, Nueva Ecija. This fact raises a significant question, especially for incoming freshmen students: “How do we know where the classroom or facility is located?” This study aims to provide a user-friendly and intuitive way for students, staff, and visitors to navigate the sprawling university campus and locate buildings, facilities, and services. The smart interactive map/location-finding application is expected to enhance the overall campus experience by reducing confusion and improving accessibility. It will also help promote safety and security.
DESIGN AND DEVELOPMENT OF AN IT ASSET MANAGEMENT SYSTEM WITH QR-CODE TAGGING FOR PHINMA-EDUCATION NETWORK
(2024-03-21) DOMINGO, NORLENE KEITH. B.; URBANO, MARK JOSHUA T.; VALMADRID, JAYMIE ALELIE R.
The PHINMA - Education Network is composed of various educational institutions, each with its own set of IT assets. These assets are vital for ensuring that the institution operates with excellence in both delivering quality education to its students, running its processes effectively and a receipt for their budget. The management of several IT resources, including hardware, software, licenses, and other technology-related resources, is under the responsibility of the university's IT services department. Since it consists of a single sheet containing bulk data, this could lead to issues and produce information that is unorganized. The purpose of this proposal is to design and develop an IT asset management system that can effectively replace the existing Google Sheets-based system and help the PHINMA - Education Network in managing, monitoring, producing accurate data analysis reports for its IT assets. Additionally, the system will tag each asset with a QR code to effectively and easily update their hardware and software assets.
DESIGN AND IMPLEMENTATION OF AN EFFICIENT LOCAL AREA NETWORK (LAN) INFRASTRUCTURE FOR SEAMLESS INTERNET CONNECTIVITY IN CAANAWAN NATIONAL HIGH SCHOOL – SENIOR HIGH SCHOOL
(2024-04-26) Alap, Nicole Andrea A.; Roño, Joanna Mae S.; Soria, Vincent P.
This project presents a network design and implementation approach for Caanawan National High School's Senior High School, focusing on addressing the limited range of internet connectivity and enhancing network security. The CNHS- -SHS currently faces challenges in accessing the internet due to only the SHS Main Building having internet access and relying only upon a single modem, leaving other SHS Buildings disconnected. With the use of pfSense Firewall and Active Directory, this project seeks to build and implement a network. For the chosen rooms to have the required access to the internet connection, the project involved establishing floor plans and layouts, setting up and configuring switches, cables, and wireless access points to extend connectivity and enhance signal strength within each building. Additionally, setting up a file server to act as a storage option for data and documents is advised. By implementing this network design and infrastructure, Caanawan National High School Senior High School will overcome the limitations in internet connectivity, enhance network security, and provide an improved learning environment. Students and teachers will have reliable access to online resources, improved communication and collaboration capabilities, and a secure network environment for their digital assets.
Development of CLSU-OSA Web Portal for the Enhance Accessibility of Student Services and Welfare Programs (IS Module for the Information Management and Publication Unit)
(2024-06-06) Casita, Lyka Ann C.; Cunanan, Shane Yvonne F.; Tabon, Anthony D.
The Office of Student Affairs’ reliance on its Facebook page to disseminate information and address student concerns has limitation. The OSA faces obstacles in gathering and identifying student feedback regarding their activities and university facilities. To address this concern, this study proposes the creation of a Web-Based management portal to help, to improve, and to give Office of Student Affairs its own system. The main objective of the study is to design, develop, and implement a web portal that will help in delivering various services to the Office of Student Affairs at Central Luzon State University. The project was successfully developed following the Dynamic Systems Development Methodology. The evaluation shows user satisfaction with usability, with both IT experts and fourth-year students providing consistently good ratings. While reliability was largely rated positively, some neutral feedback from first and third-year students suggests space for improvement. However, the system's portability was consistently high across all academic levels. The results demonstrate the system's effectiveness in usability and portability, with possible areas for improvement in reliability. In conclusion, the development of this project has greatly contributed to the enhancement of Office of Student Affairs services, marking a significant step forward in the university’s commitment to providing high-quality services to its students.
easePermit: A WEB-BASED MONITORING SYSTEM FOR GAPAN CITY BRANCH FIRE STATION FOR PERMIT APPLICATIONS
(2024-06-03) Gallardo, Shiela Mae B.; Nicolas, Mikaela Tricia C.; Olarte, Kennedy C.
The Bureau of Fire Protection encounters difficulties in adequately monitoring fire protection permit applications, impeding their efficient operation. These challenges stem from specific issues, including the absence of proper storage for permit applications, inspectors lacking an efficient process to update inspection statuses, and clients remaining uninformed about the status of their permit applications. As a result, the Bureau's ability to oversee permit applications is compromised, leading to delays in permit issuance and potentially risking compliance with fire safety regulations and the safety of premises. In order to overcome those challenges, this study aimed to design, develop, and implement a web-based monitoring system that enabled online submission and monitoring of permit applications, timely notifications, and updates for clients. The project utilized Software Development Life Cycle (SDLC) methodology which enabled a comprehensive and organized process, leading to a more reliable system. By breaking down the methodology into distinct phases such as requirements, design, development, testing, implementation and evaluation, and support and maintenance, SDLC enabled developers to approach each stage systematically. Overall, the users are satisfied with easePermit. The system achieved an average rating of 4.97 out of 5.00 from end-users, while IT experts rated it an average of 4.78 out of 5.00, both indicating the level of acceptance. Its implementation has streamlined administrative tasks associated with managing, monitoring, and accessing client records and documents. Additionally, it has streamlined fire protection permit applications for Gapan City residents, enhancing efficiency, communication, and processes between the BFP and its clients.
ENHANCING CLSU UNIVERSITY LIBRARY INSTITUTIONAL REPOSITORY USING DSPACE 7
(2024-06-03) Berza, Bryan E.; Palada, Rachelle Ann M.
The CLSU University Library Institutional Repository served as a digital repository that aimed to preserve and distribute academic works and research outputs created by the CLSU academic community. However, the existing version of the repository, known as DSpace 6, faced various challenges and limitations that hindered its effectiveness. To address these issues, the developer team proposed enhancing the repository to DSpace 7, a widely used open-source repository technology in academic and research institutions. This chapter outlined the goals of the enhancement project, which included successfully installing DSpace 7, migrating data from the existing repository, expanding the content available in the repository, improving the user interface, and implementing better long-term preservation strategies. The chapter also provided details on the methodology employed to implement these proposed enhancements, following the System Development Life Cycle (SDLC) approach, which includes planning, analysis, design, development, testing, and maintenance stages. Feasibility studies, technical and operational analyses, and economic assessments were conducted to ensure the viability and cost-effectiveness of the project. The results of this study were expected to contribute to the improvement of the CLSU University Library Institutional Repository by providing a more efficient platform for preserving, accessing, and sharing scholarly and research outputs. By upgrading to DSpace 7, the institutional repository aimed to overcome current challenges, enhance the user experience, and ensure the long-term availability and accessibility of its content.
ENHANCING GOAT MILKING RECORD MANAGEMENT THROUGH METRICS GENERATION AND VISUAL ANALYTICS
(2024-05-30) Dela Cruz, Ivan D.; Hernandez, Robert Austin B.; Sta. Ana, Harvey A.
Milking records are essential in livestock management as they provide critical data on animal health, productivity, and overall farm profitability. This study developed an Enhanced Milking Record System designed to streamline data collection and analysis for improved farm operations. Integrated into an existing RFID-based infrastructure, the system uses RFID tags to identify individual goats and incorporates a web-based application for efficient data entry, record management, and interactive visualizations. Core features include yield summaries categorized by daily, monthly, and yearly outputs; AM/PM milking comparisons; unit conversions; and lactation tracking. The system’s enhancements address previous limitations by eliminating manual computation, expanding data visualization capabilities, and enabling real-time analysis. System testing and five client validation meetings with the Small Ruminant Center (SRC) confirmed that the solution aligned well with operational needs and workflows. As a result, the Enhanced Milking Record System significantly improved record-keeping accuracy, reduced human error, and transformed raw data into actionable insights. These improvements empower SRC staff to monitor production trends, detect anomalies, and make informed, data-driven decisions to enhance livestock productivity.
EQUIPMENT MAINTENANCE RECORD MONITORING SYSTEM FOR CENTRAL LUZON STATE UNIVERSITY
(2024-01-16) Balite, Haicel Y.; Noveda, Angelica D.
Every business and organization needs equipment in order to run effectively. However, maintaining this equipment sometimes gets delayed or forgotten. This study proposes to design and develop an Equipment Maintenance Record Monitoring System for Central Luzon State University. This system will allow the employees to set the maintenance schedule for each piece of equipment, remind them of the upcoming schedule, and generate maintenance records for the equipment. The system will be able to scan the QR codes attached to each piece of equipment to view its basic information, current condition, and next maintenance schedule. The system will also provide an inventory of the equipment and other tools. In addition, the system will also provide a ticketing and request feature to allow other offices to request maintenance from the Equipment Repair and Maintenance Services (ERMS). An audit trail will also be included to monitor the actions performed by the users. This system will help to ensure that the equipment inside the university is working and in good condition.
EVAPOTRANSPIRATION-BASED SMART IRRIGATION SYSTEM
(2024-05-31) Ballesteros, John Aeron M.; Balala, Danna Mae A.; Membrado, Valerie Joy R.
In the context of increasing agricultural demands and climate variability, efficient irrigation systems are essential for sustainable crop production. This study aims to design and develop an evapotranspiration-based irrigation scheduler for smart irrigation systems. By integrating sensors and advanced technologies, the system enhances water-use efficiency and optimizes irrigation practices. The project includes the development of a cloud-based monitoring platform, offline data logging capabilities, and the deployment of a mini weather station to estimate evapotranspiration rates. This integrated approach shows significant promise for improving agricultural productivity and sustainable water resource management. Performance analysis indicates considerable water savings and improved crop yields, demonstrating the practical viability and scalability of the system for large-scale agricultural applications.
“FIREPoint: Empowering Science City of Muñoz Bureau of Fire Protection Management and Emergency Response (A Web Application Management System and Android Mobile Application Integration)”
(2024-06-03) Gonzaga, Glenn Cedrick L.; Jimenez, John Mark A.; Jimenez, Mark Daniel A.
The FirePoint project was an integrated emergency response system designed to enhance the efficiency of the Bureau of Fire Protection (BFP) in Science City of Muñoz. The study aimed to address the critical need for timely and accurate information during fire incidents, which was vital for saving lives and minimizing damage. Currently, there's a lack of precise location information when fires are reported, limited communication channels for inquiries, and disorganized data management. Additionally, not knowing the locations of fire hydrants and water sources causes delays and inefficiencies in firefighting efforts. The project encompassed both a web application for management and an Android mobile application for use by citizens and rescuers. Utilizing Google API for navigation and Google Maps for location tracking, the system allowed users to report emergencies, track response times, and optimize rescue routes. The study followed a structured methodology that included system design, development, testing, and evaluation. The system's capabilities included incident reporting, email notifications, emergency contacts, and data analysis to generate comprehensive reports. Results from the testing phase indicated that both the web and mobile applications functioned effectively, with high user satisfaction ratings in terms of functionality, usability, efficiency, reliability, security, and portability. The system demonstrated significant improvements in response times and coordination during emergencies. Recommendations for future development included creating an offline version of the application to ensure accessibility without internet connectivity, integrating ID verification during the signup process to enhance security, and developing an iOS version to extend the system's reach to a broader user base.
FLUIGUARD: SUSTAINABLE HYBRID CONTROL OF WATER AERATION SYSTEM FOR AQUAPONICS WITH REAL-TIME TILAPIA BEHAVIOR MONITORING
(2024-05-30) Baniqued, Jay-ar O.; Lina, Joshua C.; Taguinod, Renz Jay L.
The Philippines is known as a nation that excels in the sectors of agriculture and aquaculture. As time goes by, the country is gradually experiencing an increase in population growth, water scarcity, and even drastic land conversion. These are threats to the farmers, as it means that they need to produce more food for the people and utilize water and land resources to avoid any further shortage. There should be an alternative farming method to sustain food production and address the fast depletion of land and available water resources. With this, the idea of implementing aquaponics came up. However, 'smart’ technologies such as the Internet of Things (IoT) are not fully utilized in aquaponics. In this study, the aquaponics is composed of fish, and a particular crop. During this development, the lack of IoT utilization will be addressed since there will be an implementation of various sensors for monitoring systems, object detection, and automation. The different sensors are for monitoring the different water quality parameters; the object detection is for observing irregularities in the behavior of fish, such as gasping for air; and the automation is for the water aerator to automatically work once the camera detects that there is an alarming number of fish that are gasping for air, indicating that there is a lack of oxygen. There will also be a warning notification through push notification for this instance. This study proposes to have a hybrid control in the system for the user to freely control the water aerator, disregarding the data from the camera. The mobile-based application of this system will be created through Flutter, which will receive all the data from the sensors and display it to the user for monitoring purposes. The application will also generate graphs for visualization with all the gathered data.
GROWGREEN: AN ANDROID-BASED APPLICATION FOR SMART SOLAR POWERED IRRIGATION SYSTEM
(2024-03-22) Buenaventura, Jasper M.; Espelimbergo, Joan M.; Yanguas, Arvin Ian C.
The escalating global population and shifting weather patterns have heightened the demand for sustainable agriculture. In response, solar-powered irrigation systems have emerged as a promising solution to optimize crop yields and water usage. However, existing systems face challenges in data monitoring, control capabilities, and historical trend analysis. This research proposes an Android application seamlessly integrated with a Solar-Powered Smart Irrigation System to address these limitations. The Android app empowers farmers with remote monitoring and control, real-time water level updates, and data-driven decision-making. Utilizing the Rapid Application Development (RAD) framework, the study proceeds through the phases of Requirements Planning, User Design, Rapid Construction, and Cutover. The User Design phase employs Figma and diagrams for prototyping, testing, and refining the interface to ensure a user-centric design. The Rapid Construction phase translates prototypes into a rigorously tested functional model, while the Cutover phase evaluates the application against the ISO 25010 standard to ensure deployment readiness. Implementation results highlight successes in water level data storage, forecasting, and real-time alert delivery, all contributing to an enhanced user experience. The integration of the Android application with the Solar-Powered Smart Irrigation System marks a significant advancement in irrigation management, achieving project objectives and improving system usability. Notable discrepancies between farmer-reported irrigation activity and app data suggest a sensitivity to environmental conditions. Evaluation results underscore the need for improved precision, accuracy, and user experience, reinforcing the importance of continuous system refinement. The GrowGreen application represents a step forward in informed decision-making and adaptability to the evolving needs of farmers in modern agriculture.
IoT-Based Automated Fish Feeder and Caller for CLSU College of Fisheries using Arduino and Blynk Application
(2024-06-03) Corpus, John Dyniel T.; Ramos, Vincent A.; Riman, Karlo Keith B.
Fishes necessitate careful attention concerning their food intake, feeding schedules, and environmental conditions, such as temperature fluctuations. To address these challenges and enhance fish care in the fish ponds of the CLSU College of Fisheries, this study proposes the development of an automated fish feeder and caller system. The main objective is to introduce automation into the process to reduce reliance on human efforts. This capstone project directly contributes to Sustainable Development Goal (SDG) 14 by aiming to enhance the sustainable management and conservation of aquatic resources, specifically within aquaculture. Through the creation of an automated fish feeder and caller system, the project seeks to implement innovative technologies that optimize feeding accuracy, reduce resource wastage, and mitigate environmental impact. By improving the efficiency and effectiveness of fish farming practices, the project supports responsible resource management, economic viability, and ecological balance in aquatic ecosystems. This initiative aligns with the global pursuit of SDG 14, which ensures the long-term sustainability and health of life below water. The proposed system encompasses a feeding and calling mechanism that can be conveniently programmed and remotely controlled via a mobile application, leveraging Internet of Things (IoT) technology. By harnessing this IoT-based automation, the fish feeder and caller can be tailored to adhere to precise feeding schedules or activated on demand. The system ensures that the fish congregate at the designated feeding area through a calling mechanism employing automatic bell ringing, which guarantees timely and adequate nourishment.
IOT-BASED TILAPIA FINGERLINGS AUTOMATED COUNTING TOOL FOR CLSU FRESHWATER AQUACULTURE CENTER
(2024-05-31) Basinga, Kenneth T.; Maglaque, Elghene James O.; Ravela, Renz Aerol B.
This study presents the development of a IoT-Based tool for counting tilapia fingerlings, designed to enhance accuracy and efficiency in aquaculture operations. The tool integrates laser-based technology and Arduino microcontroller to provide connection between sensors that leads to real-time counting. The system was tested across various batch sizes demonstrating its capability to accurately count fingerlings with minimal stress and handling time. Preliminary results indicate the tool's potential to significantly improve operational efficiency and accuracy in fingerling counting, contributing to better and enhanced productivity in the aquaculture industry.
Local Web-Based Recording and Monitoring System for DSWD AICS Program in Science City of Muñoz
(2024-06-03) Bagsic, Raven Kayle B.; Oliveros, Atom Carlos A.
Managing beneficiary data efficiently is a widespread challenge for organizations across different sectors, especially those involved in social services and assistance programs. The complexity arises as these organizations face difficulties in recording and monitoring processes. The Local Web-Based Recording and Monitoring System for the DSWD AICS Program represents a comprehensive solution to enhance beneficiary data management. It was developed systematically using the Software Development Life Cycle (SDLC) methodology, and this project addresses longstanding challenges inherent in manual data recording and monitoring processes. At its core, the system aims to streamline data entry, improve data accuracy, and enhance accessibility to beneficiary information. Through meticulous planning, analysis, design, development, testing, and maintenance phases, the project ensures alignment with the program's objectives and end-users' needs. The results of the implementation phase underscore the system's success, as it enables real-time tracking of beneficiary information and offers refined mechanisms for data management. In conclusion, the Local Web-Based Recording and Monitoring System signifies a pivotal advancement in beneficiary data management, poised to revolutionize the efficiency and effectiveness of the DSWD AICS Program. Continuous monitoring and refinement will be imperative to ensure the system remains aligned with program objectives and evolves in response to changing needs and technological advancements.
MOBILE APPLICATION FOR CLASSIFICATION AND DATA COLLECTION OF CORN DISEASE USING IMAGE PROCESSING
(2024-06-11) Manahan, Jhosep B.; Perlaoan, Jelmark M.; Torne, Danna Vieyl Joy, C.
Corn (Zea mays), a significant cereal crop, is vital for livestock feed, human consumption, biofuel, and industry. However, it is vulnerable to diseases caused by bacteria, fungi, viruses, nematodes, and environmental conditions, leading to yield losses of up to 100%. In the Science City of Muñoz, traditional methods for diagnosing corn diseases are labor-intensive and error-prone. To address this, research aims to develop an Android application that uses image processing and a deep convolutional neural network (CNN) classifier to identify diseases like Gray Leaf Spot, Common Rust, and Corn Leaf Blight. The app will enable users to capture images of corn leaves for diagnosis and contribute data to a central database, facilitating proactive disease management. It incorporates GIS technology for offline functionality, supporting farmers with limited internet access and enhancing crop health and productivity

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