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2025, Vol: 2, Issue: 3
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Original Article
Online Published: 16 Apr 2025
 


Web-Based Scheduling System using Genetic Algorithm with Facial Recognition

Anjonel G. Carawana, Jose Costillas Agoylo Jr., Clark Ryan P. Delos Reyes, Kenith M. Manligas, Dexter Lee Oraño.


Abstract
Aim/Background

This study aims to develop a web-based scheduling system that integrates a genetic algorithm for timetable optimization and facial recognition for secure authentication. The project addresses the inefficiencies and security limitations of traditional manual scheduling in educational institutions.

Methods
The system was designed and implemented using Agile Software Development methodology, enabling iterative feedback and improvements. Genetic algorithms were applied to automatically generate conflict-free schedules based on user-defined constraints such as teacher availability and classroom capacity. Facial recognition, powered by OpenCV and TensorFlow, was integrated to ensure biometric-based secure login access for users. User experience and system performance were evaluated using functionality, accuracy, usability, reliability, and security metrics.

Results

The system achieved a significant reduction in manual scheduling time (by 80%) and consistently generated conflict-free timetables. User evaluation yielded high scores across all performance categories, with usability and security rated highest (Mean = 4.00). Facial recognition accuracy during system testing reached 97.5%.

Conclusion

The integration of genetic algorithms and facial recognition in a web-based scheduling system demonstrated improvements in efficiency, accuracy, and data security. Future enhancements may include improving facial recognition in low-light conditions and expanding system compatibility for mobile devices.

Key words: Web-Based Scheduling System, Agile Software Development, Genetic Algorithm, Facial Recognition.


 
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How to Cite this Article
Pubmed Style

Carawana AG, Jr. JCA, Reyes CRPD, Manligas KM, Oraño DL. Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. J Comp Sci Informatics. 2025; 2(3): 182-190. doi:10.5455/JCSI.20250310020131

Web Style

Carawana AG, Jr. JCA, Reyes CRPD, Manligas KM, Oraño DL. Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. https://www.wisdomgale.com/jcsi/?mno=246694 [Access: May 06, 2025]. doi:10.5455/JCSI.20250310020131

AMA (American Medical Association) Style

Carawana AG, Jr. JCA, Reyes CRPD, Manligas KM, Oraño DL. Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. J Comp Sci Informatics. 2025; 2(3): 182-190. doi:10.5455/JCSI.20250310020131


Vancouver/ICMJE Style

Carawana AG, Jr. JCA, Reyes CRPD, Manligas KM, Oraño DL. Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. J Comp Sci Informatics. (2025), [cited May 06, 2025]; 2(3): 182-190. doi:10.5455/JCSI.20250310020131


Harvard Style

Carawana, A. G., Jr., . J. C. A., Reyes, . C. R. P. D., Manligas, . K. M. & Oraño, . D. L. (2025) Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. J Comp Sci Informatics, 2 (3), 182-190. doi:10.5455/JCSI.20250310020131


Turabian Style

Carawana, Anjonel G., Jose Costillas Agoylo Jr., Clark Ryan P. Delos Reyes, Kenith M. Manligas, and Dexter Lee Oraño. 2025. Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. Journal of Computer Sciences and Informatics, 2 (3), 182-190. doi:10.5455/JCSI.20250310020131


Chicago Style

Carawana, Anjonel G., Jose Costillas Agoylo Jr., Clark Ryan P. Delos Reyes, Kenith M. Manligas, and Dexter Lee Oraño. "Web-Based Scheduling System using Genetic Algorithm with Facial Recognition." Journal of Computer Sciences and Informatics 2 (2025), 182-190. doi:10.5455/JCSI.20250310020131


MLA (The Modern Language Association) Style

Carawana, Anjonel G., Jose Costillas Agoylo Jr., Clark Ryan P. Delos Reyes, Kenith M. Manligas, and Dexter Lee Oraño. "Web-Based Scheduling System using Genetic Algorithm with Facial Recognition." Journal of Computer Sciences and Informatics 2.3 (2025), 182-190. Print. doi:10.5455/JCSI.20250310020131


APA (American Psychological Association) Style

Carawana, A. G., Jr., . J. C. A., Reyes, . C. R. P. D., Manligas, . K. M. & Oraño, . D. L. (2025) Web-Based Scheduling System using Genetic Algorithm with Facial Recognition. Journal of Computer Sciences and Informatics, 2 (3), 182-190. doi:10.5455/JCSI.20250310020131


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