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作者机构:Natl Univ Sci & Technol POLITEHN Bucharest Fac Automat Control & Comp Bucharest 060042 Romania Luxoft Romania Bucharest 020335 Romania
出 版 物:《APPLIED SCIENCES-BASEL》 (Appl. Sci.)
年 卷 期:2024年第14卷第20期
页 面:9554页
核心收录:
主 题:automatic timetable generation faculty scheduling metaheuristics algorithms resource utilization scheduling conflicts scalability Timefold
摘 要:To maximize resource usage, minimize disputes, and improve academic experience, professors must schedule teaching activities efficiently. This study provides an optimized automated schedule creation technique. The system generates schedules that aim to be conflict-free and efficient, utilizing evolutionary algorithms along with multi-objective optimization. Resource usage, scheduling problems, and faculty/student satisfaction are the goals of the research. The system optimizes scheduling based on room limitations, instructor availability, and student preferences. The project uses system design, model creation, algorithm implementation, and performance analysis to solve the difficult timetable-generating problem. This research should save administrators time, improve academic operations, and improve staff and student academic experiences. Scalability and flexibility allow the system to be used in multiple faculties and incorporate new limits and requirements. This paper presents a complete approach to faculty scheduling, including insights and recommendations for future study and application in educational institutions.