Author Login IJIRT Partner Network (IPN) Login

Automatic Time Table Generator: Revolutionizing Scheduling Efficiency

  • Unique Paper ID: 176322
  • Volume: 11
  • Issue: 11
  • PageNo: 6910-6920
  • Abstract:
  • That traditional manual methods prove to be time-consuming, error-prone, and unable to deal with complex constraints makes efficient scheduling an essential need in the times of academic institutions and organizational setups. ATTGs are a transformative solution that automate scheduling processes, optimum resource allocation for better stakeholder satisfaction. This paper synthesizes insights from the existing methodologies to propose a novel Hybrid Constraint-Satisfaction Algorithm, based on rule-based systems, heuristic optimization techniques, and AI-driven models. By leveraging heuristic methods, genetic algorithms, and reinforcement learning, HCSA achieves high conflict resolution (98%) and scalability (90%), with average timetable generation time being 5 seconds. The proposed system shall provide scalability for large datasets, adaptability to real-time changes, and incorporation of stakeholder feedback for iterative improvements. The paper also discusses some aspects of ethical considerations, such as data privacy in cloud-based implementations and mitigation of biases in scheduling through AI. Experiments using synthetical datasets demonstrated that the solution is indeed viable as satisfaction rates of students, faculties, and administrators were scored 90%, 88%, and 92% respectively. This research now opens possibilities for ATTGs to change the way scheduling is done with embracing new technologies, good ethics, and usability-led design. More ahead, it encompasses federated learning towards Scheduling with collaboration, multi-objective optimization, and increased transparency of AI models for wide acceptance in multiple domains.
Download article email to a friend

Cite This Article

  • ISSN: 2349-6002
  • Volume: 11
  • Issue: 11
  • PageNo: 6910-6920

Automatic Time Table Generator: Revolutionizing Scheduling Efficiency

Related Articles

Impact Factor
8.01 (Year 2024)
UGC Approved
Journal no 47859

Join Our IPN

IJIRT Partner Network

Submit your research paper and those of your network (friends, colleagues, or peers) through your IPN account, and receive 800 INR for each paper that gets published.

Join Now

Latest Publication

Archive

View More

Recent Conferences

NCSEM 2024

National Conference on Sustainable Engineering and Management - 2024 Last Date: 15th March 2024

Submit inquiry