Electives (Course List, Caps, Eligibility)

Curriculum (Program Rules, Prerequisites)

Faculty (Availability, Expertise, Max Load)

Rooms (Capacity, Equipment, Labs)

Internships (Slots, Schedules)

Raw Data (JSON/Database)

Students

Timetables

Version Control

Constraints

Courses

Faculty

Rooms

PREPROCESSING Validate Inputs Expand Constraints Detect Conflicts

OPTIMIZATION CORE Hard Constraints Constraint Solver (ILP/CP-SAT/Heuristic) Objective Soft Constraints

ML LAYER Anomaly Detection Predict Elective Demand Feedback Loop

APIS & SERVICES REST API / GraphQL Export (PDF, Excel, JSON, ICS)

FACULTY Submit Availability View Personal Timetable Swap Requests Load Summary

ADMINS Upload Data Run Solver / Lock Timetable Export Tools Manual Override Editor

STUDENTS View Personal Schedule Elective Selection & Waitlist Export/Download PDF/ICS

OUTPUTS Excel/CSV Optimized Timetable PDF (Master/Personal) ICS Calendar JSON (LMS/ERP)

Raw Data (JSON/Database)

OUTPUTS Excel/CSV Optimized Timetable PDF (Master/Personal) ICS Calendar JSON (LMS/ERP)