project-proposal-2025

UQNavigator: Intelligent Campus & City Coordination System

Abstract

Bridging UQ’s Academic Pulse with Brisbane’s Urban Rhythm
UQNavigator is a context-aware recommendation platform that harmonizes university life with city mobility. By synthesizing UQ’s academic schedules, campus facility status, and Brisbane’s transit dynamics, it delivers hyper-localized guidance for students and staff across St Lucia and Brisbane CBD.

Core Innovations

Author

Name: Yazhi Li

Student number: 48246574

Functionality

Campus-City Scenarios

1. ​Academic Mobility

2. ​Campus Life Optimization

3. ​City-University Linkages

Technical Architecture

| ​Layer | ​Technologies | ​Local Data Sources |
|———————|———————————|——————————————|
| Scheduling Engine | Temporal.io | UQ Academic Calendar API |
| Spatial Analysis | PostGIS + QGIS | BCC Zoning Maps |
| Transit Model | GTFS-RT | TransLink Real-time Feed |
| Recommendation API | GraphQL + Apollo Server | UQ Space Utilization Reports |

Project Architecture Diagram_1 Training Hidden Semantic Models (LFM) with the ALS Algorithm Calculate the user recommendation matrix Calculate the product similarity matrix

Scope

Core Features

Exclusions

Quality Attributes

Temporal Accuracy

Spatial Precision

Data Integrity

Evaluation

Campus Validation

  1. Lecture Transition Test
    • Simulate 8:00am Advanced Computing lectures
    • Metric: 90% accuracy in CityCat arrival predictions
  2. Study Space Audit
    • Compare recommended vs actual seats in Duhig Tower
    • Success: 80% availability match during peak hours

City Integration