KTDI Wi-Fi Optimization Project

Greedy Graph Coloring with Heuristics for Network Efficiency

Background

Kolej Tun Dr. Ismail (KTDI), located in Universiti Putra Malaysia, houses hundreds of students across Blok Mawar and Blok Kenanga. These residential blocks face frequent Wi-Fi disruptions, especially during peak usage times like evenings and weekends. Thick cement walls and uncoordinated router placement contribute to poor signal penetration and overlapping channels. Students rely heavily on stable internet connections for online classes, assignments, and communication, making this a critical issue. An optimized network setup is essential to support their academic and digital needs.

Problem Statement

What We Need

Why It's Important

Why It's Important Slide

Problem Modelling

Problem Modeling Slide

Inputs, Outputs & Constraints

Input Output Constraints Slide

Potential Solutions

Comparison Table of Algorithm Paradigms

Algorithm: Greedy Graph Coloring + Welsh-Powell Heuristic was used

Chosen Algorithm

Chosen Algorithm Slide

Flow Diagram

Pseudocode

Pseudocode Slide

Flowchart

Flowchart of solution

Algorithm Implementation

Output Produced:

Verification:

Steps Followed:

  1. Created adjacency matrices for rooms across blocks and floors
  2. Applied Greedy Graph Coloring algorithm to assign channels
  3. Marked and validated that no two connected nodes share the same channel
Algorithm Implementation Slide

Optimization & Heuristic

Optimization Heuristic Slide

Correctness & Complexity Analysis

Correctness and Complexity Slide

Results

Result Visualization: Channel Assignment

Reflection & Lessons Learned

Conclusion

We successfully addressed the Wi-Fi connectivity issues in Blok Mawar and Kenanga using a graph-based modeling approach.

By incorporating the Welsh-Powell heuristic, we further reduced the number of routers and channels needed.

Our algorithm ensures minimal signal interference by optimally assigning Wi-Fi channels through Greedy Graph Coloring.

The solution improved overall network coverage, reduced congestion, and enhanced digital accessibility for KTDI residents.