(Assess Plan based on Fitness Function: Minimize Queue Length / Delay)

(Generate New, Better Timing Plans)

Problem Analysis

Review existing systems; identify congestion and inefficiency.

Requirement Gathering

Functional: real-time detection, adaptive control, web dashboard.

System Design

Cameras → YOLOv4 → GA → Signal Plans + Dashboard.
Modules: Data Capture, Detection, Signal Control, Web.

Implementation

YOLOv4 for vehicle detection.
GA for timing optimization.
Web backend and dashboard.

Integration

Connect YOLOv4 output to GA input.
Provide APIs for web interface.

Testing & Validation

Test detection accuracy, optimization, and UI.

Deployment

Host app locally/server.
Use sample/live feeds for demo.

Monitoring & Evaluation

Observe performance under traffic conditions.
Log data for improvements.

Documentation & Training

Prepare reports and manuals.
Train users and stakeholders.