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sumo-simulation

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Ruchit-Gaurh / AI-Traffic-Management-System

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🚦 Next-generation AI Traffic Management System with real-time computer vision, reinforcement learning optimization, emergency vehicle detection, and immersive 3D visualization

python opencv webgl machine-learning reinforcement-learning computer-vision urban-planning artificial-intelligence yolo smart-cities real-time-analytics 3d-visualization traffic-management traffic-optimization flask-dashboard intelligent-transportation ppo-algorithm unity-integration emergency-detection sumo-simulation
  • Updated Oct 14, 2025
  • Python

Samarth-Sanjay-Jadhav / Autonomous-Traffic-Signal-Control-RL

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An intelligent traffic management agent developed with Deep Reinforcement Learning (DQN) and PyTorch. This project optimizes signal timings in real-time, achieving a 26% reduction in average vehicle wait time and 17% queue reduction in SUMO simulations compared to fixed-timer baselines.

data-science reinforcement-learning deep-learning pytorch dqn traffic-management mlops sumo-simulation
  • Updated Mar 30, 2026
  • Python

cosmicbit / Deep-Reinforcement-Approach-on-Traffic-System

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A centralized deep reinforcement learning framework for adaptive urban traffic signal control, leveraging simulation-based environments to minimize congestion and optimize traffic flow.

python machine-learning reinforcement-learning deep-learning deep-reinforcement-learning traffic-optimization traffic-signal-control centralized-control sumo-simulation simulation-based-learning
  • Updated Dec 20, 2025
  • Python

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