Skip to content
View caferavci's full-sized avatar
13 followers · 8 following

Achievements

Achievement: Pair ExtraordinaireAchievement: StarstruckAchievement: Pull Shark

Achievements

Achievement: Pair ExtraordinaireAchievement: StarstruckAchievement: Pull Shark

Block or report caferavci

Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
caferavci/README.md

Hi, I'm Cafer 👋

🚗 Researcher, Developer, and Lecturer focused on AI for Mobility, Traffic Simulation, and Autonomous Systems
PhD-level researcher and current Lecturer of "Digital Systems Modeling with Generative AI" at Cornell University. I specialize in building AI-powered, scalable systems for intelligent transportation, mobility modeling, smart city applications, environmental modeling, and connected autonomous vehicles. Passionate about combining rigorous systems thinking with practical, open-source development.

💡 Currently expanding into Large Language Models (LLMs), generative agents, and deep learning to enhance mobility simulations, routing intelligence, and digital twin frameworks for smart cities.

🔍 Areas of Interest & Collaboration

I'm actively open to collaboration, research partnerships, or co-development in the following areas:

  • 🤖 AI for Traffic Systems: Multi-agent behavior modeling, deep RL for vehicle and traveler simulation
  • 🚘 Autonomous Vehicles: Multi-vehicle collaborative driving, motion planning, trajectory optimization
  • 📊 Traffic Modeling & Optimization: Vehicle routing, dynamic traffic assignment, operations research
  • 🛠️ Open-Source Simulation Tools: SUMO-based frameworks, traffic control APIs, agent-based extensions
  • 🌐 Multi-Resolution Modeling: Integrated microscopic and macroscopic traffic flow simulations
  • 🧠 Generative AI & LLMs: Memory-aware agents, BERT/GPT for travel demand modeling, AI-based behavior generation
  • 🛰️ Digital Twins & Smart Cities: Real-time mobility simulations, emissions modeling, IoT-data integration

🧑‍🏫 Academic Teaching

🎓 Lecturer — Digital Systems Modeling with Generative AI
Cornell University
Designed and currently teaching a graduate-level course exploring the intersection of digital twin modeling, generative AI, and system-level simulation. Topics include multi-agent simulation, LLM-driven demand generation, and applied ML for city-scale systems.

🔧 Tech Stack

  • Languages: Python, C++, MATLAB
  • AI/ML: Scikit-learn, TensorFlow, PyTorch, Hugging Face, OpenAI API
  • Simulation: SUMO, TraCI, Deep Gravity Models, Aimsun
  • Visualization: Plotly, MatplotLib, Deck
  • Tools: Git, Docker, VS Code, CI/CD workflows

📫 Let’s connect if you're working on innovative AI projects, transportation technologies, or scalable simulation frameworks. I'm open to collaborations, academic-industry partnerships, and open-source development.

Links 📱

You can find me on the following platforms or send me an email:

Pinned Loading

  1. asu-trans-ai-lab/DLSim-MRM asu-trans-ai-lab/DLSim-MRM Public

    Open-source Python package designed for integration of deep learning (first DL) and traffic simulation, by extending original C++ based structure of DTALite (second DL)

    Jupyter Notebook 25 9

  2. MPCAV MPCAV Public

    Quadratic Programming and Model Predictive Control Based Trajectory Optimization for platoons of equipped Cooperative Adaptive Cruise Control (CACC) Vehicles

    C++ 18 1

  3. DPCAV DPCAV Public

    Dynamic programming-based multi-vehicle longitudinal trajectory optimization with simplified car following models.

    C++ 11 3

  4. DLSim DLSim Public

    Forked from asu-trans-ai-lab/DLSim-MRM

    Open-source Python package designed for integration of deep learning (first DL) and traffic simulation, by extending original C++ based structure of DTALite (second DL)

    C++ 1