AI in Sustainable Transport Infrastructure Planning
( 25 Modules )
Module #1 Introduction to Sustainable Transport Infrastructure Planning Overview of the importance of sustainable transport infrastructure planning and the role of AI in achieving sustainability goals.
Module #2 AI Fundamentals for Transport Planning Introduction to AI concepts, machine learning, and deep learning relevant to transport planning.
Module #3 Transport Data Collection and Preparation Best practices for collecting, processing, and preparing transport-related data for AI applications.
Module #4 Transport Mode Choice Modeling with AI Using AI to model transport mode choice and predict travel behavior.
Module #5 Route Optimization with AI AI-based approaches for route optimization and traffic flow management.
Module #6 Traffic Prediction and Forecasting with AI Using AI to predict and forecast traffic volumes, speeds, and incidents.
Module #7 Smart Traffic Management with AI AI-powered traffic management strategies for reducing congestion and improving traffic flow.
Module #8 Intelligent Public Transport Systems Designing and optimizing public transport systems using AI techniques.
Module #9 AI for Autonomous Vehicles Overview of AI applications in autonomous vehicles, including computer vision and sensor processing.
Module #10 Autonomous Vehicle Infrastructure Planning Designing infrastructure to support autonomous vehicles, including communication systems and charging stations.
Module #11 Sustainable Urban Mobility Planning Using AI to design and optimize sustainable urban mobility plans, including pedestrian and cyclist infrastructure.
Module #12 AI for Freight Transport Optimization Using AI to optimize freight transport operations, including route planning and logistics management.
Module #13 Mobility-as-a-Service (MaaS) and AI Designing and optimizing MaaS platforms using AI, including demand prediction and service optimization.
Module #14 AI for Electric Vehicle Infrastructure Planning Using AI to optimize electric vehicle charging infrastructure planning, including demand forecasting and grid impact analysis.
Module #15 Accessibility and Equity in Transport Planning with AI Using AI to promote accessibility and equity in transport planning, including designing inclusive infrastructure.
Module #16 AI for Disaster Resilience and Recovery in Transport Infrastructure Using AI to enhance disaster resilience and recovery in transport infrastructure planning, including risk assessment and emergency response.
Module #17 AI for Transport Infrastructure Maintenance and Management Using AI to optimize transport infrastructure maintenance and management, including predictive maintenance and asset management.
Module #18 AI Ethics and Governance in Transport Planning Ethical considerations and governance frameworks for AI applications in transport planning, including bias and accountability.
Module #19 Case Studies in AI for Sustainable Transport Infrastructure Planning Real-world examples of AI applications in sustainable transport infrastructure planning, including success stories and lessons learned.
Module #20 AI Tools and Software for Transport Planning Overview of AI tools and software commonly used in transport planning, including programming languages and libraries.
Module #21 Collaborative AI for Transport Planning Collaborative approaches to AI development and deployment in transport planning, including public-private partnerships and open-source initiatives.
Module #22 Future Directions in AI for Sustainable Transport Infrastructure Planning Emerging trends and future directions in AI for sustainable transport infrastructure planning, including research and development priorities.
Module #23 AI for Transport Policy Development Using AI to inform and develop transport policy, including data-driven decision making and scenario planning.
Module #24 AI for Public Engagement and Participation in Transport Planning Using AI to enhance public engagement and participation in transport planning, including virtual reality and participatory budgeting.
Module #25 Course Wrap-Up & Conclusion Planning next steps in AI in Sustainable Transport Infrastructure Planning career
