CIEN E4012

Sustainable Urban Systems Engineering

Columbia University in the City of New York · UGRD · Fall 2026

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Basic probability theory and statistics. Basic programming skills. Introduction to urban data analytics (analysis and visualization of new types of ‘big’ urban data, statistical tools for urban data analysis, machine learning methods, data privacy). Conceptualization of cities as complex adaptive systems (coarse-graining of urban dynamics, network models for infrastructure interdependencies, agent-based urban simulation). Integrated urban infrastructure systems design (basic design solutions for coupled, people-centric, and climate-resilient civil infrastructure systems, Monte Carlo simulations for infrastructure scenario generation)

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Class #columbia_in_city_new_york-CIENE4012Fall 2026UGRD3.00 credits
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