Data-Driven Urban Design and AI Innovation
Buch, Englisch, 447 Seiten, Format (B × H): 155 mm x 235 mm
ISBN: 978-3-032-36396-1
Verlag: Springer
This book introduces the paradigm of "building with data", where spatial intelligence, urban morphology, climate resilience, and infrastructure optimization are harmonized through AI-driven simulations. Machine learning models, including Support Vector Machines (SVM), Artificial Neural Networks (ANN), and Proximal Policy Optimization (PPO), are leveraged to simulate urban expansion, optimize land use, and refine classification policies. These hybrid frameworks integrate spatial classification with reinforcement learning, enabling cities to proactively adapt to developmental pressures while maintaining ecological balance and ensuring socioeconomic fairness.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Interdisziplinäres Wissenschaften Wissenschaften Interdisziplinär Regionalwissenschaften, Regionalstudien
- Technische Wissenschaften Bauingenieurwesen Verkehrsingenieurwesen, Verkehrsplanung
- Technische Wissenschaften Bauingenieurwesen Bauingenieurwesen
- Geowissenschaften Umweltwissenschaften Nachhaltigkeit
- Wirtschaftswissenschaften Volkswirtschaftslehre Wirtschaftspolitik, politische Ökonomie
- Sozialwissenschaften Politikwissenschaft Politische Systeme Kommunal-, Regional-, und Landespolitik
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz
Weitere Infos & Material
AI-Driven Urban Intelligence: Predictive Modeling, Climate Adaptation, and Equitable Development.- AI-Driven Urban Growth and Population Dynamics Modeling.- AI-Driven Urban Resource Forecasting and Adaptive Allocation.- Artificial Intelligence for Climate Impact Forecasting and Urban Resilience Planning.- AI-Driven Decision Systems for Sustainable and Equitable Urban Development.- AI-Augmented Digital Twin Frameworks for Intelligent, Sustainable, and Adaptive Urban Systems.- AI-Enabled Urban Health Governance: Personalized, Equitable, and Sustainable Smart City Systems.- AI-Driven Urban Health and Wellness Systems: From Smart Parks to Adaptive Public Spaces.- Artificial Intelligence for Urban Pollution Mitigation and Environmental Resilience.- AI-Driven Personalized Healthcare and Public Service Optimization in Smart Cities.




