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City of the Future: Data-Driven Urban Design and AI Innovation
Hardcover
Technology & EngineeringGeneral ComputersUnited States Politics
ISBN13: 9783032363961
Publisher: Springer
Published: Jan 10 2027
Pages: 447
Language: English
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.
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