Modeling urbanization patterns with generative adversarial networks
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Abstract (arXiv)
In this study we propose a new method to simulate hyper-realistic urban patterns using Generative Adversarial Networks trained with a global urban land-use inventory. We generated a synthetic urban "universe" that qualitatively reproduces the complex spatial organization observed in global urban patterns, while being able to quantitatively recover certain key high-level urban spatial metrics.
Key facts. Cited by 7 papers in the map (data through 14 Oct 2026). First posted on arXiv 8 Jan 2018.
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Citing papers per year: 2021: 1; 2022: 1; 2023: 2; 2024: 1; 2025: 1; 2026: 1.
7 papers.
- 2023Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-artcited by 14
- 2021Automated Urban Planning for Reimagining City Configuration via Adversarial Learning: Quantification, Generation, and Evaluationcited by 11
- 2024When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challengescited by 4
- 2025Generative AI for Urban Design: A Stepwise Approach Integrating Human Expertise with Multimodal Diffusion Modelscited by 3
- 2026Intelli-Planner: Towards Customized Urban Planning via Large Language Model Empowered Reinforcement Learningcited by 3
- 2023Prediction of Transportation Index for Urban Patterns in Small and Medium-sized Indian Cities using Hybrid RidgeGAN Modelcited by 2
- 2022Generative models and Bayesian inversion using Laplace approximationcited by 1
- 2026Intelli-Planner: Towards Customized Urban Planning via Large Language Model Empowered Reinforcement Learning29 Jan 2026
- 2025Generative AI for Urban Design: A Stepwise Approach Integrating Human Expertise with Multimodal Diffusion Models30 May 2025
- 2024When Geoscience Meets Generative AI and Large Language Models: Foundations, Trends, and Future Challenges25 Jan 2024
- 2023Ten Years of Generative Adversarial Nets (GANs): A survey of the state-of-the-art30 Aug 2023
- 2023Prediction of Transportation Index for Urban Patterns in Small and Medium-sized Indian Cities using Hybrid RidgeGAN Model9 Jun 2023
- 2022Generative models and Bayesian inversion using Laplace approximation15 Mar 2022
- 2021Automated Urban Planning for Reimagining City Configuration via Adversarial Learning: Quantification, Generation, and Evaluation26 Dec 2021