Cover Image

Data-driven Urban Surface Classification Elucidates Global City Heterogeneity

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Chen, Yiheng, Cheng, Wai-Chi, Fu, Tzung-May, Tao, Wei, Zhang, Aoxing, Fung, Jimmy C. H., Liu, Song, Zhu, Lei, Yang, Xin
Format:	Preprint
Published:	2026
Subjects:	Atmospheric and Oceanic Physics
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Diffusion-based Probabilistic Air Quality Forecasting with Mechanistic Insight
by: Ding, Ao, et al.
Published: (2026)

Data-driven Surface Solar Irradiance Estimation using Neural Operators at Global Scale
by: Carpentieri, Alberto, et al.
Published: (2024)

Satellite-derived Land Surface Temperatures Strongly Mischaracterise Urban Heat Hazard
by: Zhan, Wenfeng, et al.
Published: (2025)

Dynamics of Urban Heat Island in Lafia, Nasarawa State of Nigeria: A Remote Sensing Analysis of Land Surface Temperature, Urban Development and Vegetation Change
by: Abimbola, Oladiran Johnson, et al.
Published: (2025)

Representing the Surface Ocean in ECMWF's data-driven forecasting system AIFS
by: Hahner, Sara, et al.
Published: (2026)

Physically Consistent Global Atmospheric Data Assimilation with Machine Learning in Latent Space
by: Fan, Hang, et al.
Published: (2025)

Amplified Urban Climate Extremes from Global Warming-Urbanization Synergy: A Physics-Informed Intelligence Paradigm
by: Wu, Qiuxia, et al.
Published: (2026)

Learning Surrogate Rainfall-driven Inundation Models with Few Data
by: Mirhoseini, Marzieh Alireza
Published: (2024)

Elucidation of Unique Developmental Mechanism of Storm Surge along Northern Coast of Kyushu Island, Japan
by: Ozaki, Shinichiro, et al.
Published: (2024)

A Satellite Remote Sensing and Doppler LiDAR-based Framework for Evaluating Mesoscale Flows Driven by Surface Heterogeneity
by: Waterman, Tyler, et al.
Published: (2025)

On the Stochasticity of Aerosol-Cloud Interactions within a Data-driven Framework
by: Li, Xiang-Yu, et al.
Published: (2024)

XiHe: A Data-Driven Model for Global Ocean Eddy-Resolving Forecasting
by: Wang, Xiang, et al.
Published: (2024)

Development of a Data-driven weather forecasting system over India with Pangu-Weather architecture and IMDAA reanalysis Data
by: Choudhury, Animesh, et al.
Published: (2025)

Reanalysis-based Global Radiative Response to Sea Surface Temperature Patterns: Evaluating the Ai2 Climate Emulator
by: Van Loon, Senne, et al.
Published: (2025)

Learning Data-driven Surrogate and Correction Models for Satellite Observations in Numerical Weather Prediction
by: Buono, Gian Luca, et al.
Published: (2026)

Zero-Shot Super-Resolution from Unstructured Data Using a Transformer-Based Neural Operator for Urban Micrometeorology
by: Yasuda, Yuki, et al.
Published: (2025)

Global near-real-time daily emissions of atmospheric pollutants from power plants
by: Li, Tao, et al.
Published: (2026)

Data-driven ensemble prediction of the global ocean
by: Huang, Qiusheng, et al.
Published: (2026)

Explaining Surface Layer Theory Departures in Marine Flux Profiles with Data-Driven Discovery
by: Foxabbott, Jack, et al.
Published: (2025)

Climate-Adaptive and Cascade-Constrained Machine Learning Prediction for Sea Surface Height under Greenhouse Warming
by: Zheng, Tianmu, et al.
Published: (2025)

A data-driven global ocean forecasting model with sub-daily and eddy-resolving resolution
by: Niu, Yuan, et al.
Published: (2025)

Data-driven Global Ocean Modeling for Seasonal to Decadal Prediction
by: Guo, Zijie, et al.
Published: (2024)

HybridOM: Hybrid Physics-Based and Data-Driven Global Ocean Modeling with Efficient Spatial Downscaling
by: Shu, Ruiqi, et al.
Published: (2026)

Improved Forecasts of Global Extreme Marine Heatwaves Through a Physics-guided Data-driven Approach
by: Shu, Ruiqi, et al.
Published: (2024)

Machine Learning-Based Prediction of Heat Index in Selected U.S. Cities
by: Han, Yushan, et al.
Published: (2026)

The rise of data-driven weather forecasting
by: Ben-Bouallegue, Zied, et al.
Published: (2023)

Remote Influences of Land Surface Temperature and their Implications for Sea Surface Temperature Patterns
by: Zhang, Bosong, et al.
Published: (2026)

Volador 1.0: A Data-Driven Air-Sea Full-Coupling Regional Forecast Model with Submesoscale-Permitting Based on MOE-Swin-Transformer Framework
by: Zhu, Yuhang, et al.
Published: (2026)

A Hierarchical Deep Learning Model for Predicting Pedestrian-Level Urban Winds
by: Snaiki, Reda, et al.
Published: (2025)

AIFS -- ECMWF's data-driven forecasting system
by: Lang, Simon, et al.
Published: (2024)

A Regime Shift in Atlantic Surface Currents Reveals a Step-like Decline of the Meridional Overturning Circulation
by: Huang, Han, et al.
Published: (2026)

Climate in a Bottle: Towards a Generative Foundation Model for the Kilometer-Scale Global Atmosphere
by: Brenowitz, Noah D., et al.
Published: (2025)

Improving Typhoon Predictions by Integrating Data-Driven Machine Learning Models with Physics Models Based on the Spectral Nudging and Data Assimilation
by: Niu, Zeyi, et al.
Published: (2024)

Impact of Heterogeneity on Scalar Flux Variance Relations Across Diverse Ecosystems
by: Waterman, Tyler, et al.
Published: (2025)

Recent Weakening of the Global Radiative Feedback
by: Van Loon, Senne, et al.
Published: (2026)

Hyperlocal urban NO2 hotspot modeling driven by microscopic traffic data
by: Weger, Michael, et al.
Published: (2026)

Flo: A data-driven limited-area storm surge model
by: Kristensen, Nils Melsom, et al.
Published: (2026)

BharatBench: Dataset for data-driven weather forecasting over India
by: Choudhury, Animesh, et al.
Published: (2024)

Hybrid physics-data-driven modeling for sea ice thermodynamics and transfer learning
by: De Cillis, Giovanni, et al.
Published: (2026)

Generative data-driven approaches for stochastic subgrid parameterizations in an idealized ocean model
by: Perezhogin, Pavel, et al.
Published: (2023)