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Machine learning approaches to predict future urban heat island intensity for sustainable city planning

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Adaptive measures for mitigating urban heat islands: The potential of thermochromic materials to control roofing energy balance
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Cool roofs: A climate change mitigation and adaptation strategy for residential buildings
inferredcites →https://doi.org/10.1016/j.jclepro.2019.06.172openalex-snapshot
A critical review of selected smart city assessment tools and indicator sets
inferredcites →https://doi.org/10.1016/j.jclepro.2023.140009openalex-snapshot
Impact of urban morphology on Urban Heat Island in Manchester's transit-oriented development
inferredcites →https://doi.org/10.1016/j.jobe.2021.102294openalex-snapshot
Educational building retrofit under climate change and urban heat island effect
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Climate change and ideal thermal transmittance of residential buildings in Iran
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Heat exposure mitigation in renovated nearly zero-energy dwellings during concurrent heat waves and power outages
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Exploring spatial machine learning techniques for improving land surface temperature prediction
inferredcites →https://doi.org/10.1016/j.mlwa.2022.100418openalex-snapshot
A survey of machine learning in kidney disease diagnosis
inferredcites →https://doi.org/10.1016/j.proeng.2011.11.139openalex-snapshot
Healthy Environment: The Need to Mitigate Urban Heat Island Effects on Human Health
inferredcites →https://doi.org/10.1016/j.rser.2019.109255openalex-snapshot
A digital workflow to quantify regenerative urban design in the context of a changing climate
inferredcites →https://doi.org/10.1016/j.rser.2022.112520openalex-snapshot
Recent advances in black box and white-box models for urban heat island prediction: Implications of fusing the two methods
inferredcites →https://doi.org/10.1016/j.rser.2025.115680openalex-snapshot
Towards Universal Thermal Climate Index Prediction via machine learning approaches
inferredcites →https://doi.org/10.1016/j.scitotenv.2008.12.002openalex-snapshot
Air quality influenced by urban heat island coupled with synoptic weather patterns
inferredcites →https://doi.org/10.1016/j.scs.2023.104756openalex-snapshot
Predicting Urban Heat Island severity on the census-tract level using Bayesian networks
inferredcites →https://doi.org/10.1016/j.scs.2024.105460openalex-snapshot
Defining weather scenarios for simulation-based assessment of thermal resilience of buildings under current and future climates: A case study in Brazil
inferredcites →https://doi.org/10.1016/j.solener.2021.10.056openalex-snapshot
Role of pavement radiative and thermal properties in reducing excess heat in cities
inferredcites →https://doi.org/10.1016/s0960-1481(01)00049-0openalex-snapshot
Low energy building design in high density urban cities
inferredcites →https://doi.org/10.1038/s41558-020-00958-8openalex-snapshot
Global multi-model projections of local urban climates
inferredcites →https://doi.org/10.1038/s43017-024-00635-wopenalex-snapshot
Mortality impacts of the most extreme heat events
inferredcites →https://doi.org/10.1080/01944360708977980openalex-snapshot
The Impact of the Phoenix Urban Heat Island on Residential Water Use
inferredcites →https://doi.org/10.1080/19401493.2012.718797openalex-snapshot
The urban weather generator
inferredcites →https://doi.org/10.1109/5254.708428openalex-snapshot
Support vector machines
inferredcites →https://doi.org/10.1109/access.2020.3022047openalex-snapshot
A New Approach for Surface Urban Heat Island Monitoring Based on Machine Learning Algorithm and Spatiotemporal Fusion Model
inferredcites →https://doi.org/10.1177/00420980231177688openalex-snapshot
Urban planning and the knowledge politics of the smart city
inferredcites →https://doi.org/10.1177/0143624409104733openalex-snapshot
Heating and cooling degree day prediction within the London urban heat island area
inferredcites →https://doi.org/10.15581/002.art-2152openalex-snapshot
Smart Cities, Sustainable Progress: Opportunities for Urban Development
inferredcites →https://doi.org/10.3389/fbuil.2023.1174147openalex-snapshot
The effect of building height on thermal properties and comfort of a housing project in the hot arid climate of the UAE
inferredcites →https://doi.org/10.3390/en16145335openalex-snapshot
ANN-Based Method for Urban Canopy Temperature Prediction and Building Energy Simulation with Urban Heat Island Effect in Consideration
inferredcites →https://doi.org/10.3390/rs70505918openalex-snapshot
Urban Growth Simulation of Atakum (Samsun, Turkey) Using Cellular Automata-Markov Chain and Multi-Layer Perceptron-Markov Chain Models
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Machine Learning Simulation of Land Cover Impact on Surface Urban Heat Island Surrounding Park Areas
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