Urban Climate, Journal Year: 2025, Volume and Issue: 59, P. 102276 - 102276
Published: Jan. 9, 2025
Language: Английский
Urban Climate, Journal Year: 2025, Volume and Issue: 59, P. 102276 - 102276
Published: Jan. 9, 2025
Language: Английский
Sustainable Cities and Society, Journal Year: 2023, Volume and Issue: 94, P. 104525 - 104525
Published: March 25, 2023
Language: Английский
Citations
62Remote Sensing of Environment, Journal Year: 2023, Volume and Issue: 296, P. 113735 - 113735
Published: July 27, 2023
Language: Английский
Citations
61Building and Environment, Journal Year: 2023, Volume and Issue: 242, P. 110581 - 110581
Published: July 4, 2023
Language: Английский
Citations
54The Science of The Total Environment, Journal Year: 2024, Volume and Issue: 927, P. 172219 - 172219
Published: April 4, 2024
Language: Английский
Citations
33Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 107, P. 105483 - 105483
Published: April 28, 2024
Language: Английский
Citations
25Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 108, P. 105451 - 105451
Published: April 20, 2024
Language: Английский
Citations
16Sustainable Cities and Society, Journal Year: 2023, Volume and Issue: 98, P. 104849 - 104849
Published: Aug. 6, 2023
Language: Английский
Citations
30Sustainable Cities and Society, Journal Year: 2023, Volume and Issue: 96, P. 104701 - 104701
Published: June 7, 2023
Data-driven models serve as valuable tools for understanding and tackling the UHI phenomenon that can provide user-friendly platforms urban planners incorporating considerations in their decisions. This study aims to assess generalizability of data-driven at street-level resolution, particularly considering various similarity degrees contexts between training testing cities. Five cities from three countries were selected encompass a diverse range similarities this comparative study. Random Forest developed. The lowest-performing model has an R2 value 0.56 MAE 0.07, highest-performing 0.71 0.05. While these proved be accurate they trained for, cross-validation different revealed low capabilities, irrespective degree datasets. Small changes feature importance resulted significant variation derivation mechanisms behavior, which contributes models’ generalizability. findings research indicate universal mitigation strategies may not yield consistent outcomes worldwide, one-size-fits-all approach inefficient addressing UHI. Hence, it's vital tackle locally.
Language: Английский
Citations
26Sustainable Cities and Society, Journal Year: 2024, Volume and Issue: 102, P. 105204 - 105204
Published: Jan. 13, 2024
Language: Английский
Citations
14Applied Geography, Journal Year: 2024, Volume and Issue: 164, P. 103221 - 103221
Published: Feb. 6, 2024
Language: Английский
Citations
12