Estimating high-resolution albedo for urban applications

D David Fork E Elizabeth J. Wesley S Salil Banerjee V Vishal Batchu A Aniruddh Chennapragada K Kevin Crossan B Bryce Cronkite-Ratcliff E Ellie Delich T Tristan Goulden M Mansi Kansal J Jonas Kemp E Eric Mackres Y Yael Mayer R Rebecca Milman J John C. Platt S Shruthi Prabhakara G Gautam Prasad S Shravya Shetty C Charlotte Stanton W Wayne Sun L Lucy R. Hutyra

Abstract

Abstract Extreme urban heat poses a growing threat to global health, yet a critical cooling intervention-reflective cool roofs-lacks the high-resolution data needed for building-level planning. While satellite-based albedo estimates are globally available, their coarse resolution cannot resolve individual rooftops, limiting targeted climate action. Here we show that fusing freely available 10-m Sentinel-2 imagery with high-resolution satellite data enables urban albedo mapping at 30-cm resolution. This approach combines the radiometric accuracy and global coverage of Sentinel-2 with the spatial detail of commercial imagery to produce actionable urban datasets. Validated against airborne hyperspectral measurements (root mean square error = 0.04), the method resolves albedo at individual building footprints across diverse urban environments. Applied to 12 global cities, our analysis shows that prioritizing large-footprint buildings for cool roof retrofits can reduce citywide temperatures by up to 0.5 °C. This work validates Sentinel-2 for city-scale albedo estimation and enables globally deployable, building-scale rooftop albedo mapping to support targeted cool roof interventions.

Article Details

Volume / Issue Vol. 17, Issue 1
Published June 22, 2026
ISSN 2041-1723
Publisher Nature Portfolio

Journal Info

Nature Communications

Nature Portfolio

ISSN: 2041-1723 Open Access Life Sciences

Authors (21)

D

David Fork

E

Elizabeth J. Wesley

S

Salil Banerjee

V

Vishal Batchu

A

Aniruddh Chennapragada

K

Kevin Crossan

B

Bryce Cronkite-Ratcliff

E

Ellie Delich

T

Tristan Goulden

M

Mansi Kansal

J

Jonas Kemp

E

Eric Mackres

Y

Yael Mayer

R

Rebecca Milman

J

John C. Platt

S

Shruthi Prabhakara

G

Gautam Prasad

S

Shravya Shetty

C

Charlotte Stanton

W

Wayne Sun

L

Lucy R. Hutyra