Refined Modeling of Arctic Circumpolar Building Stock Increases Estimated Mid‐Century Permafrost Degradation Damages
Year: 2026
Type: article
Abstract: Near‐surface permafrost degradation has the potential to damage infrastructure needed to sustain Arctic communities, but risk assessments remain highly uncertain due to a limited representation of the Arctic circumpolar building stock. With deep learning building footprint detection and building occupancy classification models, we expand the two‐dimensional building footprint area and disaggregate the building stock based on occupancy type. Based on story counts derived from a circumpolar digital surface model, we estimate the total floor area of the residential building stock to be 75% greater than the two‐dimensional footprint area. Monte Carlo‐estimated mid‐century circumpolar building damages amount to 76 B USD (2.88–259.48) under SSP2‐4.5 and 261 B USD (17.01–379.11) under SSP5‐8.5 (median and 5th–95th percentile range), with uncertainty primarily driven by climatic variability, engineering practices, and deep learning model errors. By refining permafrost‐affected building damage estimates, this study supports the development of data‐driven decision making in the Arctic.
Source: Earth s Future
DOI: 10.1029/2026ef008578
Language: English
Subfield: Atmospheric Science
Field: Earth and Planetary Sciences
Domain: Physical Sciences
Open Access status: gold
Estimated APC paid: $3,180
Funders: Google.org, National Science Foundation
Awards: Belmont Forum Collaborative Research: Rapid Arctic environmental Changes: implications for well-being, resilience and Evolution of Arctic communities (RACE), NNA Track 1: Collaborative Research: The Permafrost Discovery Gateway: Navigating the new Arctic tundra through Big Data, artificial intelligence, and cyberinfrastructure, NNA Track 1: Collaborative Research: The Permafrost Discovery Gateway: Navigating the new Arctic tundra through Big Data, artificial intelligence, and cyberinfrastructure, NNA Track 1: Collaborative Research: Navigating Convergent Pressures on Arctic Development
OpenAlex ID: W7166308277
