April 2026

Conference Paper

Exploring Building Retrofit Strategies Using AutoBEM Under Future Weather Scenarios

By:
Chowdhury, Shovan ; Li, Hang ; Li, Fengqi ; Stubbings, Avery P; New, Joshua R
Page Number:
1-9
Book Title:
Proceedings of the 2025 Buildings XVI Conference
Publication Date:
April 7, 2026
Publisher Location:
ASHRAE, Georgia, United States of America
Conference Name:
2025 Buildings XVI Conference
Conference Location:
Clearwater Beach, Florida, United States of America
Conference Sponsor:
ASHRAE
View DOI Listing:
https://doi.org/10.63044/b16cho54

Abstract

This study evaluates the long-term effectiveness of energy conservation measures (ECMs) on building energy consumption using AutoBEM, a scalable modeling framework driven by the high-resolution Model America dataset. We simulated 18,951 buildings in Flagstaff, Arizona under four climate scenarios using Future Typical Meteorological Year (fTMY) weather files for six time periods spanning from 1980 to 2099. Six ECMs were analyzed across electricity and gas usage, including HVAC fuel-switching, insulation upgrades, and infiltration control. While some measures, such as reducing space infiltration by percentage, showed minimal or even negative impact on total energy savings at the aggregate level, they proved highly effective for specific building types. Conversely, HVAC electrification offers high gas reduction but shifts demand to electricity, highlighting critical trade-offs under different climate trajectories. Building-type-specific analysis under SSP5-RCP8.5 (2080–2099) revealed significant variation in ECM performance, underscoring the need for targeted retrofit strategies. This study demonstrates the power of combining fTMY projections with large-scale simulations to inform data-driven retrofit planning.