Using smart thermostats to reduce indoor exposure to wildfire fine particulate matter (PM2.5)

Federico Dallo , Thomas Parkinson , Carlos Duarte , Stefano Schiavon , Chai Yoon Um , Mark P. Modera , Paul Raftery , Carlo Barbante , Brett C. Singer
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Abstract

Exposure to fine particulate matter (PM2.5) is responsible for millions of premature deaths globally each year. Wildfires are a major source of PM2.5, creating dangerously high levels of air pollution across extensive regions. Current public health recommendations for wildfire-related PM2.5 exposure include staying indoors and using portable air cleaners or central air systems with adequate filtration. We addressed the gaps in understanding central air system usage during wildfires by studying smart thermostat data from approximately 5000 California homes during the 2020 wildfire peak, proving that these systems are not effectively utilized for improving air quality. We explored the potential health benefits of optimizing central air system operation using smart thermostats and air quality data through modelling and simulation. An automated optimization approach could decrease indoor PM2.5 exposure by up to 54 ± 5 % compared to standard air conditioning use, and up to 61 ± 5 % during peak wildfire smoke days. While this increased operation incurs an additional energy cost of about $5 per month per household (totalling $75 million), it is partially offset by an estimated 53 ± 5 % reduction in premature mortality, which translates to $29 million in monetized health benefits. Installing a MERV 13 filter and reducing house leakage further reduces indoor PM2.5 concentrations. Overall, using a central air system with proper filtration can be as effective as using four portable air cleaners for on average house. The greatest potential for reducing health risks associated with PM2.5 exposure through an automated optimised system is in lower-income areas. This study reveals that existing technologies and infrastructure, often overlooked, could significantly improve protection for building occupants from wildfire smoke.
使用智能恒温器减少室内暴露于野火细颗粒物(PM2.5)
全球每年有数百万人因接触细颗粒物(PM2.5)而过早死亡。野火是PM2.5的主要来源,在广大地区造成危险的高水平空气污染。目前对与野火有关的PM2.5暴露的公共卫生建议包括呆在室内,使用便携式空气净化器或具有适当过滤功能的中央空气系统。我们通过研究2020年野火高峰期间来自约5000个加州家庭的智能恒温器数据,解决了在了解野火期间中央空气系统使用情况方面的差距,证明这些系统没有有效地用于改善空气质量。我们通过建模和模拟探索了使用智能恒温器和空气质量数据优化中央空气系统运行的潜在健康效益。与标准空调使用相比,自动化优化方法可减少室内PM2.5暴露高达54% ± 5 %,在野火烟雾高峰期间可减少高达61% ± 5 %。虽然这一增加的行动导致每户每月额外支付约5美元的能源费用(总计7 500万美元),但过早死亡率估计减少了53. ± 5 %,部分抵消了这一费用,这相当于2 900万美元的货币化保健福利。安装MERV 13过滤器和减少房屋泄漏进一步降低室内PM2.5浓度。总的来说,使用带有适当过滤的中央空气系统可以与普通房屋使用四个便携式空气净化器一样有效。通过自动化优化系统减少与PM2.5接触相关的健康风险的最大潜力是在低收入地区。这项研究表明,经常被忽视的现有技术和基础设施可以显著提高对建筑物居住者免受野火烟雾的保护。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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