science in ACTION

INNOVATIVE RESEARCH FOR A SUSTAINABLE FUTURE

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Community-led air sensor evaluation;
New tools for citizen scientists

EPA and partners from the Eastern Band of Cherokee Indians review
the assembly of a weather shelter for low-cost sensors.

Background

As air sensor technology
advances, new smaller and
lower-cost air quality monitors
have emerged, creating exciting
opportunities for a range of uses
beyond traditional regulatory
monitoring.

These low-cost, portable, and
easy to use sensors make it
possible for citizens to collect air
quality data in their own
communities. Citizens can
compare their results with
existing state or local regulatory
monitoring data, obtain personal
exposure information, or learn
about local air quality in their
homes, neighborhoods,
communities, or regions.

Low-cost sensors versus
regulatory monitors

The Clean Air Act requires states
to use regulatory monitors to
measure common ambient air
pollutants and these monitors
must meet specific federal
standards. The instruments and
methods used at regulatory
monitoring stations are called
Federal Reference Methods
(FRM) or Federal Equivalent
Methods (FEM). These
instruments are considered the

"gold standard" in air quality
monitoring, and can be used to
evaluate the performance of
other sensors that might be lower
cost and less reliable.

While low-cost sensors can
measure many of the same air
pollutants that costlier regulatory
monitors measure, they aren't
required to meet the same
rigorous standards of accuracy
and reliability. Collocation of low-
cost and regulatory monitors is
one method to determine if data
from the low-cost monitors is
comparable to the federal
standards.

New tools for citizen scientists

EPA has developed a guide and
analysis tool for citizen scientists
to evaluate the performance of
low-cost sensors and interpret
the data they collect to help
citizen scientists interested in
learning about local air quality.

Instruction Guide

The first tool is an instruction
guide on conducting a successful
collocation evaluation of low-cost
air sensors. Collocation refers to
the process of operating a
regulatory grade reference
monitor (FRM/FEM) and non-

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U.S. Environmental Protection Agency

Office of Research and Development


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reference monitor (low-cost
sensor) side-by-side in real-world
conditions for a defined
evaluation period. Collocating
low-cost sensors with regulatory
monitors can help citizen
scientists evaluate their sensors'
performances and the accuracy
of their data.

The instruction guide contains
links to web-based supporting
materials and introduces users to
the second product—a Macro
Analysis Tool.

Macro Analysis Tool

EPA created the user-friendly,
Excel-based Macro Analysis Tool
to help citizen scientists compare
data from low-cost sensors to
data from regulatory monitors,
and interpret their results. The
tool allows users to input data
from low-cost and regulatory
monitors for comparison, even if
measurements weren't recorded
at precisely the same time, or
were collected at different time
intervals (e.g., 1-minute vs. 5-
minute intervals).

This tool addresses one of the
major hurdles in citizen-led
community air monitoring
projects, which is working with
and understanding the data.

How were these tools developed
and who should use them?

The tools were developed as part
of a community-led air sensor
evaluation project initiated during
fall 2016 in support of EPA's
emerging technologies research

program. During the year-long
project, EPA partnered with one
community group (Clean Air
Carolina) and one tribal nation
(Eastern Band of Cherokee
Indians) to conduct a sensor
performance evaluation using
their choice of low-cost sensors.
Both project partner groups used
the tools and gave feedback on
how to better tailor them to a
citizen scientist audience.

While EPA developed each of
these tools to be suitable for
citizen scientists and
communities, they are also useful
to the broader air sensor user
community, both experts and
non-experts. Furthermore, the
Macro Analysis Tool can be used
to compare datasets beyond the
specific collocation application it
was designed for, such as
comparing data from one low-
cost sensor to another.

These tools are EPA's latest
efforts to assist users in
understanding and effectively
using low-cost sensors.

Where can I find these tools?

Both tools, and other helpful
resources including a guidebook,
sensor evaluation reports,
training and links to other
resources, are available through
EPA's Air Sensor Toolbox.
Download the Instruction Guide
and Macro Analysis Tool at:
www.epa.gov/air-
research/instruction-quide-and-
macro-analvsis-tool-communitv-
led-air-monitorinq.

TECHNICAL CONTACT:

Teri Conner
National Exposure
Research Laboratory
conner.teri@epa.gov

MEDIA CONTACT:

Emily Smith
National Exposure
Research Laboratory
smith.emilv@epa.gov

January 2018

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U.S. Environmental Protection Agency

Office of Research and Development


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