Low cost Air Quality Monitoring Tools: What Are They Good For? · • MetaSense – Griswold,...
Transcript of Low cost Air Quality Monitoring Tools: What Are They Good For? · • MetaSense – Griswold,...
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Low cost Air Quality Monitoring Tools: What Are They Good For?
Mike Hannigan
Mechanical Engineering
University of Colorado
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The Pod TeamNick Masson
Lucy Cheadle
Ashley Collier Kira Sadighi
Ricardo Piedrahita
Katya Hafich
Evan Coffey Joanna Casey
plus Mike Russell, Drew Meyers
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What can you do with a $500 monitor?
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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What sensors are out there?
• VOCs – general combustible gas monitors mostly PIDs– Mostly constant mixture of VOCs, comparisons
• Methane – IR sensors, MOx sensors– Mostly constant mixture of VOCs, up to 1 month
• CO – electrochemical, MOx• Ozone – UV sensors, MOx sensors
– Up to 1 month• Particulate Matter – light scattering
– Mostly constant mixture of PM chemistry and size• NOx – electrochemical, chemiluminescence, MOx
– Near sources• CO2 – NDIR
Accurate quantification is a challenge for all these – possible but not yet simple.
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Sensor OptionsCO sensors
VOC sensors
metal oxide sensor (MOS)
metal oxide sensor (MOS)Photoionization detector (PID)
electrochemical sensor
$50 ea$5 ea
$5 ea $250 ea
T and RH also impact resistance
T and RH also impact resistance
dl ~ 100 ppb
dl ~ 10 ppb
dl ~ 500 ppb
dl ~ 10 ppb
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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What question you are asking How you design your measurement campaign How you calibrate
Co-location with reference Lab with standards
It depends …
BTW, don’t trust the manufacturer’s
calibration!
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Think before you measure
• Different pollutants cause different impacts on different temporal and spatial scales.
• Frame your concern/problem/interest in terms of question that has a comparison built in.
• Use that comparison to develop your measurement plan.
Practice what we teach
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What does a calibration look like?
ppm COT(K)
R/Ro
Masson, N, Piedrahita, R, Hannigan, MP. Approach for quantification of metal oxide type semiconductor gas sensors used for ambient air quality monitoring. Sensors and Actuators: B. Chemical, 2015, 208: 339-345.
)exp()exp()exp( 654321 CppCpHpCpTpRR
o
++=
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Each type of sensor is different
R2 =0.97 Standard error of 11.7 ppm
( )24321 pTpCppV −++=CO2 NDIR
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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Our 1st System Design (MAQS)
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Piedrahita, R, Xiang, Y, Masson, N, Ortega, J, Collier, A, Jiang, Y, Li, K, Dick, R, Lv, Q, Hannigan, M, Shang, L. The next generation of low-cost personal air quality sensors for quantitative exposure monitoring. Atmospheric Measurement Techniques, 2014, 7:3325-3336.
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Few MAQS Results
CO2 measurements by Haskell College students
CU campus CO2
measurements by students
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REACCTINGResearch of Emissions, Air Quality, Climate, and
Cooking Technologies in Northern Ghana
EMISSIONSCOPM
VOC
Ambient Air QualityRegional Climate
Personal Exposure
Health Outcomes 16
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Personal MeasurementsCarbon monoxide (CO)
• Real-time CO loggers worn by participants
– Around necks or in “child-proof ” pockets
• Lascar EL-USB (electrolytic)– 1-minute logging interval
– Range: 0-300 ppm
– 0.5 ppm resolution
• Battery operated• Calibrated weekly at NHRC
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Example CO personal exposure
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Personal CO Doses
G/PP/PG/G 3-stone Female Male Over 5 yr Under 5 yr
Dos
e (p
pm-m
in p
er 4
8 hr
)
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Personal CO Doses
G/PP/PG/G 3-stone Female Male Over 5 yr Under 5 yr
Dos
e (p
pm-m
in p
er 4
8 hr
)
20Why aren’t we seeing differences in CO exposure?
No differenceWhich stove is actually being usedOther CO sources driving dose
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Improve link between CO exposure and stove use
– Personal monitoring with iBeacons
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Apportioning CO exposure
Cook proximity to Gyapa
Cook proximity to 3 stone
Cook CO exposure
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Exposure by distance range
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Heating and Indoor Air Quality on the Navajo Nation
(Paper # 1)
Photo: The Santa Fe New Mexican
Photo: High Country News
Research Contributions and Goals of this Work:
1. Improve low-cost and quiet gas measurement techniques for indoor air quality monitoring applications
2. Inform air quality in homes using different fuels for home heating on the Navajo Nation, and to examine the relative importance of driving factors
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Study Region
Power PlantMesa Verde
Weminuche
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UPOD CO Indoor Collocation
(Casey et al. In Prep)
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CO By Deployment
(Casey et al. In Prep)
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Summary of Observed Carbon Monoxide
(Casey et al. In Prep)
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Estimation of Air Exchange
Rate
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(Casey et al. In Prep)
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Estimation of CO
Emission Rate
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(Casey et al. In Prep)
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Oval Height = 95% CI
Air Exchange Rates By Deployment
A study of 509 homes in Texas, California, and New Jersey and found a similar median air exchange rate of 0.71 ACH (Yamamoto et al. 2010)
Median AER = O.69 ACH
(Casey et al. In
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ElectricGasPellet HeavyPellet LightWood Coal HeavyWood HeavyWood Light
CO Emission Rates by Deployment
Median emission rate = 8.67 mg/m3hr If V = 75 m3: 648 mg/hr and a range of 37.4 – 17,939 mg/hr
Emissions from gas stoves:750 mg/hr (Caceres et al. 1983)563 – 2328 mg/hr (Relwani et al. 1986)
Emissions from carefully operated of EPA certified woodstove: 8 – 7 mg/hr (Nabinger et al. 1995)
(Casey et al. In Prep)
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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Summer 2015, Ozone Fun
Project led by Kira Sadighi and Evan Coffey
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Back in Boulder
Project led by Lauren Deanes and Lucy Cheadle
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Co-location and then deploy
South Coast AQMD station in RiversideSouth Boulder Creek & CU campus
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Sample Calibration
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Do we observe spatial variability?
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How do we explore this variability?
Riverside, CA measurements
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Difference in O3 concentration in Riverside, CA
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Back in Boulder, So Boulder Creek
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Why do we see differences?
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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DJ Basin Field Measurement Sites
Objectives:*To determine how well we can inform spatial variability of O3, CH4, CO, and CO2 with low-cost sensors in a basin that produces both gas and oil. *Seasons patterns in gas abundance and distribution as well as sensor performance under these changing conditions
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Correlation Matrices for UPOD CH4: Collocated
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Correlation Matrices for UPOD CH4: Distributed
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Why do we see differences?
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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Air Quality in the Classroom (PBL Curriculum) Air quality monitoring and education/outreach in the North
Fork Valley (Western Slope CO) ~ PILOT PROJECT
Initial goal: collect baseline data for a community faced with potential land use changes and work with students as citizen scientists
Fall/winter 2014: set up stationary monitors throughout the valley & began working with local high schools
Ashley Collier, Katya Hafich, Daniel Knight, Lucy Cheadle, CU Outreach
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Energy Development in the North Fork Valley …
Current
Future
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Let’s team with local teachers …Ben Graves helps us think about and try on Project Based Learning (PBL)
Curriculum
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Student Projects
Students monitoring plane emissions, pilot idled the plane and adjusted the air/fuel ratio resulting in dynamic combustion data.
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Year 2 of Project Based Learning …
3 High Schools
2 High Schools
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What did we learn?• Rural schools vs Front Range schools
• College kids can be role models, so
• This year and last …
– Teaching a service learning course in CU ME
– 8 engineering students/yr
– 18 high school classes
– 700 students used Pods
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Trail Map
I. Sensor options
II. How good are they?
III. Case studiesIndoor air quality and air exchange rate
Neighborhood scale ambient spatial variability of O3
Outdoor concentrations of CH4 in oil and gas development regions
Education and outreach
IV. What’s next?
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Big Data
• Monitors (lots between $50 and $1000)
• Databases (OpenAQ, AirNOW, EDF effort)
• Analysis tools
• Educational material (AQ-IQ)
Vision: monitor check-out with open source databases and analysis tools that include some data quality assessment AND recipes or expert guidance on “what to do”
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Acknowledge
• REACCTING– Wiedinmyer, Dickinson, Oduro, Kanyomse, Alirigia,
Muvandimwe, Dukic, Hagar• MAQS, CyberSEES
– Lv, Shang, Henze, Dick• MetaSense
– Griswold, Menarini, Patrick• AWG SRN
– Petron, Milford, Vaughn, Knight, Dozier• Diné College
– Perry Charley, Margaret Mayer, and DEI interns• CDPHE, SCAQMD, Boulder Co Public Health, NOAA