the curieuzeneuzen citizen science project: large-scale ... · • quantitatively map the...
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The CurieuzeNeuzen citizen science project: large-scale air quality mapping of NO2
concentrations in Antwerp, Belgium
Joris Van den BosscheFilip Meysman
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Situating Antwerp
Tropospheric nitrogen dioxide (NO2) vertical column density (VCD). Data source IUP Heidelberg.
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Situating Antwerp
RIO-IFDM air quality model for NO2
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Situating Antwerp
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Situating Antwerp
RIO-IFDM-OSPM air quality model for NO2(VITO, http://opendata.antwerpen.be/datasets/luchtkwaliteitskaarten-no2)
The CurieuzeNeuzencitizen science project
“Nosy parker”
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Goals of the CurieuzeNeuzen project
Scientific
• Quantitatively map the street-to-street variation in air quality in a large city.
• Ground truthing for computer models of the dispersion of NO2 concentrations in the city.
Social
• Raising awareness of the importance of good urban air quality.
• Demonstrate that citizen science works: collect high qualitydataset.
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The CurieuzeNeuzen citizen science project
Elements of the successful campaign:
• Robust, simple measurement method
• Participation (partners, volunteers, participants)
• Scientific method: data quality control
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Measurement method: sensor choice is crucial
• Robust and simple sensors: Palmes diffusion tubes for nitrogen dioxide (NO2)
• Simple and standardized method to mount sensors to window: real-estate panel
• 4 week measurement in May 2016
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Partner organisations
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Team of volunteers
Arduino programmer
Graphical designer
Databasedeveloper
….Telecomspecialist
Datamining statistician
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Many participants
1840 families43 schools8 UA campus55 companies15 organizations10 hospitals35 parks and bridges
Participants: 2000
Recovery: 98%
Candidates: 2768
··· not selected
out of domain
selected
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2000 measurement location
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Data quality control
• Duplo measurements at each location
• Mean absolute difference of 1.14 µg/m³ (RMSE of 4.4%)
• Comparison between passive samplers and reference method
• During campaign in May 2016 at 8 monitoring stations
• Additional campaign in August 2016 at 6 monitoring stations
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Calibration and uncertainty of the measurements
• NO2 samplers systematically lower than reference measurements
• Linear response, but with offset
• After calibration, expanded uncertainty (16%) comparable tomeasurements GGD Amsterdam (13-27% for monthly data)
Results
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NO2 (microgram per m3)
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NO2 concentrations by district
NO2 concentration(microgram per m-3)
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Distribution of the concentrations
→ Driving factors: traffic, road type, distance to ring road, skyviewfactor, population density
NO2 concentration (microgram per m-3)
Bridges over the ringroad
Traffic-free zones, parks
Average36.4 µg/m³
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Influence traffic
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Urban NO2 island – impact ring road
• Inner city: 40 µg/m³• Outer city: 33 µg/m³
Inner city Outer city
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Comparison with model (RIO-IFDM-OSPM)
• Underestimation of the high concentrations
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Unexpected street canyons
ModelMeasurements
Sergeyselstraat
Kerkstraat
Osystraat
Borsbeekstraat
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Prognosis exceedance of the limit value
• Measurements in May: 5 to 15 % lower than yearly average => adjust limit value
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Prognosis exceedance limit value
• Adjusted limit value for May of 36 µg/m³
> 38 µg: 35%
45% of the measurement locations
> 34 µg: 61%
Conclusions
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Large outreach: participants, media coverage, …
But also valuable scientific project
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Conclusions
• Unique project, unique high-quality dataset
• Scientific:
• Passive samplers map street-to-street variation
• Insights to better model air quality
• Social
• Air quality still a problem: higher level of exceedances thanexpected
• Insights for policymakers to improve air quality
• Raised awareness through active participation and media coverage
Thank you for the attention
Thanks to all volunteers and participants!www.curieuzeneuzen.eu