Vehicle, driver and atmospheric factors in light-duty vehicle particle number emissions.
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2014-06-01
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Abstract:Made possible by the collection of on-board tailpipe emissions data, this research identifies road
and driver factors that are associated with a relatively understudied tailpipe pollutant from light-duty vehicles: ultrafine particle number emissions. High emission events (HEE) of ultrafine
particle number (PN) emissions occurred most frequently at locations with steep upgrades or
locations that required moderate to rapid accelerations (>3 mph/s). The analysis revealed that
less than 2% of the time driving was responsible for almost a third of all ultrafine particles
emitted along the designated 17-mile test route for a sample of 22 drivers. Variables identified
in a generalized linear model as significant to PN emissions include measures of engine speed
(RPM), driver behavior (speed and acceleration rates), and road geometry (grade). These factors
account for approximately 61% of the variability measured. Few modal emissions models
estimate PN emissions; however, this research has revealed that the same predictor variables
used to model gas pollutants are significant predictors of PN emissions. Therefore, the addition
of PN emissions estimates to existing models would require little effort if these relationships
were developed with larger datasets. This project also documented additional challenges related
to on-board PN data collection related to temperature, humidity, and background PN
concentrations. Finally, a large amount of the variation in light-duty PN emissions remains
unexplained, suggesting a need for more comprehensive on-board datasets, including data on
particle size distribution.
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