On-Road Mobile Source Pollutant Emissions: Identifying Hotspots and Ranking Roads
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2010-12-30
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Abstract:A considerable amount of pollution to the air in the forms of hydrocarbons, carbon
monoxide (CO), nitrogen oxides (NOx), particulate matter (PM) and air toxics comes
from the on-road mobile sources. Estimation of the emissions of these pollutants and
quantification of the pollutants released are the most important initial steps in the
process of controlling the air pollution. This study presents a methodology to rank the
roads based on the On-Road Mobile Source Air Pollutant (ORMSAP) emissions using
self organizing maps (SOM). This methodology was applied in a case study in Ohio with
the historic Average Annual Daily Traffic (AADT) data for highways. This data was
obtained from Ohio Department of Transportation (ODOT) and the ORMSAP emission
estimates were computed from Motor Vehicle Emission Simulator (MOVES). Traffic was
considered as of two types of vehicles, gasoline powered passenger vehicles and diesel
powered commercial trucks driven on three types of highways, interstate route, state
route and US route. Five ORMSAPs -CO, NOx, PM10, PM2.5 and SO2- were taken into
account in this study. Ohio highway network was classified into groups based on five
ORMSAP emissions per road length and also per road segment. Ohio counties were
classified according to the total ORMSAP emissions per county and also ORMSAP
emissions per highway length, per capita and per area of the county. The results were
visualized with the GIS maps.
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