Method for Modeling Driving Cycles, Fuel Use, and Emissions for
Over Snow Vehicles
Jiangchuan Hu,
†
H. Christopher Frey,*
,†
Gurdas S. Sandhu,
†
Brandon M. Graver,
†
Gary A. Bishop,
‡
Brent G. Schuchmann,
‡,§
and John D. Ray
∥
†
Department of Civil, Construction, and Environmental Engineering, North Carolina State University, Campus Box 7908, Raleigh,
North Carolina 27695-7908, United States
‡
Department of Chemistry and Biochemistry, University of Denver, Denver, Colorado 80208, United States
§
SGS Environmental Testing Corporation, 2022 Helena St., Aurora, Colorado 80011, United States
∥
National Park Service, Air Resources Division, Denver, Colorado 80225, United States
* S Supporting Information
ABSTRACT: As input to a winter use plan, activity, fuel use, and
tailpipe exhaust emissions of over snow vehicles (OSV), including
five snow coaches and one snowmobile, were measured on a
designated route in Yellowstone National Park (YNP). Engine load
was quantified in terms of vehicle specific power (VSP), which is a
function of speed, acceleration, and road grade. Compared to
highway vehicles, VSP for OSVs is more sensitive to rolling
resistance and less sensitive to aerodynamic drag. Fuel use rates
increased linearly (R
2
> 0.96) with VSP. For gasoline-fueled OSVs,
fuel-based emission rates of carbon monoxide (CO) and nitrogen
oxides (NO
x
) typically increased with increasing fuel use rate, with
some cases of very high CO emissions. For the diesel OSVs, which
had selective catalytic reduction and diesel particulate filters, fuel-based NO
x
and particulate matter (PM) emission rates were not
sensitive to fuel flow rate, and the emission controls were effective. Inter vehicle variability in cycle average fuel use and emissions
rates for CO and NO
x
was substantial. However, there was relatively little inter-cycle variation in cycle average fuel use and
emission rates when comparing driving cycles. Recommendations are made regarding how real-world OSV activity, fuel use, and
emissions data can be improved.
■
INTRODUCTION
Over snow vehicles (OSVs), including snow coaches and
snowmobiles, are the major winter transportation mode at
Yellowstone National Park (YNP). A snow coach is a
multipassenger vehicle designed or modified to operate over
snow or ice. Temporary YNP winter use plans were adopted by
the National Park Service starting in 2003 to regulate visiting
OSVs.
1−6
To support development of the most recent YNP
Supplemental Winter Use Plan and Environmental Impact
Statement, assessments of fuel economy and emission rates of
OSVs were conducted.
7−9
In-use OSV emissions were measured using remote sensing
in 1998, 1999, and 2005 and a portable emissions measurement
system (PEMS) in 2005 and 2006.
10−12
The measured vehicles
actually operated in the park but were not selected to represent
a fleet distribution. The lower emitting gasoline OSVs
measured in 2006 were, on average, 5 years newer than those
measured in 2005. Differences in results for measured vehicles
from different study years are, at least in part, a result of
differences in engine fuel delivery and emissions control.
Differences in snow conditions, ambient temperature, and
driving cycles among the field studies may also lead to
variability in the comparisons. These measurements were
conducted during real-world operations which may be specific
to the observed driving cycle. To enable comparisons between
vehicles, there is a need to be able to estimate cycle average
rates for each vehicle based on a common cycle.
Fuel use and emission rates of passenger cars, trucks, and
buses are found to be highly associated with instantaneous
engine load, which is affected by driving cycle.
13−17
A driving
cycle is typically represented in terms of second-by-second
speed, acceleration, and road grade. For highway vehicles, these
three factors are used to estimate vehicle specific power
(VSP).
18,19
Key coefficients in calculating VSP are related to
changes in kinetic energy, changes in potential energy, rolling
resistance, and aerodynamic drag. Since OSVs operate on snow
and use tracks instead of wheels, the rolling resistance term is
expected to differ. Since OSVs typically operate at relatively low
speeds, aerodynamic drag may not be an important factor.
Received: March 19, 2014
Revised: June 12, 2014
Accepted: June 19, 2014
Published: June 19, 2014
Article
pubs.acs.org/est
© 2014 American Chemical Society 8258 dx.doi.org/10.1021/es501164j | Environ. Sci. Technol. 2014, 48, 8258−8265