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Activity DriversActivity Drivers
ME 449: Sustainable Air Quality ME 449: Sustainable Air Quality
Adam ShawAdam Shaw
Sarah LahrSarah Lahr
Michael RobertsMichael Roberts
4/22/024/22/02
Overview
Physical activity drivers were assigned to each of Physical activity drivers were assigned to each of the major pollution categories for which emission the major pollution categories for which emission and consumption data was collected.and consumption data was collected.
The data was divided into four major sectors: The data was divided into four major sectors: Industrial, Transportation, Commercial, and Industrial, Transportation, Commercial, and Residential.Residential.
Several industrial processes have significant Several industrial processes have significant emissions of a particular pollutant and should be emissions of a particular pollutant and should be considered separately. These are included in the considered separately. These are included in the XG category.XG category.
For areas such as the industrial sector which For areas such as the industrial sector which encompasses several activities, a major driver was encompasses several activities, a major driver was chosen to represent the entire sector, although it chosen to represent the entire sector, although it may not directly affect some aspects of the sector.may not directly affect some aspects of the sector.
Industrial
# of passenger car factory sales (thousands)
0
2000
4000
6000
8000
10000
1950 1960 1970 1980 1990 2000
Year
The industrial activity was measured using the number of passenger car factory sales. This value fluctuated over time and is currently close to the value in 1950. This index was selected because it is representative of emission trends of “big ticket items” of the industrial industry.
Transportation
The transportation category was separated The transportation category was separated according to the type of fuel used. This broke according to the type of fuel used. This broke down the sector into 4 major categories: down the sector into 4 major categories: Gasoline, Diesel, Airline, Marine.Gasoline, Diesel, Airline, Marine.– Gasoline was measured by the combined passenger Gasoline was measured by the combined passenger
miles of automobiles, light-duty trucks, and motorcyclesmiles of automobiles, light-duty trucks, and motorcycles– Diesel was measured by combined ton-freight miles of Diesel was measured by combined ton-freight miles of
trucks and railroadtrucks and railroad– Airline activity was measured using passenger airline Airline activity was measured using passenger airline
milesmiles– Marine activity was measured using marine ton-freight Marine activity was measured using marine ton-freight
milesmiles
Gasoline ActivityGasoline ActivityGasoline Passenger Miles (millions)
010000002000000300000040000005000000
1950 1960 1970 1980 1990 2000
year
Btu/million passenger miles
0
2000
4000
6000
1950 1960 1970 1980 1990 2000
Year
Gasoline passenger miles have been rising steadily since 1950.
Despite the constant increase in passenger miles, the use of energy per passenger mile (BTU/mile) has decreased.
Diesel ActivityDiesel Activity
Diesal ton-freight miles (millions)
0.00
1000000.00
2000000.00
3000000.00
1950 1960 1970 1980 1990 2000
Year
Btu/million ton-freight miles
0.00
500.00
1000.00
1500.00
1950 1960 1970 1980 1990 2000
Year
The diesel activity, like the gasoline, has increased steadily over time.
Unlike the gasoline activity, however,the energy used per passenger mile (BTU/mile) for diesel has fluctuated and increased over time.
Airline ActivityAirline ActivityAirline Passenger Miles (millions)
0
200000
400000
600000
1950 1960 1970 1980 1990 2000
Year
Btu/million passenger miles
05000
1000015000
20000
1950 1960 1970 1980 1990 2000
Year
The airline passenger miles have increased steadily over time.
After a peak in the late 1950s and early 1960s, the energy perairline passenger mile (BTU/mile)has decreased and is currently atan all-time low.
Marine ActivityMarine ActivityMarine ton-freight miles (millions)
0
200000
400000
600000
800000
1000000
1950 1960 1970 1980 1990 2000
Year
Btu/million ton-freight miles
0
200
400
600
800
1000
1950 1960 1970 1980 1990 2000
Year
The marine ton-freight miles hasfluctuated over time. The was a peak in approximately 1980, but since then it has been decreasing.
The energy used per ton-freightmile (BTU/mile) has had varyingvalues over time. It was declining until the mid-1980s and since thenhas been increasing.
Commercial ActivityCommercial ActivityCommercial Activity Drivers
0
1000000
2000000
3000000
1950 1970 1990Year
Sa
le o
f C
on
su
me
r D
ura
ble
Go
od
s
(mill
ion
s $
)
0
20
40
60
80
Sq
ua
re f
ee
t o
f c
om
me
rcia
l fl
oo
rsp
ac
e
(th
ou
sa
nd
s)
CE sales ofconsumerdurable goods(millions $)
Floor Space ofBusinesses(1,000 sq ft)
The sale of consumer durable goods has increased steadily since 1950,with a sharply increased growth rate since the early 1970’s. The amount of commercial floor space has also increased steadily since 1950, with a small decline in the early 1990’s but at a much slower rate thanthe sale of consumer durable goods.
Residential ActivityResidential Activity
Number of Occupied Housing Units (MM)
35.00
55.00
75.00
95.00
1950 1960 1970 1980 1990 2000
Year
The residential activity was measured by the number of occupied housing units for each year. The number has risen steadily since 1950, with no significant peaks of decreases.
Miscellaneous Activities Miscellaneous Activities (XG)(XG)
The activities that could not be assigned to one of the 4 The activities that could not be assigned to one of the 4 categories was accounted for in the miscellaneous category. categories was accounted for in the miscellaneous category. This consists of 6 categories: petroleum and related This consists of 6 categories: petroleum and related industries, chemical and allied product manufacturing, industries, chemical and allied product manufacturing, storage and transport, waste disposal and recycling, solvent storage and transport, waste disposal and recycling, solvent
utilization, and other industrial processes.utilization, and other industrial processes. – Petroleum and related industries was measured by the refinery Petroleum and related industries was measured by the refinery
output of petroleum productsoutput of petroleum products– Chemical and allied product manufacturing was measured using Chemical and allied product manufacturing was measured using
the output of sulfuric acidthe output of sulfuric acid– Storage and transport was measured by the combined highway Storage and transport was measured by the combined highway
and railroad ton-freight milesand railroad ton-freight miles– Waste disposal and recyclingWaste disposal and recycling– Solvent utilization was measured by the asphalt and road oil Solvent utilization was measured by the asphalt and road oil
outputoutput– Other industrial processes was measured using the GDP of private Other industrial processes was measured using the GDP of private
industriesindustries
Petroleum and Related IndustriesPetroleum and Related Industries
Refinery Output of Petroleum Products (MMb/d)
0
10
20
30
40
50
60
70
1950 1960 1970 1980 1990 2000
Year
The refinery output of petroleumproducts has been increasing steadily, with the exception of thedecrease in the early 1980s.
Chemical and Allied Product Chemical and Allied Product ManufacturingManufacturing
Sulfuric Acid Production (millions short tons)
0
10000
20000
30000
40000
50000
60000
1950 1960 1970 1980 1990 2000
Year
Sulfuric acid production hadincreased steadily, with onlya few minor fluctuations overtime.
Storage and TransportStorage and Transport
Highway+Railroad ton-freight miles (millions)
0.00
500000.00
1000000.00
1500000.00
2000000.00
2500000.00
3000000.00
1950 1960 1970 1980 1990 2000
Year
The highway and railroad ton-freight miles have been increasing over time.There has been very little fluctuation to the linear increase.
Waste Disposal and RecyclingWaste Disposal and Recycling
Solvent UtilizationSolvent Utilization
Asphalt and Road Oil Output
0
0.1
0.2
0.3
0.4
0.5
0.6
1950 1960 1970 1980 1990 2000
Year
MM
b/d
The output of asphalt and road oil has increased over time, withfluctuations between the mid-1970sand mid 1980s. This output is nowat an all-time high.
Other Industrial ActivityOther Industrial Activity
G DP of P r ivat e I n dust r ies
( mi l l i on s $ )
0
1000000
2000000
3000000
4000000
5000000
6000000
7000000
8000000
9000000
1000000
0
1950 1970 1990
Y ear
“Other Industrial Activities” include a number of activities not included in the previous categories. Since it is not represented by a single activity, it is difficult to arrive at a common physical driver. Therefore, this category is measured against the yearly GDP of private industries.
SummarySummary
From this data, analysis of how From this data, analysis of how emissions and energy use relate to emissions and energy use relate to changes in activity will be performed.changes in activity will be performed.
This analysis was started for the This analysis was started for the transportation sector.transportation sector.– For most of the transportation For most of the transportation
subcategories, it was found that despite subcategories, it was found that despite the increase in activity, the energy used the increase in activity, the energy used per mile was decreasing.per mile was decreasing.