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Exposure to Ultrafine Particles
on and Near Roadways
Yifang Zhu , Ph.D.
Associate Professor
Environmental Health Sciences Department
Fielding School of Public Health
University of California Los Angeles
2
PM10(10 µµµµm)
PM2.5
(2.5 µµµµm)
Ultrafine PM
(0.1 µµµµm)
Human Hair(60 µm diameter)
PM2.5
(2.5 µµµµm)
PM10
(10 µµµµm)
Relative size of particles
Comparison of PM10, PM2.5, and Ultrafine PM
Ultrafine PM PM2.5 PM10
Hinds, 1999, “Aerosol Technology: Properties, Behavior, and Measurement of Airborne Particles”, 2nd edition.
Number
Distribution
Mass
Distribution
Atmospheric Aerosols: Particulate Matter (PM) Size Distribution
4
Respiratory Deposition, fraction
0.0
.2
.4
.6
.8
1.0
Particle Diameter (nm)
1 10 100 1000 10000
Number Weighted
Mass Weighted
Head Airways
Tracheobronchial
Alveolar
Particle Regional Deposition for Light Exercise
5
Translocation of UFP from
NP and TB region along sensory
neurons to CNS (neurodegeneration)
•Translocation of UFP to
interstitium, capillaries, heart
•Uptake by endothelium; platelets
•Activation/interaction of endothelial
cells, platelets and leukocytes
Alveolar inflammation
Pathways of Particle Translocation Within and Outside Respiratory Tract
6
Vehicular emissions usually constitute the most
significant source of UFPs in an urban environment.
7
Recent Traffic-Related Health Studies
� Cardiac and Pulmonary Health Risks from Near-
Highway ExposuresEnvironmental Health – Tufts Univ. School of Medicine (Brugge 2007)
� Adverse Effects of Traffic Exposure on Children’s
Lung DevelopmentThe Lancet – USC School of Medicine (Gauderman 2007)
� Traffic Exposure and Decreased Lung Function in
Adults with AsthmaA,. Academy of Allergy, Asthma & Immunology – UCSF (Balmes 2009)
� Residential Proximity to Freeways and Autism in the
CHARGE Study Environmental Health Perspectives – USC School of Medicine (Volk, 2011)
8
I-405
Freeway
I-405
Freeway
I-710
Freeway
I-710
Freeway
Upwind DownwindUpwind Downwind
Near Roadways
Key
pointUFP concentrations decay
exponentially downwind of freeways.
Zhu et al., 2002 “Concentration and size
distribution of ultrafine particles near a major
highway”, J. of Air and Waste Management
Association, 52:1032-1042.
Zhu et al., 2002 “Study of Ultrafine Particles near a
Major Highway with Heavy-duty Diesel Traffic”,
2002, Atmospheric Environment, 36: 4323-4335.
9
10
11
Diurnal Pattern of Pollutant Concentration in LA
Kim S, Shen S, Sioutas C. 2002, Size distribution and diurnal and seasonal trends of ultrafine particles in source and receptor sites of
the Los Angeles basin, J Air Waste Manag Assoc. Mar; 52(3):297-307.
12
Distance from the freeway (m)
500 400 300 200 100 0 100 200 300 400 500
Total Particle Number Concentration (cm
-3)
0.0
2.0e+4
4.0e+4
6.0e+4
8.0e+4
1.0e+5
1.2e+5
1.4e+5
1.6e+5
1.8e+5
2.0e+5
Freeway 405 Eastern SideLA National Cemetery
Western SideVA Facility
Daytime Dominant Wind
Nighttime Dominant Wind
Key
point
Daily exposure to UFPs: Three folds of
difference between the two cases.
Zhu et al., 2006, “Comparison of Daytime and Nighttime Concentration Profiles and Size Distributions
of Ultrafine Particles near a Major Highway” Environmental Science and Technology 40: 2531-2536.
Near Roadways
13Zhu et al., 2005 “Penetration of freeway ultrafine particles into indoor environments”, 2005, Journal of Aerosol
Science, 36: 303-322.
� Apartment 1
� Apartment 2
Particle Diameter (nm)
Key
point
Significant amount of freeway UFPs
penetrate into indoor environments.
Indoor near Roadways
14
405 FWY710 FWY
110 FWY
Jetta (2002) Audi A4 (2004) PT Cruiser (2005)
In-Cabin on Roadway
Zhu et al., 2007 , “In-cabin commuter exposure to ultrafine particles on Los Angeles freeways”.
Environmental Science and Technology. 41: 2138-2145.
15
(a) I-405
(b) I-710
Typical contour
plots of particle
number based
size distributions
inside a test
vehicle driving
on freeways.
Zhu et al., 2008 “Measurements of Ultrafine Particles and Other Vehicular Pollutants inside a Mobile Exposure System
on Los Angeles Freeways” J. of Air and Waste Management Association, 58: 424-434.
Key
point
Greater particle number
concentrations were
observed on I-710, a diesel
vehicle dominated freeway.
In-Cabin on Roadway
16Zhu et al., 2007 , “In-cabin commuter exposure to ultrafine particles on Los Angeles freeways”.
Environmental Science and Technology. 41: 2138-2145.
In-Cabin on Roadways
17Zhu et al., 2007 , “In-cabin commuter exposure to ultrafine particles on Los Angeles freeways”.
Environmental Science and Technology. 41: 2138-2145.
Key
point
Fan on & Recirculation on
provides the best protection
for UFP exposures.
In-Cabin on Roadways
18
Source
Sink
FiltrationPenetration
Recirculation Inhalation Coagulation Deposition
Supply, Qs
Recirculation, Qr
Penetration, QL
Filtration, ηηηηs
Breath rate, QF
Deposition, ββββ
Qs+QL
0
(1 )
( )
i mi S S L
mo F F S L
C C Q QP
C C Q V Q Q
η
η β
− += =
+ + +
In-Cabin Model
particle diameter,µm
0.01 0.1
I/O ratio
0.0
0.2
0.4
0.6
0.8
1.0
Model range
Model averageMeasured data
particle diameter,µm
0.01 0.1
I/O ratio
0.0
0.2
0.4
0.6
0.8
1.0
Model range
Model average
Measured data
particle diameter,µm
0.01 0.1
I/O ratio
0.0
0.2
0.4
0.6
0.8
1.0
Model range
Model average
Measured data
Fan off, RC off
Fan on, RC off
Fan on, RC on
In-Cabin Model
Bin Xu and Yifang Zhu “Quantitative analysis of the parameters affecting in-cabin to on-roadway (I/O)
ultrafine particle concentration ratios”, 2009, Aerosol Science and Technology, 43: 400-410.
Model performance under steady-state conditions
Time, min
0 20 40 60 80 100
UFP concentration, #/cm3
0
10000
20000
30000
40000
50000
Outdoor
Incabin-measured
Incabin-model
Model performance under dynamic conditions
In-Cabin Model
Bin Xu and Yifang Zhu “Quantitative analysis of the parameters affecting in-cabin to on-roadway (I/O)
ultrafine particle concentration ratios”, 2009, Aerosol Science and Technology, 43: 400-410.
Mechanical Airflow
Penetration Factor
Deposition Efficient
Filter Efficiency
Respiratory
Fan off, RC off
Fan on, RC off
Fan on, RC on
Xu and Zhu 2009 “Quantitative analysis of the parameters affecting in-cabin to on-roadway (I/O) ultrafine particle
concentration ratios”, Aerosol Science and Technology, 43: 400-410.
In-Cabin Model
Key
point
Penetration, Deposition, and
Filtration are important factors.
22
� Apparatus Configuration
Material Size Configuration
Rubber-Steel
0.8 mm height, 9.5 mm length straight-through
0.8 mm height, 28.5 mm length straight-through
1.6 mm height, 9.5 mm length straight-through
1.6 mm height, 28.5 mm length straight-through
Rubber-Rubber
0.8 mm height, 9.5 mm length straight-through
0.8 mm height, 28.5 mm length straight-through
Rubber-glass 0.8 mm height, 28.5 mm length double-bend
Penetration
23
Penetration factors as a function of
particle size under various
differential pressures
Particle diameter, nm
10 100
Penetration factor
0.5
0.6
0.7
0.8
0.9
1.0
30 Pa
80 Pa
120 Pa
160 Pa
200 Pa(b)Particle diameter, nm
10 100
Penetration factor
0.5
0.6
0.7
0.8
0.9
1.0
30 Pa
80 Pa
120 Pa
160 Pa
200 Pa(a)
Particle diameter, nm
10 100
Penetration factor
0.5
0.6
0.7
0.8
0.9
1.0
30 Pa
80 Pa
120 Pa
160 Pa
200 Pa(c)
Penetration
Key
point
Penetration factors increase as
particle size and differential
pressure increase.
Bin Xu, Shusen Liu, and Yifang Zhu “Ultrafine particle penetration through idealized vehicle cracks”,
2010, Journal of Aerosols Science, 41(9) 859-868.
24
�Particle penetration factor for
different crack lengths
Particle diameter, nm
10 100
Penetration factor
0.70
0.75
0.80
0.85
0.90
0.95
1.00
Crack length-28.5 mm
Crack length-9.5 mm
Particle diameter, nm
10 100
Penetration factor
0.70
0.75
0.80
0.85
0.90
0.95
1.00
Crack height-1.6 mm
Crack height-0.8 mm
Penetration
�Particle penetration factor for
different crack heights
Bin Xu, Shusen Liu, and Yifang Zhu “Ultrafine particle penetration through idealized vehicle cracks”,
2010, Journal of Aerosols Science, 41(9) 859-868.
Key
point
Penetration factors increase as
crack length decreases and
crack height increases.
25
� Experimental Setup: Particle generation and measurements
Deposition
26
�In-cabin air velocity under
various vehicle speeds and
ventilation settings.
Vehicle speed (mph)
10 20 30 40 50 60 70
In-cabin air velocity (m s
-1)
0.0
.1
.2
.3
.4
.5
.6
.7
Fan off RC off
Fan on RC off
Fan on RC on
Deposition
Key
point
In-cabin air velocity
increases as vehicle
speed increases. Fan
off/RC off has the lowest
in-cabin air velocity.
27
The relationship between ln(C/C0) and time
for some specific particle sizes inside the test
vehicle (a) 30 nm (b) 66.1 nm (c) 101.8 nm
The value of the slope is equal to particle
deposition rate and increased with
increasing in-cabin air velocity.
time (min)
0 10 20 30 40 50
ln(C/C
0)
-10
-8
-6
-4
-2
0
natural convencton, Slope=7.64 h-1
V1=0.25 m s
-1, Slope=8.36 h
-1
V2=0.45 m s
-1, Slope=9.76 h
-1
V3=0.65 m s
-1, Slope=11.21 h
-1
(a) 30 nm
time (min)
0 20 40 60 80 100 120 140 160
ln(C/C
0)
-10
-8
-6
-4
-2
0
natural convection, Slope=3.28 h-1
V1=0.25 m s
-1, Slope=3.52 h
-1
V2=0.45 m s
-1, Slope=3.90 h
-1
V3=0.65 m s
-1, Slope=4.05 h
-1
(b) 66.1 nm
time (min)
0 50 100 150 200 250
ln(C/C
0)
-8
-6
-4
-2
0
natural convection, Slope=2.65 h-1
V1=0.25 m s
-1, Slope=2.73 h
-1
V2=0.45 m s
-1, Slope=2.84 h
-1
V3=0.65 m s
-1, Slope=2.97 h
-1
(c) 101.8 nm
Vehicle speed (mph)
10 20 30 40 50 60 70
In-cabin air velocity (m s
-1)
0.0
.1
.2
.3
.4
.5
.6
.7
Fan off RC off
Fan on RC off
Fan on RC on
Deposition
28
Surface area to volume ratio (m-1)
3 4 5 6 7 8 9 10
Particle deposition rate (h-1)
2
4
6
8
10
12
14
16
18
30 nm
66.1 nm
101.8 nm
Isuzu Rodeo SUV
Satrun SL2 car
The particle deposition rates as a function of surface area to volume
ratios for 30, 66.1, and 101.8 nm particles inside two test vehicles.
Deposition
Longwen Gong, Bin Xu and Yifang Zhu “Ultrafine Particles Deposition inside Passenger Vehicles", 2009, Aerosol Science
and Technology, 43: 544-553.
Key
point
There is a positive correlation between surface area to
volume ratios and ultrafine particle deposition rates.
Greater surface area to volume ratio results in higher
deposition rate for ultrafine particles.
29
DMA CPC
SMPSAir flow meter
Diesel
Generator
Fan
Filter
�Ultrafine Particle Filtration Efficiency Measurements
ionconcentratupstream
ionconcentratdownstreamEfficiencyFiltration −= 1
Filtration
30
�Coarse Particle Filtration Efficiency Measurements
Filtration
Particle diameter, nm
10 100 1000 10000
Filtration efficiency
0.0
0.2
0.4
0.6
0.8
1.0
Filter A
Filter B
Filter C
Xu, Liu, Liu, and Zhu, 2010 ‘Effects of cabin filter on in-cabin to on-roadway ultrafine particle ratios’
Aerosol Science and Technology, Aerosol Science and Technology, 45:215–224.
Cabin Filter Performance: The Good, the Bad, and the Ugly
Filtration
32
Particle diameter, nm(a)
10 100 1000 10000
Filtration efficiency
0.0
0.2
0.4
0.6
0.8
1.0
0.1 m s-1
0.3 m s-1
0.5 m s-1
Particle diameter, nm(b)
10 100 1000 10000
Filtration efficiency
0.0
0.2
0.4
0.6
0.8
1.0
0.1 m s-1
0.3 m s-1
0.5 m s-1
Particle filtration efficiencies as a function of particle size under
various filter face velocities
Filtration
Filter A Filter B
Xu, Liu, Liu, and Zhu, 2010 ‘Effects of cabin filter on in-cabin to on-roadway ultrafine particle ratios’
Aerosol Science and Technology, Aerosol Science and Technology, 45:215–224.
Percent particle reduction (%)
0 20 40 60 80 100
No Filter: 01 HondaNo Filter: 05 ToyotaNo Filter: 04 ToyotaNo Filter: 08 ToyotaNo Filter: 10 Honda
In-use w/o sealing: 01 HondaIn-use w/o sealing: 05 ToyotaIn-use w/o sealing: 04 ToyotaIn-use w/o sealing: 08 ToyotaIn-use w/o sealing: 10 HondaIn-use w/ sealing: 01 HondaIn-use w/ sealing: 05 ToyotaIn-use w/ sealing: 04 ToyotaIn-use w/ sealing: 08 ToyotaIn-use w/ sealing: 10 HondaNew Commercial: 01 HondaNew Commercial: 05 ToyotaNew Commercial: 04 ToyotaNew Commercial: 08 ToyotaNew Commercial: 10 Honda
HEPA: 01 HondaHEPA: 05 ToyotaHEPA: 04 ToyotaHEPA: 08 ToyotaHEPA: 10 Honda
33
HEPA filter
New
commercial
In-use sealing
In-use no
sealing
No filter
Filtration
Key
point
In-cabin filtration has great potential to significantly
reduce commuters’ exposure to ultrafine particles while at
the same time solve the CO2 build up problem.
34
Time
06:35 07:05 07:35 08:05
Total particle number concentration (#/cm3)
0.0
5.0e+3
1.0e+4
1.5e+4
2.0e+4
2.5e+4
3.0e+4
3.5e+4
4.0e+4
(1) (5)(2) (3) (4)
(5) Town route
(2) Bus transfer station
(3) Line-up with other
school buses leaving
the transfer station
(4) School parking lot
Effect of route
(1) Rural route
School Bus Test
Time
15:45 15:46 15:47 15:48 15:49 15:50 15:51 15:52
Particle number concentration (#/cm
3)
0.0
1.0e+4
2.0e+4
3.0e+4
4.0e+4
Starting-up IdlingDriving
35
Effect of operation
School Bus Test
36
Time
06:50 07:10 07:30 07:50 08:10 08:30
Total particles (#/cm
3)
0
5000
10000
15000
20000
25000
I/O ratio
0.0
.2
.4
.6
.8
1.0
In-cabin particles
Ambient particles
I/O ratio
Air Purifiers OffOne Air
Purifier OnTwo Air
Purifiers On Air Purifiers Off
I/O=0.82
I/O=0.40
I/O=0.55
I/O=0.83
School Bus Filtration
37
I/O ratio inside school buses without/with air purifiers
Zhang and Zhu 2011 “Performance of School Bus Retrofit Systems: Ultrafine Particles and Other Vehicular Pollutants”, 2011,
Environmental Science and Technology, 45: 6475–6482.
School Bus Filtration
Key
point
Stand-along air purifiers can significantly reduce
particulate matter (PM2.5 and ultrafine particle) levels
inside vehicles.
Reducing UFP Exposure Near Roadways:
- Meteorology: stay on the upwind side of major roadways;
- Spatial Profile: stay away from major roadways;
- Temporal Profile: avoid heavy traffic hours
Summary
Reducing UFP Exposure inside Vehicles:
- Route: avoid heavy-duty vehicle route
- Driving: avoid idling
- In-Cabin Ventilation : close window and turn on recirculation
- In-Cabin Filtration: use HEPA filter/air purifier
Co-Authors: William C. Hinds, Constantinos Sioutas, Seongheon Kim, Si Shen, Margaret Krudysz, Thomas Kuhn, John F. Froines, Paul Mayo, Arantza Eiguren-Fernandez, Antonio H. Miguel, Longwen Gong, Bin Xu, Shusen Liu, and Qunfang Zhang.
SupportSupportSupportSupport
Health Effects Institute (HEI)
National Science Foundation (NSF)
California Air Resource Board (CARB)
US Environmental Protection Agency (EPA)
Acknowledgements