aerosol exposures due to re-suspension from building ... · slide 1 aerosol exposures due to...
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Slide 1
Aerosol Exposures Due to
Re-suspension from Building Reservoir Surfaces (M3.4)
J. Freihaut ,W. Bahnfleth, C. Gomes, Bin Hu, J. Firrantello, P. AumpansubIndoor Environment Center
Dept. of Architectural EngineeringPennsylvania State University
B. ThranU.S. Army Center for Health Promotion and Preventive Medicine
Society for Risk Analysis Annual Meeting 2004:Session M3 – Microbial Dose-Response Assessment for Inhalation Exposures
Slide 2
Objectives: Coupled Literature & Experimental Investigation ofParticle Re-suspension in Indoor Air Systems
1.) Extract Bio-particle Re-suspension Factors, Re-suspension Rates and Deposition Velocities from Literature Reported Investigations
2.) Use Controlled Re-suspension Experiments to Refine and Quantify Selection
3.) Establish Methodology to Relate Particle Re-Suspension and Deposition Rates to Generation and Sink Terms of Contaminant Source Terms in Building Air Flow Simulation Program (CONTAMW)
Slide 3
Aerosol Occupant Risk Assessment Scope
Biological Agents
Urban Air Quality
Natural BiocontaminantsProtein AllergensEndotoxinsAdsorbed Mycotoxins
Diesel exhausts
Occupant Risk AssessmentPrimary Release AersolizationSecondary AerosolizationTransport & Dispersion Occupant ExposureOccupant DosagesEpidemiological Effects
Slide 4
Allergens Can be Natural Bio-contaminants
Asthma related statistics18 million Americans (6% of US population) affected5,000+ death per year in the US13 billion USD per yearContinues to increase
http://aspe.hhs.gov/sp/asthma/overview.htm
Slide 5
Primary vs Secondary (Re-Suspension) Aerosolization Exposure
1
10
100
1000
10000PPM
CFU/M3
Secondary Aerosolization (Occupant Activity or Equipment Cycling):Residue of Primary Aerosolization BWA Attack“Conventional”– Allergens, Toxins, Pathogens, Spores
Primary Aerosolization /Transient Pulse Release:BWA Attack - Near Air Handle Intake or Interior ReleaseSpores - Air Handler Start-upSmoke & Fire AerosolsChemical Spills Aerosols
Time
1 2 3 4 5 6 7 8 9 10Seconds/Minutes1 2 3 4 5 6 7 8 9 10
Hours
Concentration
Slide 6
Inhalation Exposure Paths for Re-suspension Not Known"At present the question of how allergen particles enter the lungs is not resolved, and this issue is of considerable importancesince it may well define the distribution of "inflammation" and airway obstruction."Clearing the Air: Asthma and Indoor Air Exposures, National Academy of Sciences, National Academy Press, p.139, 2000 .
0.05 to 10 microns Aerosols
1.) BWA Deposited during primary Aersolization Event2.) Allergen - containing particles
Respiratory Disease Development
Need to elucidateair re-suspensionmechanisms :1.)Bioaerosol deposited during primary aersolization event;2.)common allergens
GeneticallyPredisposed Individual
IndividualLD50
Population Distribution
DebilitationfromBWA
Bioaerosol
Time
Slide 7
Aerobiology of Re-suspended Indoor Air BiocontaminantsInhalation Exposure Paths and Risk Assessment Require Aerobiological Pathway Quantification
PrimarySources
ReservoirFormation
Dose DiseaseDevelopment
(Individual riskFactors)
Aerosolization:PrimarySecondary
(Resuspension)
ExposureParameters
Occ(t) = occupant present (=1)or not (= 0) during time tin space containing contaminant i
Md = mass of aerosol carrier d = (π/6)ρd3
N i d (t) = # aerosol d/air volume
f i d = i mass fraction of d partilce mass
f d i = fraction of d particles carryiing i
Residue fromPrimary
BWA EventBWA*
Insects,Pets,,PestsFungi,MoldsEndotoxinsMycotoxins
Protein Allergens
Occupant Exposure Mass
EPMid
Dose
RR = Respiration rate occupantηd-capture = lung capture efficiency
DustSurfaces
EpidemiologyStatistics
EPMi = Σd StOcc(t)*Ndi ( t)*Md*f id* fi
dd(t)
HVAC Air Handlingor
Occupant Reservoir Disturbance:
Building Reservoirs
DOcci = Σd RR* η d- capture * η d- release EPMd
iinhalation
[Bio] i indoor air
=[Bio] iindoor
air
K id *[Bio]d ireservoir
dust
K id
K id = fFloor/Duct VibrationWalking ImpactElectrostatics
Turbulence( ( ))
EPMid = SdOcc(t)*[Bio]di (t) d(t)
inhalation
* BWA = chemical, biological warfare agents
Slide 8
Bioaerosols from Surface Reservoirs :Steady State and Transient Components
EPMid = 1* Nd
id ( t)*Md*f i d d(t)
t in
t out
SS
EPM id =
t in
t out
SS 1*[Bio] i d (t) d(t)
[Bio] id
Occupant Activity Based
Steady State Partitioning
t in t outTime
Occupant PresentOcc = 1
Slide 9
Protein Allergen Aerosolization (Resuspension) via Carrier Particles
dp 5-10nm
Allergen
0.1-50µm
Carrier particleAllergen Type Animal/Plant Carrier size range Time to settle in a
room
Der p 1Der f 1 House Dust Mite 10-25µm 30 minutes
Bla g 1 & g 2; Per a 1 Cockroaches >10µm 30 minutes
Fel d 1 Cats 50% >9µm50% <9µm 24 to 48 hours
Can f 1 Dogs Same as cat Same as cat
Amb a I, Bet v I Pollen 15-25µm 30 minutes
Particle sizeSurface Properties
Chemical functional groupsCharge distributionMorphology
Environmental Conditions %RHReservoir Perturbation
Slide 10
Particle Resuspension
Reservoir-air aerosolization pathwaysHuman walking = Aero-electro-mechanical perturbation of reservoir
Mechanical• Shoe Friction• Floor Vibration
Aerodynamic• Velocity• Turbulence
Electrostatic• Human built up to 10,000 V
Adhesion + Gravitational• Van der Waals
Relationship among Force components and Resuspension - Not Understood
ElectrostaticFieldVibration
Air Currents
+
__ __ __ __
++
Friction
Slide 11
Estimating Field Strengths Required for Air Partitioning of Allergen Carrier Particles
Aerodynamic, FA
Mechanical – Surface Vibration, Fν
Electrostatic Field Over Reservoir, FE
Aerosolization from Reservoir Reservoir Binding
Gravitational, Fg
Electrostatic Adhesion, Fadh
= mag = ρπda3/6
= kHda + KE qsurfaceqar2
= 3πηVada
= maAω2sin(ωt)
= qaE above reservoir = qa[dV/dy)]
where dV/dy = electrostatic voltage gradient
da>0.1 µm
boundary layer velocity profile limited in most conditionsneed directed jet impingement to disrupt
ω limited in most building surfaces (5 – 50 Hz)
human activity, tribology, determined, dV/dy can be large
“Free-ing Allergen Aerosols from Reservoir Surface Boundary Layer into“Bulk” Phase Flows of Room Air
Electrostatic Fields Important Component for Allergen Aerosolization from SurfacesIn Normal Activity Patterns
Slide 12
= [Bio]d iindoo r
air
K id *[Bio] ireservoir
dust
Partitioning of Biocontaminant - Containing Aerosols
{Pseudo Steady StateDescription
[Bio]d iindoor
airK id (m-1) =
[Bio] ireservoir
dust
Standard Vapor-Solid Partitioning Contaminant Containing Aerosol Partitioning
Ki = ΣdKid = Σd([Bio ] id / [Bio] iR)
Aerosol –Reservoir SystemAero-Electromechanical Equilibrium
Contaminant (allergen, virus, spore) i Reservoir of Carrier Particles
Floor/Duct VibrationWalking ImpactElectrostaticsAir Turbulence
Reservoir: Surface adsorbed Gas i
Gas iGas i
Ki (T) = [A i] vapor/ [A i] Adsorbed
NAi(d)
( ( ))
Thermal Equilibrium
Gas-Solid System
NRSi (d)
Slide 13
Framework for Understanding Secondary AersolizationAerosol Pathways of Inhalation Exposure
ReservoirPerturbation
K i = ΣdKid = Σ d [Bio] id
aerosol
Biocontaminantcontaining dust
Σd[Bio]i aerosol
( )( )Floor/Duct VibrationWalking ImpactElectrostaticsAir Turbulence
K units
mass/l3
l-1
[Bio]d ireservoir
RR, kA
= kA
kD
1/time
kD
l/time
K id is analogous to gas-solid chemical partitioning constants, i.e. is an equilibrium characterization whose value:- is a function of energy distribution in vapor and solid phases in system- varies with the interaction strength between the aerosol carrier particles and the reservoir surface
Slide 14
Re-suspension Literature Summary
Aero-Electro-Mechanical DriveRe-suspension
10-10 10-8 10-6 10-4 10-2
Aerodynamic DrivenRe-suspension
Resuspension Factor, “Constant,” (m-1)
Sehmel, G.A. “Particle Re-suspension: A Review,” Environment Int. 4, 107-127 (1980a)Nicholoson, K.W. “ A Review of Particle Re-suspension,” Atmospheric Environment, 22, No. 12, 2639-2651(1988)
Slide 15
Resuspension due to human activity
Nuclear Facilities (1960’s)• Freshly deposited contamination: 10-6 - 10-3 m-1
• Clean or aged contamination: 10-7 – 10-6 m-1
Residential buildingsResuspension Factors (m-1)
0.E+00
1.E-03
2.E-03
3.E-03
4.E-03
Blowing - 1person
Mopping - 1person
Walking - 4person
Particle size: 3-6µm
Hambraeus et al. 1978
Slide 16
Resuspension due to human activity
Ratio [occupant activity/inactivity] airborne concentration
0
2
4
6
8
10
12
0.5-1.0 1-5 5-10 10-25
Particle Diameter (µm)Cleaning Walking 5 min Walking 30 min
29Cleaning: vigorous vacuuming and housecleaningWalking: done by 4 people
Residential buildings
Thatcher et al. 1995
Slide 17
Resuspension due to human activity
Residential buildings
Resuspension Rate (min-1)
1.65E-08
6.33E-06
7.33E-09
1.38E-065.67E-07
3.00E-07
1.E-09
1.E-08
1.E-07
1.E-06
1.E-05
0.3-0.5 0.5-1 1-5 5-10 10-25 >25
Particle size (µm)
Thatcher et al. 1995
Slide 18
Resuspension of an Indoor Aerosol – Grass Pollen ParticlesKarlsson, E., Fangmark, I., Berglund, T., “Resuspension of an indoor aerosol,”J. Aerosol Science, Vol. 27, Suppl. 1, S441-S442, 1996.
4 persons walking around
N 6.2 µm = 2.6 x107/m2
N 6.2 µm = 1.0 x105/m3 = 1.4 x 10-5 g/m3
= 14µg/m3
Reservoir Containing 6x4 µm Ellipsoidal Pollen Particles
N 6.2 µm = 1.0 x104/m3 = 1.4 x 10-6 g/m3
= 1.4 µg/m3
K 6.2 µm (m-1)=4.0 x10-4 K 6.2 µm (m-1)= 3.95 x10-3
1 person working at a table4hrs 4hrs
M 6.2µm = 3.4 x 10-3 g/m2
Slide 19
Resuspension due to human activity
Residential buildings
0.E+00
2.E+04
4.E+04
6.E+04
8.E+04
0 10 20 30 40 50 60 70
Time (minutes)
Conc
entra
tion
(#/m
3 )
1 person 4 persons
RR=1.8E-5 min-1
RR=2.45E-5 min-1
Karlsson et al. 1999
Slide 20
Resuspension due to human activity
Residential buildings
Buttner et al. 2001
1.E+01
1.E+02
1.E+03
1.E+04
1.E+05
1E6 cfu/m2 1E7 cfu/m2
cfu/
m3
Vinyl Commer. Carpet Residt carpet
Spores: 1-8>-3.5 mm
Slide 21
Indoor Resuspension Aerosol- Penicillium Chrysogenum Spores
Buttner, M.P., Cruz-Perez, P., Stetzenback., L.D., Garrett, P.J., Luedtke, A.E.,“Measurement of airborne fungal spore dispersal from three types of flooring materials,”Aerobiologia, 18:1-11, 2002.
N 1.8x3.5 µm = 106 ->107 CFU/m2
Reservoir (tile/carpet) Containing 1.8 x 3.5 µm P. chrysogenum spores
Vinyl tileCommercial carpet (cut pile)Residential carpet (loop pile)
Floor substrates investigated
One person walking 1 minute
K 1.8-3.5 µm
K(m-1) 106 CFU/m2 Reservoir
Vinyl Ccarpet Rcarpet Air Sampler
0.00001 0.00002 0.00200 Anderson
0.00056 0.00020 0.01000 Buckcard
K(m-1) 107 CFU/m2 Reservoir
Vinyl Ccarpet Rcarpet Air Sampler
0.00008 0.00009 0.00900 Anderson
0.00010 0.00080 0.31650 Buckcard
1 x 10-5 < K Anderson < 9 x 10-3
M 1.8 x 3.5 µm = 4.5 x 10-5 g/m2 -> 4.5x10-4 g/m2
Slide 22
Quiescent, “Steady State” Partitioning of Indoor Allergens
K d Allergen i
Allergen i Aero. Conc. [ng/m3 air]Can f 1 10Fel d 1 10Der p 1 <0.0 – 2.0Rat n 1 * 1 – 20Mus m 1* 0.5 – 15Mus m 1 NRGuinea Pig 3 – 20Bla g 1 NR
“Quiescent” ConditionsPerturbation strength = 0Primary sources present
Allergen i Reservoir Conc. [µ gm/gm dust]Can f 1 100 - 700Fel d 1 100 - 3000Der p 1 1 - 60Rat n 1 * 350 - 850Mus m 1* NRMus m 1 05. – 2.0Guinea Pig NRBla g 1 10 – 104 Units ( ND – 400 µg/gm dust)
* = Animal Laboratory facilitiesNR = not reported
Note: Allergen investigationsdo not typically give reservoirsurface coverage (gms/m2,
Particles/m2 ) data forallergen containing dusts
Slide 23
Reservoir Perturbation Induced Partitioning of Allergens
K d Allergen iReservoirPerturbation
Allergen i Aero. Conc. [ng/m3 air]Can f 1 NR Can f 1** 300**Fel d 1 50 – 1000 **Der p 1 5 - 100Rat n 1 * 10 – 80*Mus m 1* NR*Mus m 1 NRGuinea Pig 5000 - 17000Bla g 1 NR
Allergen i Reservoir Conc. [µ gm/gm dust]Can f 1 100 - 700Fel d 1 100 - 3000Der p 1 1 - 60Rat n 1 * 350 - 850Mus m 1* NRMus m 1 05. – 2.0Guinea Pig NRBla g 1 10 – 104 Units ( ND – 400 µg/gm dust)
** I Cat or Dog Housing Facility * = Animal Laboratory facilitiesNR = not reported
Slide 24
Re-suspension Literature Summary
Aero-Electro-MechanicalRe-suspension
10-10 10-8 10-6 10-4 10-2
Aerodynamic DrivenRe-suspension
Resuspension Factor, “Constant,” (m-1)
Thatcher, et. al. (1995) 1- 25 µm
Buttner, et. al (2002)1.8 x 3.5 µm fungal spores
Karlsson, et.al.(1996)6.0 x 4.0 µm spores Hambraeus, et. al. (1978)
Residential
Nuclear storage studies (1960’s)
Slide 25
Resuspension due to human activity
Literature review findings:• Different types of activities => Different Resuspension Factors• Higher intensity perturbation=> Higher Resuspension Rates,
Factors• Reservoir Loading => Resuspension rates proportional• Resuspension rates higher for super-micron particles• Different allergens => Different particle size distributions• Lower the Relative Humidity => Higher the Resuspension
rates??
Slide 26
Implications Literature Review Summary
Limitations of previous studies: • Experiments run under wide range of conditions and particle types• Wide variation in re-suspension rates & constants appears due to
wide variation in, but often uncharacterized, reservoir characteristics, reservoir perturbations, environmental conditions
• Particle size relationships among airborne and reservoir sourcesfrequently not given
• Allergen carrier particle resuspension data normalized differently than nuclear, agricultural data
Consequences• Not possible to use literature data to make inhalation dose-risk
analysis in buildling simulations and achieve acceptable certainty in trends
• Need controlled condition investigations with well characterizedperturbations, reservoirs, and time-resolved airborne measurements
Slide 27
Research
Controlled Temperature &
Relative HumidityParticle Free Air
Sampling
AllergenContent
CascadeImpactor
ELISAAnalysis
Experimental Chamber
Physical and aerodynamic analysis of:• Known Particle Size• Known Particle Contaminant (allergen) Content• Known Surface Properties
Perturbance:• Vibration• Air Puffs• Transient Electro-static Fields
Research Process
ParticleCounters
Slide 28
Controlled Re-suspension Experimental Chamber
• Overall dimensions: 400x200x200 mm• Test plate dimension: 100x100 mm• Controlled Ambient Conditions• Controlled particulate matter• Inlet & outlet flow: 32.4 lpm (laminar)
uniformily distributed• Incorporates mechanical and aerodynamic
perturbances• Applied pressurization and no infiltration
Slide 29
Controlled Particle Size and Compositional Properties
Calibrated dust• Quartz, aluminum oxide,
polymer, silica, etc
Allergen dust• Roach body parts• Cat hair• Dog hair• Dust mite
Known properties• Density• Particle size distribution• Contaminant (allergen)
concentration
Slide 30
Preparing Allergen Containing Reservoir Dusts
Steps• Initial grinding• Sieving 38<dp<355 µm• Secondary grinding• Separation in cascade
impactor stagesCascade ImpactorAerodynamic Cut-offs:• 0.4-0.7 µm• 0.7-1.1 µm• 1.1-2.1 µm• 2.1-3-3 µm• 3.3-4.7 µm• 4.7-5.8 µm• 5.8-9.0 µm• +9.0 µm
Slide 31
Known Allergen Concentration In Dusts: ELISA technique
Standard curveStandard curve
0.0000.2000.4000.6000.8001.0001.200
0.001 0.010 0.100 1.000 10.000
Concentrations (U/ml)
Mea
sure
d O
.D.
Allergen curveAllergen curve
0.0000.2000.4000.6000.8001.000
0.100 1.000 10.000 100.000 1000.000
Concentrations (mg/ml)
Mea
sure
d O
.D.
Slide 32
Establishing Uniform Reservoir Dust Samples
Distribution of dust on floor samples
• Overall dimensions: 760x760x420 mm• 25 floor samples (90x90 mm each)• Dust dispersed in mixing conditions• Uniform dust distribution (∆≤10%)• Floor sample covered by protection lids before removal
Slide 33
Use Field Recorded Waveforms for Vibration Energy Input
Floor vibration
Vibration Signal
0.0 2.0 4.0 6.0 8.0 10.0 12.0 14.0 16.0 18.0
Time (sec)
Am
plitu
de
Simple functions:• Sinusoidal, square, triangular, etc.
Floor vibration due to human walking
• Measured and digitallyrecorded in the field
Slide 34
Use Smoke Test Visualization for Near Floor Air Current Distubance Velocity Approximation
Air-puff
Air motion due to human walking• Published information inexistent• Performance of walking experiment• Visible horizontal air velocity 1-1.5 m/s
1.5 m/s0.5 – 1.0 m/s
1.0-1.5 m/s
Slide 35
Optical and Impactor Train Sampling of Re-suspended Particles
Sampling Equipment
Optical Particle Counter• 0.3 – 2+µm, 8 bins
Condenser Particle Counter• 0.02 – 1µm
Cascade Impactor• 0.4 – 9+µm, 8 stages• Particle shape• Allergen concentration
• Determination of resuspended particle size distribution
• Particle size resolved allergen concentration
Slide 36
Re-suspension Experimental Results
Experimental observations:• Resuspension greatest in first two minutes perturbation• Air had greater impact than vibration; but vibration important
contributing component• Higher resuspension rates on linoleum than carpet• 0 – 15 µm roach allergen particles easier to resuspend than quartz• Current resuspension factors and rates indicte E field likely significant
contributing component
Carpet Linoleum
Quartz
1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
Vibr Air Vibr+Air
1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
Vibr Air Vibr+Air
Roach dust
1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
Vibr Air Vibr+Air1.E-04
1.E-03
1.E-02
1.E-01
1.E+00
Vibr Air Vibr+Air
Maximum:RR=2.73E-4 min-1
RF=6.81E-5 m-1
No E(t) field
Literature:RR=1E-8 ->7.8E-2 min-1
RF=1E-7 -> 8E-2 m-1
Slide 37
Conclusions and Recommendations
Conclusions:• Methodology is able to determine particle
resuspension for different types of dust, flooring, ambient conditions and floor disturbance type and intensity.
• Methodology is able to use reference allergen dusts, spores – in well defined perturbation conditions..
• Valuable tool to create a database of RF for particle resuspension, e.g. allergens, responsible for risk of disease development
• Contribute to development of activity-based human exposure risk models imbedded in building air flow simulations
Recommendations:• Improve floor disturbance
characterization methodology• Expand floor disturbance to include
an electrostatic field• Large chamber and field studies to
validate the surface disturbance re-suspension data, models
• Development of broader range of dust preparation protocols
In Process:• Implementation of results in building
air flow simulation models and human respiratory models (e.g. CONTAMW)
Slide 38
Re-suspension Literature Summary
Aero-Electro-MechanicalRe-suspension
10-10 10-8 10-6 10-4 10-2
Aerodynamic DrivenRe-suspension
Resuspension Factor, “Constant,” (m-1)
Thatcher, et. al. (1995) 1- 25 µm
Buttner, et. al (2002)1.8 x 3.5 µm fungal spores
Karlsson, et.al.(1996)6.0 x 4.0 µm spores Hambraeus, et. al. (1978)
Residential
Nuclear storage facility studies (1960’s)
Gomes, Freihaut, et. al. (2004)0.5 – 10 µm quartz calibration particles0.5 – 10 µm+ roach allergen carrier particlesControlled:
Particle sizeReservoir surface material%RH environmentReservoir ω and g-vibrationAero-dynamic swirl
NO ELECTROSTATIC FIELD TRANSIENT
Sehmel, G.A. “Particle Re-suspension: A Review,” Environment Int. 4, 107-127 (1980a)Nicholoson, K.W. “ A Review of Particle Re-suspension,” Atmospheric Environment, 22, No. 12, 2639-2651(1988)
Slide 39
Modeling Occupant Exposure Mass , EPMdi(t)
Occ = 1 Occ = 0
Time
[Bio] id
Occ = 0
t in t out
EPMid =Σj
t in j
t out j
SS 1*[Bio] i d (t) d(t)
Time
Occupant Interacts with Local Environments to Create Aerosol FiOccupant Interacts with Local Environments to Create Aerosol Fields Causing Exposureelds Causing Exposure
j = Reservoir
[Bio] id
QuiescentBackground
OccupantInduced
j =1 j = 2
j =1
j = 3
Time
Slide 40
Using CONTAM to Assess Re-suspension Occupant Exposure
CONTAMW Vapor Contaminant Source Term: S = G- D*C (mass/time)
Gi = airborne contaminant i generation rate via particle re-suspension rateDi*Ci = contaminant i deposition (sink) rate on surfaces
where Ci = mass fraction of vapor in airDi = k(time-1)*ρair*Vzone
Gi = RAi(t) = AA(π/6)ρdS [kA
i(d) * d3 * fdi(d) * fi
d(d) *NRS(d)] d(d)
Fraction of reservoir particles containing i
Mass fraction of i in particles containing i Particle distribution function onReservoir surface/area
Ki = ΣdKid = Σ d [Bio] id
aerosol
[Bio]d ireservoir
= kA
kDReservoir Perturbation (CONTAMW) :
Linked to occupancy schedules ofAA specified by mulitiplier factor
e.g.
kA, kDfrom Literature, Experimental,
Estimated (e.g. deposition velocities)
Slide 41
Expected Research Impact
Particle and AllergenExposure Simulation• CFD Analysis
• ContamW
Healthier Indoor
Environment
Decrease of AllergenResponse Syndrome
including AsthmaBetter Quality of Life Increase of Work
Productivity
Building Remediation
Building Construction
Development of Database
Resuspension Factors Allergen Concentration of Airborne Particles
New Technology:•Biocontaminant sensors• Ventilation Systems• Filtration• Allergen Deactivation
• Dust Properties• Floor Properties• Human Activity•Ambient Conditions
Slide 42
Acknowledgements
Pennsylvania State University Institutes of the Environment
U.S. Army Center for Health Promotion and Preventive Medicine
Indoor Biotechnologies Corporation, Dr. Martin Chapman