TSI's Nick Brown looks at the impact on our neighbours and wider environment from air quality. Particularly looks at why monitoring of dust particles is important and the methods of monitoring.
Introduction to Machine Learning Unit-4 Notes for II-II Mechanical Engineering
Environmental Dust Monitoring
1. Environmental Dust Monitoring –
Local Air Quality: impact on our neighbours and the wider
environment.
TSI – Nick Brown
Regional Sales Manager UK & Ireland
6th
July 2016
22. Particulate Matter (PM) Is An Air
Pollutant Based on Size
+ Particles smaller than or equal
to 10 microns (µm) diameter.
+ How small is 10 µm?
Human Hair
70 µm
23. Particles Come in Different Sizes
Source: Aerosol Measurement, Willeke and Baron, 1993, p.57
FINE PM COARSE
PM
24. PM measurement
The true measurement of particulate matter (PM)
mass concentration in ambient air is often difficult
due to the physiochemical nature of the particles
themselves and their interaction with the
measurement methodologies employed.
25. Particle Matter Characteristics
+ Can exist in either solid or
liquid form, or a mixture of both
+ Exist in equilibrium with their
environment
PM
Nitrates
Salts
(Na, Cl)
Aerosols
Soil
Organics
(PAH’s)
Heavy Metals
(Fe, Pb, Cd)
Dirt
Carbon (C)
Dust
Soot
Smoke
Sulfates
Particle Morphology Particle Composition
• Generally NOT unit density spheres
(often assumed for surrogate
measurement methods)
• Can exist as crystals, aggregates,
complex chains, rough surfaced
spheres, hollow spheres
Water
26. Particulate Matter (PM)
Mass Concentration
V
M
PMx =
Where:
PM = Particulate Matter mass concentration
[µg/m³] of particles less than x microns in
diameter
M = Mass of sampled particles
V = Volume of air sampled
27. Collection
Sample Inlet
•No active conditioning
– sampling at or near
ambient conditions
•Sample filter is
equilibrated to specified
T, RH% (pre-sampling
equilibration conditions)
•Sample filter is
weighed
Reference PM Methods
28. USEPA and European
Filter Conditioning Requirements
• USEPA PM-10
Temperature range
15 to 30 deg C
Temperature control
+/- 3 deg C
Humidity range
20 to 45% RH
Humidity control
+/- 5% RH
Conditioning period
At least 24 h
• USEPA PM-2.5
Temperature range
20 to 23 deg C
Temperature control
+/- 2 deg C
Humidity range
30 to 40% RH
Humidity control
+/- 5% RH
Conditioning period
At least 24 h
Source: PM-2.5 Weigh Room Systems, USEPA; EN12341
• EN12341 PM-10
Temperature range
20 deg C
Temperature control
+/- 1 deg C
Humidity range
50% RH
Humidity control
+/- 3% RH
Conditioning period
48 to 72 h
30. Reference & Equivalence - Definitions
+ Reference is the defined sampling methodology used
to gather PM indicator data. It includes a
combination of design and performance based
criteria for both the sampler and subsequent
laboratory treatment of the sample filter.
+ Equivalency is the comparison of a measurement
method to a reference method (not a primary
traceable standard).
31. Overview
+ Simple gravimetric air samplers developed over the
past fifty years have gradually been augmented or
replaced by continuous PM monitors to address the
growing need for better time-resolved measure of
particle-related air pollution.
+ Continuous monitor types for the measurement of
particulate matter (PM) in ambient air include inertial
microbalance, beta attenuation, and light scattering.
32. Direct (first principle) Methods
+Gravimetric
• Manual, gravimetric determination of mass collected on a
sample filter (e.g., laboratory balance)
+Inertial Microbalance
• Automatic, inertial determination of mass collected on a
sample filter based upon first principle
spring-mass law
• (e.g., Tapered Element Oscillating
Microbalance, TEOM®
monitor)
33. Inertial Microbalance
+ Accuracy: ≤ ±0.75%
+ Precision (1-hour): ±1.5 µg/m³
+ Sources of potential uncertainty:
• Near real-time mass measurement may be affected by
rapidly changing temperature or pressure conditions,
leading to increased noise in the measurement.
• Requires stable temperature and flow regime.
34. Inertial Microbalance
• This inertial method provides an in situ, filter-based, direct
mass measurement of PM present in ambient air by
drawing a sample down a tube to a small exchangeable
sample filter.
• The sample filter is attached to a hollow tapered tube that
is maintained in a fixed amplitude oscillatory motion.
• As particles accumulate on this sample
filter they are continuously weighed.
35. Indirect (surrogate) Methods
+ Beta Attenuation
+ Light Scattering photometer or OPC
Initial (factory) and onsite calibration is usually
performed against a transfer standard or using assumed
particle properties (which can change hourly, daily,
seasonally).
36. Beta Attenuation
• Provides a radiometric indication of the PM present in
ambient air. With this method, particle-laden air is directed
toward a sample filter (either individual filter or filter tape)
where the PM is collected.
•
• A mass determination is based upon the exponential
attenuation in the number of beta particles passing through
the filter media, collected PM and air gap between the
emitter and detector. The emitter is a radioactive source
commonly consisting of 14
C, 85
Kr, or 147
Pm.
37. Beta Attenuation
+ Mass Accuracy: unknown (mass transfer standard not
available)
+ Precision (1-hour): typically ±10 to over ±20 µg/m³.
+ Sources of potential uncertainty:
• Beta attenuators are subject to error due to non-uniform filter media,
non-uniform PM deposit, changes in air density, and PM deposit
atomic number (especially presence of water vapor and lead).
• Initial (factory) calibration is often performed against a transfer
standard beta monitor that has been calibrated for a known particle
type (which can change hourly, daily, seasonally).
38. Light Scattering
• Provides a photometric indication of the PM present in
ambient air.
• Two types of light scatter instruments exist for this purpose:
single particle (optical particle counter) and group particle
(photometer or nephelometer).
• Both utilize a light source, sensing volume, collimating or
collecting optics, and a photomultiplier tube to sense the
scattered light.
39. Light Scattering
• The single particle instrument counts and sizes particles
one-by-one based upon the magnitude of the scattered light
signal as each particle passes between the light beam and
detector.
• The group particle instrument determines the relative
concentration of a population of particles in the sensing
volume by measuring the integrated scattered light
(scattering coefficient) from the particles.
40. Light Scattering
+ Mass Accuracy: unknown (mass transfer standard not
available)
+ Precision (1-hour): N/A
+ Sources of potential uncertainty:
• The mass concentration response of these methods is
highly dependent upon the variation in the PM size
distribution and chemical composition.
• In addition, single particle counter instruments have
practical upper concentration limits due to particle
coincidence (dead time) considerations.
41. Comparisons of methods
+ Continuous PM measurement methods are often subject to
scrutiny in the following manner:
where:
Cm
is the PM mass concentration from a continuous method
Cmref
is the PM mass concentration from a gravimetric (reference) method
Ψ is the relational factor between the two methods
+ In order to assure consistency and comparability of PM mass
concentration measurements it is desirable for Ψ to be as
close to unity as possible, provided that the measurements are
made in thermodynamically equal environments.
mrefm CC Ψ=
42. Comparison of methods.
+ Reference-equivalent or equivalent methods are defined through
their comparability to a reference method.
+ Equivalency is the comparison of a measurement method to a
reference method (not standard).
+ Accuracy is the comparison of a measurement method to a known
standard.
43. Comparison of methods.
+The approach used for equivalency comparison is as important as the
definition itself. Most often, continuous (candidate) method Y is
compared against gravimetric (reference) method X using a traditional
linear regression treatment.
+The ratio of PM mass concentration (continuous to gravimetric
method) versus the gravimetric method mass concentration can
indicate issues related to the consistency of calibration.
44. Comparison of methods.
Supplementing routine ambient air
monitoring networks
• Better spatial coverage
• Expanding conversations with
communities
• Enhancing source compliance
monitoring
• Monitoring personal exposures
The Changing Paradigm of Air Monitoring,
Snyder et al, ES&T – October 2013
45. Comparison of methods.
“Current sophisticated, expensive
ambient air pollution monitoring
technology is not economically
sustainable as the sole approach and
cannot keep up with current needs.”
Draft Roadmap for Next Generation Air
Monitoring, US EPA – March 2013
46. Comparison of methods.
Near-reference
Supplementary
Stations
Cost: €€€€
Data quality: A
Emerging Strategies
Existing
Strategy
Indicative
monitors
Cost: €€
Data quality: B
Reference
stations
Cost: €€€€€€€€
Data quality: A+
Citizen science
Cost: €
Data quality: ?
Higher number of units
Lower
price
47. Comparison of methods.
The data from the EDT is of sufficient precision and quality to
compliment existing air pollution monitors and networks
48. What are the Goals for
PM Quantification?
Continuous PM Monitoring in Air Quality Networks
+ Match the integrated reference (FRM) technique
+ Minimize cross-interference by humidity, thermodynamic
conditions, gas composition
+ Use measurement methods that are NIST (primary standard)
traceable
+ Provide representative short-term data for public reporting (air
quality index, mapping, forecasting), health effects studies, and
for control strategy development
49. Why are these goals difficult to achieve?
+ PM is the only criteria air pollutant not defined by its molecular
composition
+ Particle-bound water can make up a large fraction of PM mass
+ Certain PM constituents can volatilize at ambient temperatures
+ The time-integrated “reference method” is not a scientific
standard - only a method (indicator)