Anna Trubetskaya1, Chunshui Lin2,3, Jurgita Ovadnevaite4,5, Darius Ceburnis4,5, Colin O'Dowd4,5, J J Leahy1, Rory F D Monaghan5,6, Robert Johnson7, Peter Layden7, William Smith8. 1. Department of Chemical Sciences, University of Limerick, Limerick V94 T9PX, Ireland. 2. State Key Laboratory of Loess and Quaternary Geology, Key Laboratory of Aerosol Chemistry and Physics, Institute of Earth Environment, Chinese Academy of Sciences, Xi'an 710061, China. 3. CAS Center for Excellence in Quaternary Science and Global Change, Chinese Academy of Sciences, Xi'an 710061, China. 4. School of Physics and Centre for Climate and Air Pollution Studies, Ryan Institute, National University of Ireland Galway, University Road, Galway H91 R8EC, Ireland. 5. MaREI, the SFI Research Centre for Energy, Climate and Marine, Galway P43 C573, Ireland. 6. School of Engineering and Ryan Institute, National University of Ireland Galway, Galway H91 TK33, Ireland. 7. Arigna Fuels, Arigna Carrick-on-Shannon Co., Roscommon N41 E527, Ireland. 8. Department of Mechanical Engineering, University College Dublin, Dublin, Ireland.
Abstract
Solid-fuel stoves are at the heart of many homes not only in developing nations, but also in developed regions where there is significant deployment of such heating appliances. They are often operated inefficiently and in association with high emission fuels like wood. This leads to disproportionate air pollution contributions. Despite the proliferation of these appliances, an understanding of particulate matter (PM) emissions from these sources remains relatively low. Emissions from five solid fuels are quantified using a "conventional" and an Ecodesign stove. PM measurements are obtained using both "hot filter" sampling of the raw flue gas, and sampling of cooled, diluted flue gas using an Aerosol Chemical Speciation Monitor and AE33 aethalometer. PM emissions factors (EF) derived from diluted flue gas incorporate light condensable organic compounds; hence they are generally higher than those obtained with "hot filter" sampling, which do not. Overall, the PM EFs ranged from 0.2 to 108.2 g GJ-1 for solid fuels. The PM EF determined for a solid fuel depends strongly on the measurement method employed and on user behavior, and less strongly on secondary air supply and stove type. Kerosene-based firelighters were found to make a disproportionately high contribution to PM emissions. Organic aerosol dominated PM composition for all fuels, constituting 50-65% of PM from bituminous and low-smoke ovoids, and 85-95% from torrefied olive stone (TOS) briquettes, sod peat, and wood logs. Torrefied biomass and low-smoke ovoids were found to yield the lowest PM emissions. Substituting these fuels for smoky coal, peat, and wood could reduce PM2.5 emissions by approximately 63%.
Solid-fuel stoves are at the heart of many homes not only in developing nations, but also in developed regions where there is significant deployment of such heating appliances. They are often operated inefficiently and in association with high emission fuels like wood. This leads to disproportionate air pollution contributions. Despite the proliferation of these appliances, an understanding of particulate matter (PM) emissions from these sources remains relatively low. Emissions from five solid fuels are quantified using a "conventional" and an Ecodesign stove. PM measurements are obtained using both "hot filter" sampling of the raw flue gas, and sampling of cooled, diluted flue gas using an Aerosol Chemical Speciation Monitor and AE33 aethalometer. PM emissions factors (EF) derived from diluted flue gas incorporate light condensable organic compounds; hence they are generally higher than those obtained with "hot filter" sampling, which do not. Overall, the PM EFs ranged from 0.2 to 108.2 g GJ-1 for solid fuels. The PM EF determined for a solid fuel depends strongly on the measurement method employed and on user behavior, and less strongly on secondary air supply and stove type. Kerosene-based firelighters were found to make a disproportionately high contribution to PM emissions. Organic aerosol dominated PM composition for all fuels, constituting 50-65% of PM from bituminous and low-smoke ovoids, and 85-95% from torrefied olive stone (TOS) briquettes, sod peat, and wood logs. Torrefied biomass and low-smoke ovoids were found to yield the lowest PM emissions. Substituting these fuels for smoky coal, peat, and wood could reduce PM2.5 emissions by approximately 63%.
Emissions from domestic solid-fuel combustion in Ireland have been
declining steadily since the introduction of the Air Pollution Act
in 1987, with a rapid reduction in particulate matter and sulfur pollution
in Dublin following the introduction of a ban on bituminous coal in
1990.[1,2] Subsequent amendments to the legislation
to include limits on particulate matter emissions and sulfur content,
and the introduction of low-smoke zones, have been driven by the serious
health risks associated with emissions from solid-fuel combustion.
Nonetheless, emissions from the residential heating sector continue
to impact significantly the local air quality, with the bulk of emissions
arising from combustion of bituminous coal and peat.[3,4]In Ireland, official data indicates that the mix of solid
fuels
for domestic heating is dominated by peat, followed by bituminous
coal and manufactured ovoids, with biomass accounting for less than
10% of supply on an energy basis. However, the amount of nontraded
wood and sod peat used in the residential sector is highly uncertain.[5] A more detailed analysis of the nontraded sector
suggests that, in a worst-case scenario, wood might account for 75
ktoe (13%) of final energy consumption in the residential sector.[6] Combustion of bituminous coal is currently restricted
to rural areas and small towns, with a nationwide ban anticipated.[7,8] Replacing bituminous coal with manufactured briquettes derived from
fossil fuels can reduce emission of PM from the residential heating
sector but has little impact on CO2 emissions. Recent legislation
therefore promotes “slow renewable”, “low-carbon”,
or “carbon-neutral” biomass-based fuels for domestic
heating.[9] However, the potential for biomass
combustion to emit high levels of PM10 and PM2.5,[3][3] of volatile
organics, and of carbon monoxide[10,11] remains a
concern. In general, therefore, burning of solid fuel in traditional
stoves and fireplaces can lead to emission of many pollutants, including
PM2.5, black carbon (BC), brown carbon, toxic elements,
CO, NOx, and SO2.[12−14][12−14] Of particular concern
are emissions released from open fires and old stoves, especially
when combined with unsuitable fuels like unseasoned wood or household
waste.[15,16]Drying of solid biomass fuels is known
to reduce pollutant emissions
during combustion. Moisture content of wood logs can be reduced from
≈45% to below 25% by long-term storage, or “seasoning”.[17,18] Forced heat drying at temperatures below 150 °C can reduce
moisture levels to less than 15%, albeit with attendant financial
and energy costs.[19] The next level of thermal
treatment is torrefaction, a mild pyrolysis process. Torrefaction
contributes concurrently to dehydration, deoxygenation, partial degassing,
and structural changes through breaking hemicellulose, lignin, and
cellulose chains at elevated temperatures. These changes yield a fuel
with increased calorific value and improved physiochemical properties.
Studies suggest that combustion of torrefied fuels can lead to reduced
pollutant emissions and improved burning rates, relative to untreated
biomass, coal, and peat, but concurrently with the increased upstream
emissions, energy consumption, and cost.[20−22]The design
and operation of a stove also impact the emission factors.
Since, for a given appliance, absolute emissions are proportional
to the quantity of fuel consumed, emissions from residential stoves
can be reduced by increasing the thermal efficiency (TEs) of the appliance,
as well as by improving its combustion characteristics. This twin-track
approach is embedded in the EU Ecodesign Directive,[23] which sets requirements for both the efficiency and emissions
from residential, solid-fuel appliances.A number of previous
studies have looked in detail at the emissions
from wood- and coal-fueled appliances.[17,24,25] However, a systematic investigation into the emission
behavior of organic particulate matter and gaseous species from fossil
fuels, wood, and torrefied biomass combustion in domestic stoves of
different designs using primary or secondary air supply has been rarely
conducted. The novelty of this study derives from the measurement
of particulate and gaseous emissions over the complete combustion
cycle (including the critical, cold-start phase), for a range of fossil-based
and bio-based fuels, and using a variety of measurement methods. In
continuation of our previous work,[26] the
objectives of this study are (1) to compare the particulate matter
emission factors obtained from measurements using the hot-filter method
with those obtained using an aerosol chemical speciation monitor,
and (2) to investigate the impact on stove thermal efficiency of burning
a range of different biomass-, fossil-based, or pretreated fuels.
Wood logs, torrefied olive stone (TOS) briquettes, smoky coal, smokeless
coal briquettes, and peat were tested for comparison in two domestic
multifuel stoves of different designs.
Materials and Methods
Stoves
The burning experiments were
set up in two stoves at University College Dublin (UCD), heretofore
referred to as conventional and Ecodesign stoves. The primary differences
between the stoves are their methods of control of air supply and
their thermal rating. Figure a shows the conventional, multifuel stove, which has a nominal
heat output of 11 kW, and has been described by Smith et al.[27] The internal dimensions of the combustion chamber
are 40 cm × 50 cm × 30 cm. A deflector plate lies across
the top of the combustion chamber.
Figure 1
Domestic stoves at University College
Dublin.
Domestic stoves at University College
Dublin.Primary combustion air enters
through an inlet below the door of
the stove; secondary air can be admitted through a series of holes
above the door. Figure b shows a Waterford Stanley prototype multifuel stove, designed to
comply with Ecodesign requirements, and with a nominal output of 9
kW. Primary and secondary air are drawn in through two valves on the
rear side of the stove. An uninsulated chimney, with an inner diameter
of 15 cm and length 110 cm, was attached to each stove outlet.
Experimental Procedure
For each combustion
experiment, ≈3.5 kg of solid fuel and 100 g of solid firelighter
(TESCO, Ireland) were placed in the stove. The test started when firelighters
were lit, so most data streams—including the “hot-filter”
PM measurements—incorporate the ignition and startup phase.
However, PM data obtained using the ACSM and aethalometer methods
generally began after the firelighters had burned out (approximately
15 min after ignition), to prevent AE33 overload and/or blockage of
the dilution system. The duration of combustion tests varied from
about 2 to 4 h. After each test, any solid residue remaining in the
basket (conventional stove) or on the grate (Ecodesign stove) was
classified as unburned fuel, weighed, and removed for elemental analysis.
Small particles that fell through the basket (standard stove) or grate
(Ecodesign stove) were collected, weighed, and classified as ash in
further calculations. The experimental matrix for this study is shown
in Table . Each experiment
was conducted at least twice to check reproducibility.
Table 1
Experimental Conditions Used in the
Present Study
conventional stove
ecodesign stove
fuel
primary air
primary + secondary air
primary air
primary + secondary air
wood logs
X
X
TOS briquettes
X
X
X
peat
X
ecobrite briquettes
X
X
X
smoky coal
X
X
X
firelighter
X
X
A variety of methods was used to estimate
PM emission factors for
the firelighters alone. Using the ACSM + AE33 method, one test was
conducted by burning 100 g of firelighter in an empty stove. A further
three tests employed the ACSM + AE33 method during the ignition and
startup phase of a standard-stove test using TOS briquettes. All emissions
during the ignition and startup phase of these tests were attributed
to firelighters. A separate series of tests used the hot-filter method
to determine firelighter PM emissions, again using the standard stove.
In these tests, ≈100 g of firelighter was placed in a bed of
inert blocks, intended to simulate the presence of fuel blocks. Three
such tests were performed using primary air only, and a further four
tests incorporated secondary air.
Instruments
Samples of combustion
products were extracted from three ports in the chimney. The lowest
port, located 90 cm above the stove, supplied a Testo 350XL gas analyzer
(TESTO, U.K.) that measured concentrations of O2, CO, CO2, and NOx in the raw exhaust. The second and third ports,
both located 112 cm above the stove, supplied exhaust gas to the two
separate PM sampling systems described below.The hot-filter
PM emission measurements were obtained by drawing a sample of the
hot, raw flue gas through a 90 mm glass fiber filter (APFC09050, Merck
Millipore, Ireland), which was supported on a circular, stainless
steel mesh. The filter and mesh were in a housing that was heated
to a nominal temperature of 120 °C, although control of this
temperature was imperfect. A sample mass flow rate of 3.5 g min–1 was maintained using a Red-y Smart mass flow controller
(Vogtlin Instruments, Switzerland). Filters used in the hot-filter
sampling train were conditioned before and after sampling, by drying
them in an oven at 160 °C for 2 h prior to being stored in a
desiccator. After holding in a desiccator for 12 h, the filters were
weighed on a College 150 weighing scale (Mettler Toledo, U.K.). The
change in mass of the filter paper before and after the test is assumed
equal to the mass of PM collected.The second system measured
PM emissions following cooling and dilution
of the raw exhaust sample. This method attempts to simulate the household
mixing of exhaust gases with ambient air, following their exit from
the flue. PM mass measured using this approach is generally higher
than obtained with hot-filter measurements because cooling of the
sample encourages condensation of volatile organic compounds (VOCs)
onto the surface of existing solid particles. The exhaust sample was
first drawn through a PM2.5 cyclone and moisture trap,
located approximately 2 m downstream of the sampling port. The sample
then entered a diluter (DI-1000; Dekati Ltd), with a dilution range
of 70–200:1, where it was diluted with compressed clean air.
The cooled, diluted sample was then split and fed into an ACSM (Aerodyne
Research Inc.) and an aethalometer (AE33, Magee Scientific).The ACSM measured the nonrefractory, submicron aerosol (NR-PM1) composition (i.e., organic aerosol, sulfate, nitrate, ammonium,
and chloride) with a time resolution of 2 min. The operating principle
of the ACSM is described in Ng et al.[28] and in Lin et al.[29] Briefly, a Nafion
dryer was used to dry the sample (flow rate 3 L min–1) before it entered the ACSM. Within the ACSM, the dried particles
are focused into a narrow aerosol beam, which is directed onto a hot
tungsten oven (≈600 °C) under a high vacuum. At 600 °C,
the NR-PM1 components were vaporized, and the vaporized
molecules were ionized by electron impact (70 eV). The resulting ions
were analyzed by a quadrupole mass spectrometer. The mass concentration
of NR-PM1 components was determined using ACSM software v1.6.1.0.
Note that black carbon and other refractory components are not analyzed
by the ACSM as they are not efficiently vaporized at 600 °C.An aethalometer (AE33, Magee Scientific) was used to measure the
black carbon (BC) from the same isokinetic sampling line as the ACSM,
at a flow rate of 5 L min–1. A detailed description
of the operating principles of AE33 is available in Drinovec et al.[30] Briefly, the light absorption of the particles
collected on the filter was measured at seven wavelengths (370, 470,
520, 590, 660, 880, and 950 nm) with a time resolution of 1 min.[34] The change in optical attenuation at 880 nm
was used to calculate the BC mass concentration using the mass absorption
cross section of 7.77 m2 g–1.For
tests using the conventional stove, the fuel consumption rate
was determined in real time using a load cell. The existing grate
was removed from the stove, and fuel was placed instead in a specially
designed basket, supported on the load cell as shown in Figure a. A tray, positioned below
the basket, collected ash produced during combustion. For tests using
only primary air, the inlet airflow rate was measured by installing
a circular duct with an inner diameter of 5 cm connected to the primary
air inlet. A pitot tube was positioned in this duct and connected
to a differential pressure transducer (Control 699, Huber, Germany)
to measure the flow rate of air into the stove.In contrast
to this arrangement, the Ecodesign wood stove was mounted
directly on a weighing scale (Kern, Germany) with a precision of 0.005
kg, as shown in Figure b. The weight of the stove plus fuel was recorded manually once per
minute, and burning rates were calculated from mass loss over time.
The connection between the flue and the stove was modified to ensure
that it did not interfere with weight measurements.Additional
sensors measured the flue gas temperature at the base
and top of the flue, ambient temperature and pressure, and the temperature
of and pressure drop across the PM filter housing. Data from all sensors
was acquired and stored using LabVIEW VI software, which also presented
a graphical and numerical display of key parameters on a PC monitor.
All parameters were averaged over 10 s.
Emission
Factor Calculation
Regardless
of the measurement method employed, the PM emission factor is calculated
as follows[31]For hot-filter measurements, the mass of PM
collected on the filter is known. This is scaled up to the total flue
emission using the ratio of total flue gas flow to sample flow. The
sample flow rate is fixed at 3.5 g min–1; the flue
gas flow is obtained by adding the measured inlet airflow to the measured
fuel mass consumed during the sampling periodMeasurements
obtained using the ACSM and AE33
are reported as mass concentrations (μg m–3) in the diluted exhaust sample and shown as cmeas in eq .
This is converted to mass concentration (cPM) in the raw exhaust using the dilution ratio (DR) of the sampling
process, which varies from test to test (and sometimes during a test).
The dilution ratio (DR) for each test is obtained by comparing the
CO concentration in the raw and the diluted exhaust gas.Once the PM concentration (cPM) in the raw exhaust is known, it is multiplied by the
total volume of flue gas emitted (Vflue) during the sampling period. That volume is obtained from the measured
mass of air and fuel consumed during the sampling period and an assumed
density of 1.2 kg m–3 for the exhaust gas at standard
temperature and pressure.HenceInlet airflow was measured directly for tests
using the standard stove. This data was not available for the Ecodesign
stove and was therefore estimated by assuming that the airflow through
each stove was proportional to its nominal rating (9 kW for the Ecodesign
stove vs 11 kW for the conventional stove). The CO2 and
CO emission factors were calculated from their measured concentration
in the flue gas and the mass flow rate of gas in the flue.
Thermal Efficiency Calculation
The
main characteristics that are typically tested in the laboratory are
safety, durability, and physical performance characteristics such
as combustion quality, emissions, heat transfer, power range, and
thermal efficiency.[32] In the present study,
thermal efficiencies (TEs) were calculated using eqs and 7.[33]In eq , qa is the proportion of losses
through specific heat in the flue gases, relative to the calorific
value of the test fuel (as fired-basis), and qb is the proportion of heat losses through combustible constituents
in the residues, relative to the calorific value of the test fuel
(as fired-basis). The total heat output (P) is calculated
in eq (33)In eq , HHV is the higher heating value, W and H are weight
% of
moisture and hydrogen in the fuel, respectively, and mfuel is the mass of the tested feedstock. For this set
of calculations, any unburned material still present on the stove
grate was discounted, as in household operation; this material is
retained and burned in any subsequent fires. Only material passing
through the grate into the ash-pan was removed, with corresponding
carbon/sulfur contents analyzed, as reported in the Supporting Information
(Table S3). This modification accounts
for the large fraction (>25%) of unburned material remaining on
the
grate after tests with smoky coal and Ecobrite.
Original Feedstock Characterization
Prior to chemical
analysis, all fuels were milled in a laboratory-scale
pulverizing mill LM1-P (LABTECHNICS, Australia) and sieved to <0.18
mm particle size. The elemental analysis of test fuels and solid residues
was performed on an Analyser Series II (Perkin Elmer), according to
the procedure described in ASTM D5373-02. Acetanilide was used as
a reference standard, and the oxygen content was calculated by difference.
Proximate analysis was conducted to determine the fraction of moisture,
ash, volatiles, and fixed carbon according to the procedures described
in ASTM D2216-19, ASTM D1102-84, ASTM D3175-11, and ASTM D3172-13.
The higher heating value (HHV) was determined by a bomb calorimeter
(IKA C-200) following ASTM D2015-95. Ash compositional analysis was
performed by inductively coupled plasma-optical emission spectrometry
(ICP-OES) with prior microwave digestion according to ASTM D6349-13.
The Cl and S contents in the ash were analyzed by inductively coupled
plasma-optical emission spectrometry/ion chromatography (ICP-OES/IC)
at Celignis (Limerick, Ireland). Ash samples were dissolved in ultrapure
water at 120 °C for 1 h, with the solution then filtered and
analyzed by ICP-OES/IC.[34]
Results
Five fuels were tested in this study: torrefied olive stone (TOS)
briquettes; manufactured, smokeless, coal ovoids (“Ecobrite”);
sod peat; wood logs; and bituminous coal. The TOS briquettes and Ecobrite
ovoids were manufactured at Arigna Fuels (Carrick on Shannon, Ireland).[21] Ecobrite briquettes are produced by crushing
anthracite to particle size < 3 mm, mixing with a 4.0% w/w starch
binder, and pressed to a regular shape through a roll press. To produce
TOS briquettes, olive stones are sieved to 1–3 mm particle
size, torrefied at 280 °C as previously reported,[22] and crushed.The TOS powder is then mixed
with a binder and pressed into a shape similar to that of coal-based
briquettes. Peat sod was locally obtained from Leitrim, Ireland. The
peat sod was cut in 11 cm logs and naturally dried prior to burning
experiments. Wood logs cut from softwood grown in Ireland and bituminous
coal from Silesia, Poland, were purchased from retail outlets.Table shows that
bituminous coal and Ecobrite briquettes are high in carbon, sulfur,
and ash compared to the biomass-based fuels. The high carbon (and
correspondingly reduced oxygen) content in the fossil-based fuels,
coupled with their low moisture content, increases their HHV relative
to TOS, wood, and peat, confirming previous results.[35] Ash analysis reveals that peat ash is higher in phosphorous,
magnesium, and calcium than both wood logs and olive stones.[36] Ash from bituminous and Ecobrite coals is higher
in iron, aluminum, sodium, and silicon contents than the biomass-based
fuels, as reported by Koukouzas et al.[37] Overall, Table illustrates
the differences in a composition of raw fuels and pretreated biomass
that could impact the combustion cycle in a domestic stove.
Table 2
Proximate, Ultimate, and Ash Compositional
Analyses Using Firelighter, Wood Logs, Raw Olive Stones, Briquettes
from Torrefied Olive Stones, Peat, Smokeless Briquettes from Coal
(Ecobrite), and Smoky Coal Milled to 0.18–0.425 mm
properties
wood logs
raw olive
stones
TOS briquettes
peat
Ecobrite
smoky coal
firelighter
Proximate Analysis/DIN EN 14775
moisture (wt % as received)
15.7
15.5
9.4
26.5
6.3
1.3
0
ash at 550/815 °C, (wt % db)
0.2
0.8
2.1
2.1
3.9
4.9
1.7
volatiles (wt % db)
80.8
76
45.7
63.7
15.3
32.4
94.3
HHV (MJ kg–1 ar)/ISO 1928
19.2
22.2
24.3
19.8
32.8
31.3
35.9
LHV (MJ kg–1 ar)/ISO 1928
17.1
18.8
22.9
18.1
31.9
30.3
33.3
Ultimate Analysis (wt %, dry basis)/DIN EN 14775
C
51.8
44.8
61.8
54.9
81.8
77.4
74.5
H
6.8
5.8
4.1
3.7
3.1
4.2
12.1
N
1.1
0.2
0.7
1.6
2.7
1.4
4.8
O
40.1
48.3
31.3
37.6
18.5
12.1
8.1
S
0.01
0.1
0.06
0.4
1.9
0.6
0.2
Cl
0.01
0.01
0.01
0.03
0.01
0.05
0.03
Ash
Compositional Analysis in Feedstock (mg kg–1, dry basis)/DIN EN 15290
Al
15
100
250
1550
9100
5900
Ca
550
1650
1500
4000
3200
4600
Fe
100
70
250
3600
6800
5600
K
350
1600
1900
270
2300
550
Mg
100
150
200
5000
450
1550
Na
60
300
650
780
2100
2000
P
70
100
150
1200
750
1500
Si
90
1800
2000
6000
37 000
11 000
Ti
1
10
20
90
600
260
Changes in Fuel Mass
Figures and 3 show the fuel consumption (mass loss) rates over
time for tests
in the conventional and Ecodesign stoves, respectively. Differences
are observed among fuels, stoves, and air supply strategies. Generally,
fuels with a high volatile content, i.e., wood logs, TOS briquettes,
and peat, burned faster than Ecobrite briquettes or bituminous coal.
Ecobrite briquettes, which have the lowest volatile content and highest
fixed carbon, exhibited the lowest burning rate. Figure b shows that bituminous smoky
coal burned less consistently than the other fuel types, possibly
due to the nonuniform size and shape of lumps of coal, as suggested
elsewhere.[38] The regular shape and homogeneity
of TOS and Ecobrite briquettes encouraged a more consistent burn.
Coal type is characterized by relative size when screened, and these
are generally of the type (from the largest to the smallest) trebles
> singles > trebles > slack (or dross).[39] There is also the potential for inconsistency depending
on the part
of the seam where the coal was mined or if the coal was blended in
any way post mining. Ecobrite briquettes are manufactured by crushing
to particle size < 3 mm, which are then bound together with a known
quantity of binder and pressed to a regular shape through a roll press
to improve durability. The coal briquettes have regular spacings when
placed in the fire and allowed for air passage.
Figure 2
Mass changes in kilogram
during combustion using primary air settings
in the conventional stove.
Figure 3
Mass changes
in kilogram during combustion using primary only or
primary combined with secondary air settings in the conventional or
Ecodesign stove.
Mass changes in kilogram
during combustion using primary air settings
in the conventional stove.Mass changes
in kilogram during combustion using primary only or
primary combined with secondary air settings in the conventional or
Ecodesign stove.The high volatile contents
of wood logs, TOS briquettes, and peat
mean that these products generate combustible gases at relatively
low temperatures, which promotes fast burning in stoves. The regular
shape and homogeneity of torrefied biomass briquettes ensure a more
consistent burn. Wood logs and peat sod were cut in larger pieces
compared to briquettes, which might lead to differences in fuel stacking
during the experiments, leading to air passages in both stoves and
higher burn rates.In both stoves, the combustion rate of wood
logs and Ecobrite briquettes
was quite insensitive to the use or omission of secondary air, as
shown in Figure .
All three of the fuels tested in both stoves burned more rapidly in
the Ecodesign stove, indicating that stove design can significantly
impact combustion.In general, Figures and 3 show that for
a given fuel, stove,
and air configuration, there is a difference between experiments 1
and 2. These results indicated that it is naturally expected to observe
differences in any standard test procedure because each experiment
is significantly affected by the performance of an individual stove
user. Even if the duration of the test is in accordance with the standard
test procedure,[27] differences in mass loss
can be observed due to the various distributions of coal pieces in
a stove basket. This requires careful reconsideration of the existing
standard procedures for solid-fuel burning. The standard procedures
for monitoring of PM emission factors vary among different countries.
Therefore, the significance of the present study relies on the use
of several methodologies for PM emission monitoring, as discussed
in Section .
PM Emission Factors
Figure shows the relative composition
of PM present in the cool, diluted flue gas, for each of the five
fuels and for firelighters, as determined using ACSM and AE33.
Figure 4
Relative composition
of PM emissions measured using ACSM + AE33
from combustion of wood logs, torrefied olive stone briquettes, peat,
Ecobrite briquettes, smoky coal, and firelighter in conventional and
Ecodesign stoves using primary air supply shown as a percentage.
Relative composition
of PM emissions measured using ACSM + AE33
from combustion of wood logs, torrefied olive stone briquettes, peat,
Ecobrite briquettes, smoky coal, and firelighter in conventional and
Ecodesign stoves using primary air supply shown as a percentage.For all five of the fuels tested, the chemical
composition of PM
was dominated by organic aerosol (OA), which accounted for between
52 and 93% of the PM mass. Black carbon (BC) constituted less than
10% of PM mass for all fuels except for bituminous coal, where it
accounted for almost 45%. Sulfate (SO4) accounted for ≈20%
of the PM obtained from Ecobrite smokeless coal, reflecting the higher
sulfur content of the raw fuel. Other inorganic species—nitrate,
ammonium, and chloride—represented only very minor fractions
of PM mass in all cases. It is also notable that PM composition was
not influenced significantly by stove design although, as discussed
below, stove design does influence the total mass of PM emitted. The
composition of PM emissions from TOS briquettes and Ecobrite showed
only small variations between the conventional and Ecodesign stoves.
PM from TOS briquettes showed a higher concentration of SO4 (2.8%) in the Ecodesign stove than in the conventional stove (1.5%).
For Ecobrite briquettes, the Cl concentration was higher in PM from
the Ecodesign stove (4.9%) than from the conventional stove (1.5%).
These differences might be explained by the better air recirculation
during burning of biomass and smokeless briquettes in the Ecodesign
stove, leading to the more extensive release of chlorides and sulfates.For most of these fuels, the mass of OA in PM is closely linked
to the volatile content of the raw fuel: a higher volatile fraction
leads to higher OA emission. TOS briquettes are an exception to this
rule—despite a moderately high volatile fraction, OA emissions
are low. This is probably because torrefaction removes a multitude
of products including water, tars, and a great many degradation products
from the lignocellulosic structure.[40] Depending
on the torrefaction processing conditions, the composition of emitted
products changes markedly from relatively simple oxygen-containing
polar compounds at temperatures of 220–260 °C (e.g., acetic
acid, furfural, and methoxyphenols) to more complex and higher-molecular-weight
tars that are cross-linked sufficiently to form viscous hydrophobic
and predominantly hydrocarbon-based compounds (macro-aromatic structures)
when the reaction temperature is raised above the autothermal temperature,
which is generally in the range of 270–300 °C.[41] In contrast to solid fuels, the composition
of PM from firelighters was dominated by BC (88.9%). OA accounted
for only 10.3% of the firelighter PM, with minor traces of inorganic
species again present (see the Supporting Information Table S1 for numerical data). The measurement
of high BC concentration in PM from the firelighter affected the design
of experiments and data processing. Thus, the impact of measurement
method on PM emission factors was investigated by presenting the results
with “including ignition phase” and “excluding
ignition phase”.
Effect of Measurement Method
on PM Emission
Factors
As previously noted, PM emissions in this study were
measured using two different methodologies. A combination of ACSM
plus AE33 aethalometer was used to measure the PM concentration in
cool, diluted flue gas, whereas a hot-filter method measured the PM
concentration in the hot, raw flue gas. Two versions of the hot-filter
PM EF are presented in Figure : including ignition phase and excluding ignition phase.
Figure 5
PM emission
factors measured gravimetrically using the hot-filter
system including and excluding the ignition phase, ACSM + AE33, and
only AE33 excluding the ignition phase from combustion of wood logs,
torrefied olive stone briquettes, peat, Ecobrite briquettes, smoky
coal, and firelighter in a conventional stove with primary air supply
shown in g GJ–1.
PM emission
factors measured gravimetrically using the hot-filter
system including and excluding the ignition phase, ACSM + AE33, and
only AE33 excluding the ignition phase from combustion of wood logs,
torrefied olive stone briquettes, peat, Ecobrite briquettes, smoky
coal, and firelighter in a conventional stove with primary air supply
shown in g GJ–1.The including ignition phase data attributes all PM emissions to
the test fuel. In reality, however, some of this PM derives from the
firelighters. The excluding ignition phase data estimates the firelighter
contribution using our measured firelighter EF and the mass of firelighter
used in each test. This estimated firelighter contribution is then
subtracted from the total PM emissions before calculating the excluding
ignition phase EF.Figure presents
the PM EF for each of the five fuels, and for firelighters, obtained
using each approach. All data in the figure pertain to tests with
the standard stove, using primary air only. The results showed that
the PM emission factor determined for a given fuel depends on the
measurement method employed. For wood and peat, the PM EFs determined
using cool, diluted exhaust are substantially higher than those determined
using the hot-filter method. This correlates well with the high proportion
of OA in the PM from these fuels and implies that a significant fraction
of the OA emissions from these fuels can remain in the vapor form
at temperatures around 120 °C. These vapors cannot be trapped
by a filter and therefore do not contribute to the PM emissions measured
using the hot-filter approach. In the cooled, diluted flue gas, however,
many volatile organic compounds (VOCs) will tend to condense from
vapor to liquid as cooling proceeds. Solid particles act as condensation
nuclei for these VOCs, which are adsorbed onto the particle surface.
This increases the mass of PM present in the cooled exhaust, which
is measured using the ACSM + AE33. For fuels with a lower volatile
content, such as coal and Ecobrite, the effect of VOC condensation
is reduced, and the PM EF determined using a heated filter closely
matches that obtained in the cooled, diluted exhaust.Substantial
variations in PM EF are observed for all fuels, irrespective
of the measurement approach. Such variability is inherent in the combustion
of solid fuels in a domestic stove. It can be attributed to differences
in the size, shape, moisture content, and volatility of the fuel elements
used from test to test and/or to differences in the physical arrangement
of the fuel elements and firelighters in the stove prior to ignition.
To be representative, a PM emission factor should therefore be derived
from a suitably large number of repeat tests.Firelighters have
a very high PM emission factor, regardless of
the measurement method employed. Inclusion or omission of these emissions
can make a substantial difference to the PM EF calculated for a particular
fuel. Qualitatively, emission factors determined using the ACSM and
AE33 were broadly comparable to those obtained using the hot-filter
approach, as seen in Figure . In particular, the PM emission factor for firelighters is
found to be much higher than for any of the fuels. Quantitatively,
PM emission factors determined from gravimetric measurements are lower
than those derived from ACSM and AE33 measurements, for most fuels.
This is primarily because the hot-filter method does not capture light
condensable organic compounds (COCs). The impact of the measurement
method on PM emission factors was further investigated in a domestic
stove of different designs, as discussed in Section .
Effect of Stove Design
on PM Emission Factors
Figure illustrates
the impact of stove design on PM emissions, for three of the fuels
tested. It is clear that switching from the standard stove to an Ecodesign
stove reduced the PM EF significantly for all three fuels. However,
it is also notable when burning TOS briquettes that the Ecodesign
stove reduces PM EFs by over 80% when based on measurements in the
cooled, diluted exhaust but by less than 20% when using the hot-filter
method. This may indicate that a primary benefit of using the Ecodesign
stove when burning TOS briquettes is a substantial reduction in the
mass of OA that leaves the combustion chamber.
Figure 6
PM emission factors from
combustion of smoky coal, torrefied olive
stones, and Ecobrite briquettes in the conventional or Ecodesign stove
using primary air supply. Triangles denote EF obtained using ACSM
+ AE33; circles denote EF obtained using the hot-filter approach.
PM emission factors from
combustion of smoky coal, torrefied olive
stones, and Ecobrite briquettes in the conventional or Ecodesign stove
using primary air supply. Triangles denote EF obtained using ACSM
+ AE33; circles denote EF obtained using the hot-filter approach.Another benefit of the Ecodesign stove application
is a simple
control of the additional air supply that increases the fuel oxidation
and reduces formation of emissions, as discussed in Section .
Effect
of Secondary Air Supply on PM Emission
Factors
Figure presents the PM EFs obtained with the conventional stove, burning
wood logs, or firelighters, based on the hot-filter method.
Figure 7
PM emission
factors from combustion of wood logs and firelighter
in the conventional stove using primary air supply or secondary air
supply.
PM emission
factors from combustion of wood logs and firelighter
in the conventional stove using primary air supply or secondary air
supply.These results indicate that the
use of secondary air can reduce
PM from wood logs by about two-thirds due to the improved mixing of
fresh air with preliminary combustion products. Operator behavior
can clearly exert a strong, adverse influence on PM emissions when
burning solid fuels. On the other hand, no significant reduction in
PM EF is observed for the firelighters. This is because substantial
excess air is already available when firelighters alone are burned.
It has already been noted (Section ) that PM from firelighters is dominated by BC. The
incorporation of cool secondary air is therefore unlikely to yield
a substantial reduction in BC emissions. It is also evident that the
PM emission factor for firelighters is substantially higher than for
any of the fuels tested. Because firelighter PM is dominated by BC,
whereas PM from most solid fuels is dominated by OA, kerosene-based
firelighters accounted for between 78 and 97% of BC emitted from combustion
of almost all solid fuels in this campaign. Bituminous coal was the
only exception, with firelighters accounting for “only”
one-third of BC emissions.As previously stated, many standard
test protocols for domestic
heating appliances do not count particulates from the lighting-up
phase because these standard tests light the fuels using a fixed mass
of propane or butane gas. Emissions are measured only once the stove
has reached a stable burning condition and therefore reflect the minimum
likely level of emission. In the present work, however, kerosene-based
firelighters displayed a PM emission factor 10 times higher than those
of typical solid fuels. These firelighter emissions also overlap with
potentially high levels of boil-off emission from cool fuel elements
during the lighting-up phase, particularly for untreated biomass-based
fuels such as wood and peat. PM emissions during the ignition and
lighting-up phases are therefore very much higher than during the
stable combustion phase. From an air-quality and human-health perspective,
it is essential that these startup emissions are accounted for when
regulating PM emissions from domestic appliances. The combustion of
solid fuels is always accompanied by the release of gaseous species.
Moreover, the calculation of thermal efficiency of domestic stoves
includes the measurement of carbon dioxide. The concentrations of
gaseous species are discussed in Section .
Gas Composition
Figure shows measured
concentrations
of CO2 and CO in the raw exhaust for each test. For tests
using the conventional stove, peak CO levels were generally in the
range of 3000–6000 ppm but showed a large dependence on the
fuel type and flame phase, i.e., “intense” or “weak”.
Large variations were observed between repeat runs, as shown in Figure a,b. It is also possible
to distinguish some differences in the overall pattern of emission,
between fossil-based fuels on the one hand and biomass-based fuels
on the other, as shown in Figure c,d.
Figure 8
Gas composition (CO, ppm, and CO2 in %). (a,
b) Test
repeatability with wood logs in a conventional stove using primary
air supply or with the addition of secondary air supply. (c, d) CO
and CO2 compositions of burned wood logs, peat, smoky coal,
firelighter, TOS, and Ecobrite briquettes using a conventional stove.
(e, f) CO and CO2 compositions of burned TOS and Ecobrite
briquettes using a conventional or an Ecodesign stove.
Gas composition (CO, ppm, and CO2 in %). (a,
b) Test
repeatability with wood logs in a conventional stove using primary
air supply or with the addition of secondary air supply. (c, d) CO
and CO2 compositions of burned wood logs, peat, smoky coal,
firelighter, TOS, and Ecobrite briquettes using a conventional stove.
(e, f) CO and CO2 compositions of burned TOS and Ecobrite
briquettes using a conventional or an Ecodesign stove.For fossil fuels, the CO concentration is relatively low
during
lighting-up/flaming combustion, starts to rise as the heating output
decreases, and is at a maximum during the smoldering phase. Biomass-based
fuels are much more variable in their CO output, with CO emission
peaks likely to occur at any time during the test, confirming the
previous results of Mitchell et al.[25] Peak
CO2 concentration is associated with intense flame periods,
characterized by large flames in the stove. With the conventional
stove, these peaks are observed 10–16 min after ignition for
wood logs and peat, 1 h after ignition for TOS and Ecobrite briquettes,
and 2 h after ignition for bituminous coal. As the flame intensity
falls, “weak flame” periods lead to a decrease in the
CO2 concentration coupled with lower combustion temperatures.[42]Figure e shows that changing to an Ecodesign stove did not affect
the concentration of CO.Moreover, the differences between solid
fuels had a stronger influence
on the gas composition than the stove type, as seen in the similar
CO and CO2 concentrations for TOS briquettes burned in
each stove, as shown in Figure e,f. Distribution of CO and CO2 was different for
tests with primary air only and those with the addition of secondary
air, as shown in Figure a. Primary air entering the stove directs air underneath the combustion
zone, whereas the stoves have a secondary air setting that controls
the rate of burn when using wood or high-volatile fuels and is also
used to keep the glass clean. Therefore, experiments with only the
primary air open showed more heterogeneous CO and CO2 gas
release than the experiments with the addition of secondary air supply.
This is partially due to the dilution factor with excess air.
Thermal Efficiency Factors
Thermal
efficiencies (TEs) and heat power values were calculated using eqs and 7.[43] The values were calculated as an average
of two experiments. As can be observed in Figure b and the Supporting Information (Tables S3 and S4), the thermal efficiency for
Ecobrite was high (≈78%) and the relative heat output was low
(1.7 kW). This was largely due to the large amount of unburned product
retained on the grate and which, due to the high fixed carbon content
of Ecobrite (≈75%), require stove combustion temperatures to
be elevated to >800 °C for extended periods, which is curtailed
when the stove is “slumbering”.
Figure 9
Calculated thermal efficiencies
and heat power for wood logs, torrefied
olive stone (TOS) briquettes, peat, Ecobrite, and smoky coal using
primary air and with the addition of secondary air supply.
Calculated thermal efficiencies
and heat power for wood logs, torrefied
olive stone (TOS) briquettes, peat, Ecobrite, and smoky coal using
primary air and with the addition of secondary air supply.This elevated temperature ensures complete combustion of
carbon
to CO2, with a corresponding increased heat output. High
thermal efficiencies are achieved when flue gas losses are curtailed.
Flaming combustion of high-volatile materials (wood, TOS briquettes,
and peat especially) creates large volumes of very hot gas, raising
the average flue temperature over shorter average durations than fuels
with high fixed carbon contents. This accounts for significant heat
losses in the flue gas, lowering thermal efficiencies. A further factor
is the increased flue gas airflow and raised flue temperature as a
result of a rapidly burning fuel, which in turn draws more air into
the inlet, which increases the combustion rate. Figure a suggests that the secondary air addition
has very little effect on the stove efficiency. Secondary air addition
to the wood log burning is a way to both cool the flue gas and increase
the volume, thus increasing the stove efficiency. However, the secondary
air addition in conventional stoves seems to have a compensating effect
from the experimental environment (room temperature, room air circulation,
occasional stove door opening, etc.) on the stove efficiency. Operator
behavior can clearly exert a strong, adverse influence on PM emissions
and also on the stove efficiency.The burning of smoky coal
and Ecobrite was strongly affected by
the user-specific differences in a pile preparation prior to fuel
ignition. During the entire experimental campaign, the user-specific
features, i.e., height and shape of the fuel pile and placement of
coal briquettes or lumps in a basket, had a significant influence
on the burning rate. The increased thermal efficiency from smoky coal
and Ecobrite is due to the largest proportion of heat emitted from
radiation, leading to the glowing or reddening of coal. This provides
sustained heat output for extended periods, long after flaming combustion
has subsided, as shown in Figure b. This type of combustion is synonymous with low-smoke
fuels and leads to a corresponding reduction in PM emissions.The maximum heat output was achieved with TOS briquettes, which
is a consequence of high volatile content (45.7%), low moisture content
(<10%), and raised higher heating value (≈24.3 MJ kg–1), which compounded to a consistently fast burn, but
with greater flue gas losses, as shown in the Supporting Information
(Tables S3 and S4). Burnout was almost
complete, which meant unburned losses were negligible. In general,
the TEs clearly showed that a combination of fuel type (with differences
in mineral matter, carbon/hydrogen content, moisture, and lower heating
value), stove design, airflow settings, and user type plays an important
role in the calculation of heat outputs. These important findings
in combination with the current policy reports will be further discussed
in Section .
Discussion
This study showed that wood logs generated
the most amount of PM
and CO2 emissions, whereas TOS briquettes and Ecobrite
produced less PM emissions than other solid fuels, as shown in Section and in the
Supporting Information (Figure S5). The
PM emission factors for solid fuels ranged from 0.2 to 108.2 g GJ–1 net depending on the stove type, air supply, and
method of PM determination. In general, the literature reports a range
of values for PM emission factors for wood, woodchips, and pellets
made from triticale and miscanthus burning varying from 3 to 170 g
GJ–1.[44−46][44−46] Thus, the present PM
emission factors for wood log burning using both ACSM and gravimetric
methods were in the range of previously calculated PM emission factors
(34.8–108.2 g GJ–1).[42] In the present study, Ecobrite and TOS briquettes generated the
lowest PM emission factors (6.0–18.7 g GJ–1), lower than the PM emission factors reported (51.5–98.1
g GJ–1) for smokeless fuel in the literature.[23,47] The Ricardo report estimates that the total annual mass of PM2.5 emissions from residential burning of smoky coal in Ireland
is 2451 tons (31% of the total PM emissions), peat is 4858 tons (62%
of the total PM emissions), and biomass is 588 tons (7% of the total
PM emissions).[47] However, uncertainty surrounds
the reporting of biomass fuel consumption, which may be 50–200%
higher, when nontraded wood is included.[6,48]Burning
of these products accounts for over 93% of the total residential
particulate PM2.5 emissions for the whole of Ireland. If,
as proposed, domestic combustion of smoky coal and peat were 100%
substituted with unprocessed biomass fuels, our results suggest that
this could lead to significant increases in particulate air pollution.
As noted in Section , the absolute level of PM emissions determined for a particular
test depends on the measurement method employed. Cooling and dilution
of the flue gas prior to sampling ensure that condensable organic
compounds (COCs) are included in the PM measurements and therefore
tend to yield a higher PM EF than samples taken from the hot, raw
flue gas. The measurement equipment required, however, is substantially
more expensive, more delicate, and more cumbersome than the hot-filter
system and requires significant technical expertise for setup and
operation. The associated dilution system is prone to blockage (particularly
during the PM-intensive ignition/lighting-up phases) and introduces
significant uncertainty regarding the instantaneous dilution ratio,
which is central to the calculation of PM emissions. Moreover, the
literature suggests that PM EF is directly affected by the level of
dilution employed.[49,50] The hot-filter method, in contrast,
is relatively simple and robust and captures PM from all stages of
the combustion process, including the all-important ignition and lighting-off
phases. However, it does not capture volatile organic matter that
condenses at a temperature lower than that of the filter itself and
may therefore underestimate PM emissions for fuels with a high volatile
content.Based on the data in Section , the average PM2.5 emissions
arising from
domestic solid-fuel combustion across the whole of Ireland in 2011
were 360 g GJ–1. Our results suggest that, if torrefied
fuels were substituted for smoky coal, peat, and unprocessed wood
fuels, the reduction in PM2.5 emissions would be in the
range of 63%. This is supported by previous results describing the
benefits of torrefaction pretreatment leading to reduced formation
of PM emissions.[17] The decrease in PM emissions
caused by torrefaction is likely a culmination of different effects
such as pretreatment, physical structure of briquettes, elemental
composition, and reduction of moisture content, as previously reported.[21,25]When compared with Ecobrite, smoky coal had similar values
for
elemental composition and calorific values, as shown in Table . However, smoky coal showed
greater PM emission factors than the burning of smokeless coal generates.
Thus, the results indicated that the combination of elemental composition
and proximate analysis is a better indicator of the tendency of any
fuel to generate particulate matter, rather than elemental composition
alone.Operator behavior (e.g., control of air supply, configuration
of
fuel and firelighters prior to ignition) plays a significant role
in determining PM emissions and thermal efficiency during stove operation.
Due to large differences in the fuel morphology, it is not always
possible to follow guidelines given by stove manufacturers, which
leads to measurement uncertainty. In addition, differences in principles
of measurement methods, i.e., whether PM is measured in the hot, raw
flue gas or in cooled, diluted flue gas, significantly influence the
value calculated for PM emission factors. The present results using
the OA method confirmed that all three fuels, i.e., smoky coal, peat,
and biomass, can increase particulate air pollution. With regard to
the stove type, the present results showed that the Ecodesign stove
reduced PM emissions from burning of biomass and coal by 5–45%,
in agreement with previous results.[10,51] The TOS briquettes
emitted the least amount of particulate in both stoves.The
addition of secondary combustion air in both stoves led to
significant reductions in PM emissions (≈30–60%). A
previous study reported that PM emissions can be reduced by up to
90% by installing energy-efficient fans/blowers in test stoves.[52] The authors observed that total particle numbers
remained unchanged but that particle growth was inhibited when secondary
air was injected into the stove.[53] A synergistic
combination of factors such as biomass pretreatment, use of a modern
stove type, and appropriate control of secondary air supply can reduce
PM emissions from domestic solid-fuel combustion and must be considered
during the design of new-generation stoves. The results presented
here show that these factors also affect the heat output and stove
efficiencies. However, the interpretation of interaction between these
factors depends strongly on the use of standards for the calculation
of PM emission factors and thermal efficiencies.Introduction
of the Ecodesign directive for solid-fuel heaters
in 2022 should assist with reducing PM, NOx, and CO emissions over
a number of years; however, significant emission reduction could be
achieved sooner if consumers were encouraged to switch to less polluting
solid fuels.
Conclusions
The
novelty of the present work derives from the use of dual-measurement
methods to determine PM emission factors from domestic stoves. These
emission factors depend on user behavior, on stove-specific features,
and on the type of measurement method used. Organic aerosols were
the dominant constituents of PM emissions observed in our tests, regardless
of the compositional differences between the fuels. However, black
carbon constituted up to 90% of the PM emitted by firelighters, and
firelighters also displayed a PM emission factor far higher than any
of the fuels studied. These findings will be explored further in a
forthcoming paper. This study also suggests that thermally pretreating
biomass using torrefaction can significantly reduce emissions compared
to wood logs, peat, and smoky coal. A countrywide switch to (1) Ecodesign-approved
stoves and (2) lower-emitting solid fuels could have a significant
impact on air pollution reduction in Ireland. However, individual
users will continue to exert a substantial, uncontrollable influence
on the absolute level of PM emission from manually controlled domestic
stoves.
Authors: Chunshui Lin; Darius Ceburnis; Stig Hellebust; Paul Buckley; John Wenger; Francesco Canonaco; André Stephan Henry Prévôt; Ru-Jin Huang; Colin O'Dowd; Jurgita Ovadnevaite Journal: Environ Sci Technol Date: 2017-09-06 Impact factor: 9.028
Authors: Evan R Coffey; Didier Muvandimwe; Yolanda Hagar; Christine Wiedinmyer; Ernest Kanyomse; Ricardo Piedrahita; Katherine L Dickinson; Abraham Oduro; Michael P Hannigan Journal: Environ Sci Technol Date: 2017-10-23 Impact factor: 9.028
Authors: C Roulston; C Paton-Walsh; T E L Smith; É-A Guérette; S Evers; C M Yule; G Rein; G R Van der Werf Journal: J Geophys Res Atmos Date: 2018-05-16 Impact factor: 4.261