Document J3ojnpdGNqZx2dxoGjq2yKQjr
Inaccuracy of area sampling for measuring
the dust exposure of mining machine
operators in coal mines
Introduction
This study examines the accu
FJ. KISSELL AND H.K, SACKS
can be made to run continuously over long periods, rather than for
racy of area sampling for measuring the dust exposure of mining ma chine operators at coal mine work
F.N. Kissell and H.K. Sacks are bath seniat scientists with the Pittsburgh Research laboratory. National Institute for Occupational Safety and Health. Pittsburgh, PA. Nonmeeting paper number DO-
just an eight-hour shift. Area sam pling also relieves workers from the nuisance of having to wear a sam
ing faces. Area sampling refers to general air monitoring for measur
331. Manuscript submitted for review October 2000 and accepted for publication May 2001. Discussion of this peer-reviewed and
pling device for the entire work shift.Thus, depending on the level of
ing employee exposures, typically at some fixed location near the worker.
approved paper is invited and must be submitted to SME Publica tions Dept. prior to May 31, 2002.
inaccuracy introduced, it is possible to imagine circumstances where
The work was prompted by the
area sampling provides better re
development of a prospective new
sults overall.
type of dust sampling instrument called the machine-
Inaccuracy resulting from use of the MMCRDM has
mounted continuous respirable dust monitor (MMC- two sources. One is the MMCRDM itself (Kissell and
RDM). However, the MMCRDM is more than a new Thimons, 2001).' The other is the potentially more sig
sampling instrument. It also changes the location where nificant source of inaccuracy associated with the switch
samples are collected. The current method of working- to area sampling. This study deals only with the inaccu
face compliance sampling for coal mine dust uses "per racy resulting from the switch to area sampling. For this
sonal sampling" equipment worn by workers. The purpose, the authors compared breathing zone samples
MMCRDM, housed in a 73-kg (160-lb) box. must be to area samples using "personal samplers" in both loca
mounted in a fixed location.Thus.it can only be used for tions. The effort had two parts:The first part was a litera
area sampling.
ture survey that extracted data from previous area
Modern industrial hygiene practice has been to sampling studies. The second part was the authors own
avoid area sampling and to sample airborne contami study on area sampling at one continuous miner face and
nants using "personal sampling" equipment worn by at one longwall face.
workers. It is well known that personal samples provide
more accurate results than area samples when the con Literature survey on area sampling
taminant source is nearby. Near contaminant sources, the
The authors found 12 studies that are relevant to
dilution air and the contaminants are not evenly mixed. area sampling of dust in coal mine working faces:
Therefore, exposure measurements must be taken from
Listak et al. (1999) conducted the most recent study
the worker's breathing zone to be accurate (Leidel et al.. on area sampling, comparing fixed-location area samples
1977). However, area sampling equipment can have
more functionality because of the relaxed size and
weight restrictions on the instrumentation. For example, an area-sampling instrument can be more sensitive and
'The results of MMCRDM measurements and the performance of the MMCRDM itself are being reported elsewhere.
Abstract This study examines the accuracy of area sampling
for measuring the dust exposure of mining machine op erators in coal mines. The specific objective of this re search was to find locations where an area sampler might work better than earlier studies have indicated. The results show thatfixed-location area sampling can not accurately predict the dust exposure of a machine operator, even when the bestfixed location is sought, the
fixed location is quite close to the operator and the bias due to the dust concentration gradient is corrected. In dustrial hygienists have known for many years that area sampling is unsuitable for measuring air contaminant exposures in the workplace. Near contaminant sources, the dilution air and the contaminants are not evenly mixed. Therefore, when workers are near contaminant sources, exposure measurements must be takenfrom the worker's breathing zone to be accurate.
MINING ENGINEERING FEBRUARY 2002 33
f----------- ,L5.
111
mm in m 1rmi i ii i t i
ft
11 1
rx____ L4
.
FIGURE 1
Miner-bolter and loader showing operator and fixed-location sites.
Key
(El) Operator site
L3 Fixed location site
to operator breathing zone samples. Data at deep cut trations at three locations (headgate, support #50 and
sections in five mines where remote operators controlled tailgate) along the face.
the mining machines were gathered. Listak et al. con
Kissell and Jankowski (1993) summarized several
cluded that there was little predictive capability between studies conducted by Foster-Miller to reduce continuous
the two locations. If the fixed-point dust level was 1.5 mg/ miner dust. During this work, Foster-Miller measured
m3, then the 95% confidence level predicted operator dust levels at the boom hinge point and in the operator
breathing zone exposure could vary from zero to 2.6 mg/ cab. The mean concentration ratio (hinge point: operator
m3. cab) was 4.15, and the standard deviation was 1.85.
In a study of nine longwalls, Sun et al. (1997) found
Babbitt et al. (1990) obtained dust concentration
no relationship between the dust concentration at the profiles around a longwall shearer during mining. The
shearer operator and the concentration at the tailgate. profiles showed a strong gradient across the shearer. The
However, Sun et al. also described another study con machine had a well-designed shearer-clearer system that
ducted at one longwall in Australia. The Australian study functioned to hold the dust cloud against the face as it
found a correlation between the shearer operator dust moved downwind from the shearer. When shield movers
concentration and the average of the observed concen- worked within 15 m (50 ft) of the return side of the
shearer, their dust levels were the
TABLE 1
same or less than those measured at the shearer.
Results of tests conducted by Divers et al. (1982).
Kelly et al. (1990) measured tracer gas gradients at a full-scale
model longwall shearer. Methane
Respirable dust
gas was released at the drums and
concentration, mg/m3
the concentration at various loca-
Shift
Cab operator
Remote
Ratio cabzremote
tions around the shearer was mea sured. One location was at the
1 4.34
0.14
31 headgate-side operator position and
2 3.33 3 1.95
0.09 0.08
37 another was the zone downwind of 24 the headgate-side drum on the face
side of the shearer. Both the gradi-
ent and the variability in the gradi
TABLE 2
ent were high. The average ratio
(face concentration/headgate opera
Results of the five published studies that provide enough
tor concentration) in 32 tests was 66,
information to calculate a mean concentration ratio.
with a standard deviation of 56. In
addition, Kelly et al. obtained a dust
Published study
No. of mines
Listak et at., 1999
5
Kissell and Jankowski, 1993 '"5 "
Kelly et at. 1990
Lab test
Divers et ai. 1982
1
Kost and Saltsman, 1977 ."8" '
Mean
ratio F/O
3.07 4.15 66 30.7 3.53
RSD
0.59 0.45 0.85 0.21 0.81
profile map of the headgate area during mining. The dust level varied from less than 0.5 mg/m3 to more than 1.5 mg/m3 across the entry.
Jayaraman et al. (1987) studied methods to reduce the dust level of continuous miner operators who use radio remote control to operate ma-
34 FEBRUARY 2002 MINING ENGINEERING
FIGURE 2
Longwall op erator and fixed-location sites.
chines equipped with dust scrubbers. It was found that, while these scrubbers remove a large portion of the dust, correct positioning of the operator can realize additional gains. When the machine operator positioned himself directly in front of the blowing curtain, his dust exposure level was 0.2 mg/m23. 4When the operator moved away from the curtain and positioned himself next to the miner, his dust exposure level was 3.1 mg/m3.
Peng and Chiang (1986) took dust measurements near the shearer during longwall mining. Depending on the cut direction and the operator position measured, the concentration over the shearer ranged from 18% to 71 % above the operator concentration. Peng and Chiang also obtained other data about the dust gradient along the face. In the study, the dust concentration in the walkway 9 m (30 ft) downwind of the shearer varied from being similar to 12 times higher when compared to the walk way at the shearer. Changes in the shearer water sprays caused this large variation.
Grayson and Peng (1984) conducted a regression analysis on the dust data from a longwall panel to predict the concentration at specific locations. It was found that by using "location on face" as a single independent vari able (Cl), dust level Cm in mg/m3 could be predicted as Cm = -0.2835 + 0.8106 VI, where the correlation coeffi cient r was equal to 0.8054, and r2 equaled 0.65. The fit ted model explained 65% of the total variation. However, to improve the predictive capability, it was necessary to incorporate other variables such as condi tion of roof, method of cutting, cutting time and air quan tity.
In a study of six mines, Jankowski and Organiscak
(1983) found that dust concentrations in the walkway 9 m (30 ft) on the return side of the shearer varied from being similar to three times higher when compared to the walkway at the shearer. Jankowski and Babbitt (1986) got similar results in a laboratory study using tracer gas, finding that the gas concentration downwind of the shearer varied from being similar to ten times higher than the walkway concentration at the shearer.
Divers et al. (1982) conducted a three-shift dust study in a mine that used remote control to guide the miner. The mine also used a push-pull ventilation system with both blowing and exhaust curtains in the working place. The remote control operator positioned himself 3 to 6 m (10 to 20 ft) behind the miner. Respirable dust samples were taken at the cab and at the remote control operator location. The results are shown in Table 1.
Rankin and Rodgers (1980) conducted dust concen tration surveys at locations away from the working face in intake air. Dust concentration correlations between area sampling locations and personal sampling of the section boss and shuttle-car operator were found. How-
2 The concentration ratio is analogous to the bias as described by Kennedy et al. (1995). Bias is the relative discrepancy between the mean of a distribution of measurements and the true concentration. In this paper, the conclusions are based on the assumption that all bias will be corrected. Fail ure to correct bias leads to greater errors than described here.
3 In dust sampling, the failure to correct area sampling bias invites "stra tegic sampling"-- that is, placement of dust samplers to achieve readings con sistently higher or lower than the true exposure of the worker.
4 It was assumed that the data cited in the literature survey are normally distributed. In the studies at the Federal #2 and Baker mines, Battelle con cluded that the data from these mines was normally distributed.
TABLE 3
Federal #2 Mine results for the fixed-location sites and the personal sample in the cab.
Concentration ratio between:
Shown as
Fixed loc. cab/pers. sample cab Fixed loc. right bolter/pers. sample cab Fixed loc. left bolter/pers. sample cab Fixed loc. right loader/pers. sample cab Fixed loc. left loader/pers. sample cab
LI /El L2/E1 L3/E1 L4/E1 L5/E1
Mean
ratio F/O
0.865 0.726 1.22 0.488 0.429
RSD
0.27 0.27 0.46 0.406 0.438
MINING ENGINEERING FEBRUARY 2002 35
TABLE 4
Federal #2 Mine results for the fixed-location sites and the remote operator location.
Concentration ratio between:
Fixed loc. cab/pers. sample remote op.
Fixed loc. right bolter/pers. sample remote op.
Fixed loc. left bolter/pers. sample remote op.
Fixed loc. right loader/pers. sample remote op.
Fixed loc. left loader/pers. sample remote op.
Shown as
L1/E5 L2/E5 L3/E5 L4/E5 L5/E5
Mean ratio F/O
2.49 2.07 3.32 1.33 1.17
RSD
0.285 0.299 0.304 0.243 0.325
ever, Rankin and Rogers cautioned not to expect good correlations near working-face dust sources, because shift-to-shift coefficient of variation values there varied from 25% to 60%.
Kost and Saltsman (1977) measured dust concentra tions near continuous miner operators at eight sections in six different mines. It was concluded that the dust pro files showed a zone of high concentration near the face, separated from a zone of clean air. The boundary be tween these two zones was near the operator, which made the location of the sampler critical. Kost and Saltsman saw a large variation in the dust gradient from mine to mine, concluding that no single correction factor applies for all mines. Kost and Saltsman also saw a large variation in the concentration gradient from shift to shift in the same section, concluding that even a single-section correction factor is impractical.
Establishing an accuracy criterion
The issue at hand is whether a measurement made at a "fixed location" (an area sample) will effectively show how much dust a worker, typically the operator of a min ing machine, is breathing. Because the dust source is nearby, the average concentration at the two locations will obviously be different. In other words, there will be a gradient that can be represented by a "concentration ratio." If the variability in this ratio is small, then a fixedlocation measurement can be used to show worker expo sure when the concentration ratio is applied as a correction factor.21
For the literature survey results to be useful, one must convert those results to a common denominator and then compare them to well-established measures of accuracy. Fortunately, five of the studies gave enough in formation to enable the authors to calculate a concentra tion ratio between the fixed location and the mining machine operator for each shift.These concentration ra-
5 Assuming that all bias is corrected. 6 2s is the value corresponding to 95.4% of the measurements. 7A more complete statistical analysis of the area sampling studies at the Federal #2 and Baker mines was undertaken by Battelle Inc. under contract to NIOSH. Copies of this Battelle report are available from the authors. 8 In this mine, the air on the longwall face moved from the tailgate to the headgate, and so the headgate-end shearer operator was the designated sampling position.
tios were then averaged over all shifts in the test, and the standard deviation calculated. The relative standard de viation (RSD) was calculated from the standard devia tion and the mean concentration ratio. Then, from the RSD in this concentration ratio, the authors could deter mine whether the accuracy criteria had been met.
Two accuracy criteria. 25% and 50%, were used. These are analogous to the NIOSH instrumentation ac curacy criterion (Kennedy et al,, 1995) and the European Community standard for "screening measurements" (CEN, 1994). For normally distributed data4, 95% of the measurements fall within the range 1.96s, where s is the standard deviation. For example, assuming that the mean is 100, for the criterion of 25%, then 1.96s = 25 or s = 12.7. Because the mean is 100. the standard deviation di vided by the mean (called the relative standard deviation or RSD) is 0.127. Thus, the 25% accuracy criterion is met at RSD = 0.127 or less3. For the criterion6 of 50%, 2s = 50 or s = 25. Hence, the RSD is 0.25, and the 50% criterion is met at RSD - 0.25 or less.
Results from the literature survey
The five published studies that provided enough in formation to calculate a mean concentration ratio be tween the fixed location and the mining machine operator (F/O) and to calculate a relative standard de viation for the concentration ratios are shown in Table 2. These values for RSD fail to meet the 25% criterion, for which the RSD is 0.127. and, with only one exception (Divers et al.), they also fail to meet the 50% criterion, for which the RSD is 0.25. The average shift-weighted RSD for all the mines studied (omitting the lab test) was 0.58.
Comprehensive study on area sampling in two mines
The results from the literature survey showed that area sampling resulted in poor accuracy -- that is, high RSD values. Therefore, between January and March 1999. the authors conducted a comprehensive area sam pling study in two mines to determine if they could find locations where area sampling might yield better results.
For this two-mine study, the authors used the per sonal samplers normally employed for coal mine compli ance sampling -- that is. a 10-mm Dorr-Oliver cyclone, a
36 FEBRUARY 2002 MINING ENGINEERING
37-mm filter and a Mine Safety Ap TABLE 5
pliances Co. Elf-Escort flow-con
trolled pump operated at 2 L/min.
Baker Mine results.
Pump calibration was checked be
fore each sampling shift using a Gillibrator calibrator and a filter load.
The fixed location sample (the surrogate for the MMCRDM) was a package of three samplers, with the average concentration of the three designated as the fixed-location measurement. For the personal samples, one sampler was used with the cyclone attached to the lapel of the worker in the conventional man ner. MSE1A pre- and postweighed the filters to a precision of 11 pg in its automated sample-weighing fa cility (Kogut et al., 1997). One filter blank was established for each shift
Concentration ratio between:
Fixed loc.shield #42/pers.sample HGSO
Fixed loc.shield #63/pers.sample HGSO
Fixed loc.shield #84/pers.sample HGSO
Fixed loc.shearer headgate end/pers. sample HGSO
Fixed loc.shearer tailgate end/pers. sample HGSO
Fixed !oc.#1 stage loader/pers.sample HGSO
Fixed loc.#2 stage loader/pers.sample HGSO
Shown as Mean
RSD
ratio F/O
L42/ET
0.798
0.380
L63/E1
0.713
0.450
L84/E1
0.490
0.302
L1/E1
1.138
0.503
L2/E1
1.015
0.591
L3/E1
1.564
0.423
L4/E1
1.574
0.378
of samples, and filter post-weights
were corrected for weight changes in the blank.
TABLE 6
The data were analyzed using
Kost and Saltsman study results.
the same "concentration ratio" ap
proach employed in the literature survey. The authors adopted7 this approach to allow a direct compari son to the literature survey results.
Mine
C C
Fixed
location (F)
right rear post left rear post
No. of
shifts
12 12
Mean
ratio (F/O)
0.666 0.806
RSD
0.39 0.33
Federal #2 Mine. The authors conducted the Federal #2 study on a miner-bolter section. Dust samples were collected for 11 shifts at five
D E E F
rear cab left rear post right rear post rear cab
10 8 8 8
0.690 0.934 1.07 0.956
0.38 0.60 0.58 0.28
worker exposure sites and five pos
sible fixed-location sites for the
MMCRDM. Concentration ratios were calculated be lation between the personal sample on the headgate-side
tween each of the five fixed-location sites, and the two shearer operator and the fixed location on the headgate
most prominent operator personal-exposure sites as side of the shearer (Ll/El), with an RSD value of 0.503.
shown in Fig. 1. These operator exposure sites were in
The results from the Federal #2 and Baker mines
the miner cab and at the location where the operator were unfavorable, with an overall average RSD of 0.37.
would stand if the machine were being operated re motely.
Table 3 shows the results for the fixed-location sites
Subset of data from samplers located within 760 mm (30 in.) of worker
and the personal sample in the cab. Table 4 shows the
The literature survey and the two-mine study
results for the fixed-location sites and the personal yielded unfavorable results. Therefore, the authors re
sample at the remote operator location. All of the RSD analyzed all of the data in the belief that samplers that
values fail to meet the +25% criterion, and all but one were closer to each other might provide better correla
fail the 50% criterion.
tion. The authors focused on a subset of two cases in
which the fixed location was within 760 mm (30 in.) of
Baker Mine.The authors conducted the Baker Mine the machine operator. The literature survey and the two-
study on a longwall section. Eleven shifts of dust samples mine study each provided one case.
were collected at six worker exposure sites and at seven
possible fixed-location sites for the MMCRDM. Concen
Kost and Saltsman study Kost and Saltsman (1977)
tration ratios were calculated between the most promi conducted a dust gradient study in six mines to assess the
nent worker personal-exposure site, the headgate-end impact of moving the sampler away from the continuous
shearer operator8 (HGSO) and each of the seven fixed- miner operator. The dust concentration measured at the
location sites, as shown in Fig. 2.
operator's lapel and the dust concentration measured
These fixed-location sites were at shield #42. shield elsewhere on the mining machine were compared. In
#63, shield #84. on the shearer at the headgate end. on four of the mines, Kost and Saltzman placed samplers on
the shearer at the tailgate end and at two places on the the rear post of the canopy that covered the operator
stage loader. Results are shown in Table 5. All of the cab. These were the samplers closest to the operator, and
RSD values fail to meet both the 25% and the 50% they were never more than 610 mm (24 in.) from the
criteria. The most surprising finding is the lack of corre sampler on the operator's lapel.
TABLE 7
Federal #2 study results.
Concentration ratio between:
Fixed loc.cab/pers. sample cab
Fixed loc.right bolter/pers. sample right bolter
Fixed loc.left bolter/pers. ' sample left bolter
Shown as
LI /El L2/E2 L3/E3
Mean ratio (F/O)
0.865
0.859
1.00
RSD
0.27 0.32 0.39
Distance
18 in. 30 in. 30 in.
Table 6 gives the mean concentration ratio for each mine and the std.dev./mean or relative standard devia tion (RSD). Every value fails both the 25% and the 50% criteria. This is a surprising result considering that the samplers were within a few feet of each other.
Federal #2 study. In the Federal #2 study, three data pairs represented cases where the operator sampler and the fixed-location samplers were very close to each other. These were as follows: the fixed-location measure ment at the miner cab vs. a personal sample on the con tinuous miner operator who sits in the cab (Ll/El): the fixed location at the right bolter vs. the personal sample at the right bolter (L2/E2); and the fixed location at the left bolter vs. the personal sample at the left bolter (L3/ E3). The mean ratios and RSDs for these cases are shown in Table 7. These values also fail both the 25% and the 50% criteria.
The Federal #2 samplers were very close to each other. The fixed-location samplers at the cab (LI) were only 460 mm (18 in.) from the personal sampler worn by the operator in the cab (El). In addition, the fixed-loca tion samplers at each bolter (L2 and L3) were only 760 mm (30 in.) from the corresponding personal sampler (E2 and E3). Yet the RSDs for ratios Ll/El, L2/E2 and L3/E3 were 0.27,0.32 and 0.39, respectively. The average RSD for this two-mine subset was 0.39. These results show a surprisingly wide variation in dust levels between samplers located within a few feet of each other.
Variance from the samplers
The high RSD values for the fixed-location/personal sampler ratios warranted an analysis of the samplers themselves. In the two-mine study, each fixed location value was the average of a three- sampler package in which the cyclone inlets were only 75 to 125 mm (3 to 5 in.) apart. In the Federal #2 Mine study, 11 shifts of dust samples were taken at five fixed-location sites, for 55 val ues.
In the Baker Mine study, 11 shifts of dust samples were taken at seven fixed-location sites, for 77 values. The mean sampler-to-sampler RSD for the 132 fixed-lo cation values in both mines was 0.12. An RSD value of 0.12 for samplers only 75- to 125-mm (3- to 5-in.) apart accounts for part of the poor correlation observed for samplers separated by greater distances.
Conclusions
The results of this work show that fixed-location
area samples cannot predict the shift dust exposure of a machine operator, even if the best fixed location is sought, the fixed location is quite close to the operator and the bias due to the concentration gradient is cor rected.
The average RSD from the literature survey was 0.58. From the two-mine comprehensive study, the value was 0.37, and, from the subset of area samplers within 760 mm (30 in.) of the worker, the value was 0.39. A part of this variability is due to the samplers themselves, which had an RSD of 0.12.
Acknowledgments
The authors gratefully acknowledge the important contribution of those who collected the data for this analysis: NIOSH employees Bruce Cantrell, Calvin Garbowsky, Gregory Green, Thomas Mai, Shawn Vanderslice and Jeanne Zimmer; MSHA employees Karl Ahlen, David Atchison. Ken Fields, Everett Gerbec and Brian Murphy.
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