The Science of the Total Environment, 33 (1984) 129-139 Elsevier Science Publishers B.V., Amsterdam -Printed in The Netherlands
MAGNETIC MEASUREMENTS AND HEAVY PARTICULATES OF ANTHROPOGENIC ORIGIN A. HUNT, J. JONES, F. OLDFIELD Geography Dept., University of Liverpool,
METALS
P.O. Box 147, Liverpool
129
IN
ATMOSPHERIC
L69 3BX (England)
ABSTRACT Recent investigations have established an apparent link between magnetic mineral and heavy metal concentrations in a variety of environmental contexts. Using a range of rapid, non-destructive magnetic measurements the magnetic components of power The present station fly ash and motor vehicle emissions have been characterised. investigation suggests that such an approach readily facilitates particle source differentiation and identification. INTRODUCTION A number of recent papers have established an apparent link between magnetic mineral and heavy metal concentrations in several different types of aquatic environment. Scoullos et al. (ref. 1) and Scoullos (ref. 2) in their studies of the particulate effluent from a large iron and steel plant discharging into the Elefsis Gulf, Greece, show that the saturation isothermal remanent magnetization (SIRM) of filter paper residues from the waters of the Gulf is roughly proportional to concentrations of particulate iron and zinc. Revitt et al. (ref. 3) document a strong linear relationship between SIRM, and concentrations of lead, zinc and copper measured on filter paper residues from a storm water drainage system in Hendon, N. London. Oldfield et al. (ref. 4) identify a parallel between both concentration dependent and normalized mineral magnetic changes and increased lead and copper concentrations in the recent In this last case the authors interpret the sediments of Newton Mere in Cheshire. apparent link between magentic minerals and heavy metals as an expression of increased atmospheric input over the last century. The growing importance of anthropogenic sources of magnetic minerals in the atmosphere in recent times is confirmed by mineral magnetic studies of ombrotrophic peat profiles from Britain (refs 5, 6) and Finland (ref. 7) where SIRM measurements on moss-increment dated peat profiles provided a chronology of magnetic and henc,e fossil-fuel derived particulate deposition for the 19th and 20th centuries. Although many anthropogenic aerosols are known to have a significant magnetic component (refs. 8, 9), they have nevertheless rarely been examined with regard to their magnetic properties (ref. 10). Even where magnetic separation techiques have
0048-9697/84/$03.00
0 1984 Eisevier Science Publishers. B.V.
130 been used to differentiate between emission categories (refs II, 12) no subsequent magnetic measurements have been carried out either to test the efficiency of the magnetic separation method used or to characterize more fully the magnetic properties of the separated fraction. Whitby and Cantrell (ref. 13) suggest a scheme whereby virtually all the magnetic material generated by all the relevant industrial processes (ref. 14) will be within the ‘coarse particle’ range from c 2pm diameter upwards. This is consistent with all the measurements on magnetic spherules made by Puffer et al. (ref. 9) in the New York area and over the nearby parts of the N. Atlantic, as well as with studies of coal fly-ash by Hansen et al. (ref. 11) and Ondov et al. (ref.15). Keyser et al. (ref. 16) also show that auto-exhaust particles above 1Ottm are rich in iron but that the finer particle mode less than lj.trn contains little or no iron. The relationship between magnetic oxides and heavy metals in fly ash, industrial particulates and auto-emissions is poorly understood, though several authors point to the possibility of close links. Theis and Wirth (ref. 17) note that most metals in the eleven coal-fired fly-ash samples they considered were associated with specific surface oxides of iron, manganese or aluminium. They record copper, chromium, arsenic and zinc as being associated with iron oxides in almost all cases, cadmium and nickel mostly with manganese, and lead with either. Hansen et al. (ref. 11) show that chromium, manganese, cobalt, nickel, zinc and beryllium are all significantly enriched in the ‘magnetic’ fraction of coal fly-ash. Hulett et al. (ref. 13) also show that the first transition group elements (V, Cr, Mn, Fe, Co, Ni, Cu and Zn) are enriched in the magnetic spine1 fraction of fly-ash, irrespective of variations in the type of coal used. Linton et al. (ref. 12) and Olson and Skogerboe (ref. 19) note an association between ‘magnetic iron’ and lead in automobile exhaust particulates sampled on roadways. Hansen et al. (ref. 11) suggest that “Magnetite may also be a hazard to health because of its ability to occlude biologically active transition metal ions such as manganese and nickel by isomorphous substitution . . . . . . and thus act as a slow release carrier agent for toxic elements”. There are many gaps in our knowledge and there is great uncertainty about the extent to which demonstrated magnetic-heavy metal linkages reflect surface association or incorporation into the crystalline matrix of particulate emissions. It is nevertheless reasonable to explore situations in which, in purely empirical terms, the linkage appears to occur or in which the linkage would, if confirmed by further studies, be of major value in both historical and contemporary particulate pollution monitoring and source tracing. The attraction of the magnetic approach lies above all in the nature of the techniques themselves. Portable fluxgate magnetometers and pulse magnetizers, used in conjunction, can detect magnetite concentrations in the range of parts per million using methods of sampling and measurement which are very rapid and non-destructive, adaptable to a wide range of environmental situations and materials, and relatively cheap. Moreover, the methods are almost always compatible with further
131 conventional
follow-up
consuming
TABLE
studies
analytical
involving
for
example,
destructive
and/or
time-
techniques.
1
Magnetic
Parameters
and
Definitions
Specific
magnetic susceptibility (X) This is the ratio of the magnetization produced in a substance to the intensity the magnetic field to which it is subject. This measure of “magnetizability” often approximately proportional to the volume of ferrimagnetic oxides sample.
of is in a
Saturation isothermal remanent magnetization (SIRM) Isothermal remanent magnetization (IRM) is the magnetization which remains after a sample has been subjected to a magnetic field at room temperature. IRM increases nonlinearly with increasing field strength, and saturates in a high field. This maximum remanent magnetization is known as the saturation isothermal remanent magnetization. Coercivity of saturation isothermal remanent magnetization ((Bo)cR) This is the magnetic field strength required to reduce the IRM to zero after saturation. In this study the field has been determined from a series of IRM measurements. The procedure followed involved growing and measuring the SIRM of a sample and then growing and measuring IRMs in a sequence of increasing reverse fields, so that initially the net IRM decreased at each step and then subsequently increased until saturation in a reverse field took place. The coercivity of remanence is the field at which the SIRM is reduced to zero. (Bo)CR may be regarded as a measure of the stability of magnetization and is effected by mineral type and size rather than mineral concentration. Similar coercivity of remanence profiles are indicative of similar magnetic mineral assemblages and vice versa Anhysteretic remanent magnetisation (ARM) Anhysteretic remanent magnetisation strong alternating field in the presence ARM may be regarded as being sensitive
Magnetic The
magnetic
parameters
susceptibility
isothermal
remanent
parameters.
of are
(magnetite
weakly
will are
not
the
more
be low
used
rarely
reduced in
contribute influenced
present
here
water,
by
diamagnetism.
significantly
iron
are
the
to
the
in (ARM)
concentration of measured
calcium Also,
samples,
paramagnetic
all
the
carbon,
rich
defined
concentration
However,
in which
otherwise
are
magnetization,
(SIRM) to
maghaemite).
by dia-or
paper
remanent
X is proportional
samples,
will
paramagnetism values
and
are
in
magnetizations samples,
ferrimagnetic
abundant,
used
( X ), anhysteretic
In most
concentrations
IRM
of
a of
Parameters
Magnetic
oxides
is produced during the smooth decay of a weak steady field. The magnitude to the smaller grain size.
effects
susceptibility
they
or silica
ferrimagnetic and/or
susceptibility. since
1. the
related
antiferromagnetism
magnetic
and
ferrimagnetic
carbonate where
Table
ARM are
measured
and
132 after the sample has been removed from the field used to grow the remanence. However, both are more strongly affected by magnetic grain size variations and by antiferromagnetic components (e.g. haematite) than is susceptibility. In general, only in sample assemblages where X and SIRM are proportional can SIRM by used as a reliable concentration parameter. The range of normalized parameters used here will vary according to the magnetic mineral and grain size assemblages present. Although using these parameters alone, it is difficult to make quantitative estimates of the relative proportion of different often possible to magnetic mineral phases present in samples, it is nevertheless differentiate between sample sets and to identify magnetic mineral sources (refs 20, 21). HYPOTHESES The work completed so far has been designed to begin to test the following hypotheses:That the pattern of SIRM and Xvariations in recent ombrotrophic peat is related to the concentrations of heavy metals such as lead, copper, zinc and cadmium in the historical record. This can be used as a basis for reconstructing heavy metal deposition histories. That SIRM and X values in recent peat can also be used to provide insight into spatial variations in the cumulative heavy metal loadings received since the beginning of the Industrial Revolution. That where both magnetic minerals and heavy metals have been generated by the same industrial or fossil fuel combustion process, the link between them may persist in a variety of contemporary environments thus allowing measurements of SIRM or X to be used to some extent as rapidly determined surrogates for heavy metal measurements in monitoring programmes. That where variations in normalized magnetic parameters (IRM/SIRM; (Bo)cR; SIRM/ARM; ARM/X ) occur they can provide a basis for particulate source differentiation and identification. The studies designed to address the first three hypotheses form a background and context for the present paper which is largely concerned with the fourth. Jones (ref. 22) has confirmed that SIRM and X values are strongly correlated with the down-profile variations of lead, copper, zinc and cadmium in recent ombrotrophic peats from the northwest Midlands and eastern Scotland. These results point to a direct and persistent association between heavy metal and magnetic components in atmospheric deposition resulting from fossil fuel combustion. Oldfield and Thompson (ref. 23) demonstrate a direct linear correlation between spatial variations in the post 1800 A0 cumulative deposition of magnetic minerals and of lead, copper and nickel onto peat bogs. The
133 sites
studied
from
South
range,
in degree
Lancashire,
northern
shores
of
the
divergent
from
the
mean
where
distinctive With
in the
the
complex
(ref.
23).
soil-derived method
for
Within
the
magnetic
linkages
studies
which in
aerosol
power
carried
station
fly
to
been
used
smelting
measurements,
(ref. by
25)
has
using
and from
developed
the
a
parameters
and
elements
has
received
identification,
been
substantiated
by
(refs
31-33).
However,
the
less
attention,
studies
has
so far
have
appraisal
We have
ash
nickel
referred
although
its
12, 19, 27, 34).
out
careful
direction.
urban
particulates
(refs.
Sudbury
differentiation
and
such
have
urban/industrial
Maxted
source
(refs
require
this
particulate
of toxic
of
least
expected
on leaves.
in a range
established
studies
magnetic
monitoring
deposition
26-30)
used
while
magnetic
from
the
nearby.
profiles
to distinguish
particulates
component
the
have ratios,
Mediterranean
of
peat
are be
are
published
of recent
on deposition 24)
as might
and smelting
to the
scans
(ref.
contemporary
dust
is well
All
the
context
urban
presence
al.
to characterise
of urban
numerous
step
over
rapid above
enrichment
in addition
to
ratios
versa,
manufacture
susceptibility/aluminium
aerosols
considered
et
vice
urbanization,
conurbations,
Metal/magnetic
and
chemical
and
Manchester
Dumfries.
and direction
Chester
development
and
sites,
susceptibility
of distance
magnetic
near
remote
hypothesis,
magnetic
effects
especially
third
to industrial
Merseyside
Firth
in the reflecting
to the
Introduction,
to plot
proximity the
Solway
sources
regard
of
between
to
at source.
chosen
and motor
pointed
to
vehicle
The
heavy
metal-magnetic
present
concentrate,
results
initially,
mineral
represent
on two
a first
source
types:
emissions.
METHODS Analysis
was
Midlands,
supplied
Mersey
Liverpool
with
volume
air
percent
effective 7.0,
provided from
the
sheets
and
and filters
that
samples measured.
were
and
The this obtained
was
Particles
same
sampling
Or
system
from
20
used
used
in the sites
of
the
containers
surrounding
The
impacted
backup
was sheets
measurements. polyethylene
film
measurements particle-sized
power
50
onto
filter
Collection
by a series the
were on a high
impactor
for
of blank
obtaining
River
cascade
impactor.
laboratory
the
m3min-1).
were fibre
all subsequent for
under
West
particulates
the
system
number
to adjust
was
(0.566
glass
in the
mounted
CPM
plastic
on a large
tunnels Tunnel
stages
A’
through ml
two
Station
impactor
the
‘Type
10 out
resuspended Butler
of
successive entering
into
were
the
rate
passing
Power
Mersey cascade
a Gelman
carried
Hall
stage
the
particles
artificially by
and
readings
from
a flow
packed
the
material
four
pm.
were
Hams
peninsula.
of
sub-micron
impactor
Inc at
media
from
Wirral
diameters 1.1
measurements
calculations. save
2.0
collection
ash and
the
operating
to retain
Magnetic
fly
2000
cut-off
3.3,
on
with
an Andersen
sampler,
polyethylene
out
by Dr J D Butler,
linking
collected
are
carried
station
and fly
of
fans. were
ash, Leaf also
134 SAMPLING
STRATEGIES
Two The
road
with
tunnels
Tunnel
is the
older
an enclosed
length
of 3428m.
two
direction.
of traffic, river,
in each
is a twin
twin
lane
tube
traffic.
and
This
continuously traffic The duct.
air
At
into
the
the
has
capacity
of
maximum
with
prevailing
air
The
May
western
and
the
mid-river
approached levels
it
may
the
summer the
1240
figures that
was
pumping
it is fed
along
the
acting
roof
of
and
tube
into
exhaust passes
atmosphere.
a maximum
exhaust
Queensway
has
extraction
capacity
of
to 83,089
m3 min-1.
The
both
tunnels
in
the face.
and
the
capacity
air
kerb
as an
the
into
m3min-1
the
vehicles 1250 for
set
approximately
at
a
72,614 actual
response
locations
to
the
720
samples
sampling
period
per
Kingsway
hour.
per
tubes
(individual
half
this
m
were
traffic
was from taken
densities experienced
hour. tube
density
in Queensway
in Queensway
located
particulate
vehicles
both
up
Sampling
system
months
During
averaging
combined
the
in
of
ventilation
tunnel
here
space
greater
of 1982.
Impactor
two
location.
be assumed
impactor
the
following
sampling,
Ferom
discharged
time
periods
tube.
cascade
with
through
extraction
over
uni-directional during
the
openings
a maximum
boosting vary
in the
June
and
of
road
of 41,884
the
when,
deck.
a slightly
min-1
system
approximately
during
represent
m3
during
In the
supply
With
beneath
east-west
the
tube.
through
subsequently
lanes
carrying
end
the
four
semi-transverse
either
with
Mersey.
carrying
occur
upward
road
is drawn
air
capacities
tube
exit.
from
fresh min-1.
sizing
south
during
be
conditions
particle
Kingsway
air
68,939
exhaust
the
River
under
tubes
operational
at
length
to
both
same
tunnel
the
an additional
and
the plants
station
m3 of
to the
opening
the
direction tunnel
running
conditions
longitudinally
a maximum 46,412
m -
beneath
the
is extracted
intake
intake
duct
along
tunnel
2330
ventilation
a main
ventilation
Kingsway
m3min-1
utilize
under
tube
tunnel,
traffic
transferred
uniformly
is a single
Kingsway
length
are
with
through space
vitiated
- of
passing
in a northeast-southeast
This
The
Kingsway
operates
vehicles
and runs
contra-flow
all vehicles
Queensway
accommodate
tunnel
However,
maintenance,
system.
RESUILTS
traffic
Queensway
river
AND
Queensway’s in Kingsway in Queensway similar
traffic
However,
Kingsway
data
being
unavailable)
experienced
in the
was
and
conducted
data so south
tube. A breakdown seen
in Table
indicative sample.
of
of
some
2.(Bo)GR the
mineralogy
and
typical IRM-100 and
magnetic
results
,T/SIRM domain
status
are of
from
the
normalized the
magnetic
Mersey parameters crystals
Tunnels
can which
present
be are in a
135 TABLE
2
Typical
magnetic
results for the Mersey Tunnels Queensway
Impactor
Kingsway
Stage
Plate 1 (E.c.D. Plate 2 (E.C.D. Plate 3 (E.C.D. Plate 4 (E.c.D. Backup filter
7.0 3.3 2.0 1.1
pm) pm) pm) pm)
35 41 55 30-46 40
-0.74 -0.71 -0.58 -0.75--0.80 -0.65
37 42 49 56 42
-0.74 -0.69 -0.58 -0.50 -0.63
* mT As particle size decreases there appears to be a corresponding reduction in grain size of the magnetic! minerals present in the sample; this can be seen in the increase in the (Ro)CR values down through the impactor. This trend is not followed exactly, Plate 4 for Queensway showing a variety of (Bo)CR values while the backup filter for runs in both tunnels produces values appreciably lower than previous plates. This reversal may result from a very small number of larger magnetic particles being bounced through the system and subsequently influencing the back up plate assemblage. This seems possible as bounce errors are not uncommon in cascade impactors ( ref. 35). The IRM-100mT/SIRM ratio for all particle size ranges from both tunnels indicates the dominance of a ferrimagnetic mineral component in vehicular emissions. All samples are in fact reverse saturated in a field of 250 mT after initial saturation in a field of 800 mT and this is compatible with an insignificant anti-ferromagnetic component. Table 3 summarises the results obtained from the resuspended, particle-sized flyash sample. Additional parameters ARM/X and SIRM/X are included which suggest a consistency of mineralogy across the whole size range. Minor differences on Plate 1 and the backup filter may reflect larger magnetic grains affecting the magnetic response. Comparison with the Mersey Tunnel results shows that the sample sets can be distinguished on the basis of reverse field IRM/SIRM measurements. Figure 1 plots IRM-20 mT/SIRM versus IRM-200 mT/SIRM for the various sets of samples. The range of variation in the lower reverse field ratio is rather small and does not clearly differentiate the sample sets. However, the high reverse field ratio discriminates Moreover, whereas the tunnel between the sample sets rather more effectively. samples are fully reverse saturated between 100 mT and 250 mT the fly ash samples are not, nor are the leaf samples collected
from the power station environs.
136 TABLE
3
Maqnetic
results
Impactor
stage
for
resuspended
fly
ash
-
Plate Plate Plate Plate Backup *
1 2 3 4
(Bo)CR*
(E.C.D. (E.C.D. (E.c.D. (E.C.D. filter
7.0 3.3 2.0 1.1
pm) pm) pm) pm)
40 42 42 42 38
-1OOmT
SIRM
ARM
SIRM
x
x
-0.63 -0.53 -0.55 -0.52 -0.66
227 204 190 176 235
0.43 0.48 0.53 0.52 0.58
mT
DISCUSSION The is
contrast
between
consistent
with
component
in the
The
fly
nature
composition coal
have
and
silicates,
ash
of
the
magnetic
feed
coal.
identified
and
much
fly
ash
higher
fraction
in coal
A number
(ref.
carbonates, type
derived
particulates
illustrated
anti-ferromagnetic
(viz.
in Fig.
1
haematite)
samples.
of the been
mineral
vehicle
a proportionally
36).
oxides
depending
ash
bearing
are
sulphides
These
and
on
fly
of iron
oxyhydroxides
degree
of
is dependent mineral
on
the
compounds
(predominantly
and
iron
and/or
in fly
these
in
pyrite),
sulphates,
coalification
mineral
present
the
clays dominant
original
deposition
environment. The well
formation
of magnetic
understood
pointed
to
framboids undergo
although the
possibility
in coal
and
only
spine1
phase.
their
magnetic
melting
On the
investigating
whilst
the
present
context.
2-801.1m
that
authors
(ref.
frequently
and
designates
be,
in
both
Hansen
magnetite
known
for
more
recently
some
Hansen
ash from postulated.
They
et
original
sources
et al.
between
the
occurrence
of
conclude
that
the
framboids
during
al. (ref.
11)
their
(ref.
is not
Lauf
change
not
phases entirely
38) reports
contain
referred
to
ash.
dimensional
hand,
are
Lauf
particles
phase
been
relationship
in fly
magnetic
spherules
Although
a direct
and
other
have
37) have
pyrite
pyrite
transformation
consider
a silicate
to origin
a for
ash sample.
Studies and,
of
links
ferrospheres
limited
fly
particulates
certain
fact,
an
et al. (ref. and time point
11) finds
haematite (ref. to the
40).
XRD
results
of solid
Hulett
substituted a lack
studies of both
of
(ref.
39) magnetic
are
also
recent
interesting
spheres
in the
of size
identifies
a group
as non-stoichiometric (refs
18,
of
the
form
American and
consider
this
Fe2.3AIO.704 the fly
magnetic forms
of
magnetite 39)
in his samples
British’and
these
comparatively
et al.
ferrite
of haematite
are
glass
He
he regards
phase.
in a variety
presence
their
magnetite.
which
aluminium
ash
existence
precipitated
a spine1
in fly
in accord, the
to as ‘ferrospheres’ them
present
ashes
studies in fly
presence
ash.
has ( ref.
. of been 10 )
137 -2OmT SIRM
0.3 I
0.4 I
0.5 I
0.6 I
0.7
E.C.D.
-0.5
0
7.0 pm
Kingsway
n
3.3 pm
*
Queensway
0
2.0pm
X
Leaf
0
1.1
*
Hams
*
-0.6
Hall
samples
*
pm
Backup
filter
-0.7 -200mT SIRM
-0.8
//
cc
O'N,
Cl
**
I
l
I
’ 0
\
‘x0.
A
n
Fig. 1 Plot of -ZOmT/SIRM versus -ZOOmT/SlRM Hams Hall fly ash and Mersey Tunnel dusts.
Investigations
of street
__d---
----------
dusts have pointed
-0
.
/
for leaf samples and particle
to vehicle
wear, exhaust products
-1 I I
sized
and
re-entrained dusts as major sources of iron in the urban locale (refs. 27, 29, 41). The association between the magnetic fraction of this iron component and a number of potentially hazardous trace metals is well proven (ref. 27), as is the surface enrichment of magnetic particles from vehicle exhausts in several trace elements (refs. 16, 41). This relation develops from magnetic particles (probably ablation products in the exhaust system) becoming intimately associated with volatile trace metals (notably
138 lead) (refs cooling
12, 16) as they condense
occurs on progression
through
out of the vapour
phase onto larger
particles
as
the exhaust system.
CONCLUSION In so far as the present results are typical, the ‘harder’ magnetic component related to the presence of antiferromagnetic haematite in fly ash provides a readily measurable feature distinguishing it from vehicular emissions which display mainly ferrimagnetic properties. This characterisation of the magnetic fraction of fly ash and of vehicular emissions is potentially important in pollutant tracer studies where the facility to distinguish between them and other sources is valuable. For instance, a major source of material identified in urban dust studies is windblown soil (ref. 27). This component may also be magnetically distinct in that it possesses a finely divided magnetic fraction near the superparamagnetic/single domain boundary which demonstrates magnetic viscosity readily detected by quadrature susceptibility measurements (ref. 42). This demonstrated capacity to identify and differentiate particulate sources, coupled with their rapid and non-destructive nature, suggest that magnetic measurements may contribute significantly to monitoring schemes. ACKNOWLEDGEMENTS The authors would like to express their thanks to Dr. J. Butler of the University of Aston for generously supplying the fly ash and leaf samples used in this analysis. We are indebted to Dr. R. Chester of the University of Liverpool and Dr. G. Eglington of the University of Bristol for the use of air sampling equipment, to Merseyside County Council for permission to sample in the Mersey Tunnels, and the University of Liverpool for financial support. REFERENCES 1. M. Scoullos, F-. Oldfield and R. Thompson, Mar. Pollut. Bull., 10 (1979) 287291. 2. M. Scoullos, Chemical Studies of the Gulf of Elefsis (Greece), Ph.D. thesis, University of Liverpool, 1979. 3. D. M. Revitt, J. 8. Ellis and F. Oldfield, in B. C. Yen (Ed.), Urban Storm Drainage, Proceedings of the 2nd International Conference on Urban Storm Drainage, 1981, in press. 4. F. Oldfield, C. Barnosky, E. B. Leopold and J. P. Smith, Mineral magnetic studies of lake sediments - a brief review, Proceedings of the 3rd International Symposium on Palaeolimnology, 1983, in press. 5. F. Oldfield, R. Thompson and K. E. Barber, Science, 199 (1978) 679-680. 6. F. Oldfield, A. Brown and R. Thompson, Quat. Res., 12 (1979) 326-332. 7. F. Oldfield, K. Tolonen and R. Thompson, Ambio, lb (1981) 185-188. 8. L. J. Dovle. T. L. Hookins and P. R. Betzer. Science. 194 (1976) 1157-1159. 9. J. H. Puffer, E. W. B. Russell and M. R. Rampino, J. Sed. Pet;, 50 (1980) 247256. 10. G. Chaddha and M. S. Seehra, Magnetic components and particle size distribution of coal fly ash, DE-83000576 DOE/MC/14718-1213, 1982. 11. L. D. Hansen, D. Silberman and G. L. Fisher, Environ. Sci. Technol., 15 (1981) 1057-1062.
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