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Issue 5, May 2004
Engineering & Applied Sciences
Evaluation of the Movement of Sodium Phosphate through a Silicon Oxide Matrix Using Thin Layer Chromatography Coupled with Secondary Ion Mass Spectrometry
Angela Caruso
Clemson University, Idaho National Engineering and Environmental Laboratory
Advisors:
Gary S Groenewold, PhD, Anthony D Appelhans, Anita K Gianotto
Idaho National Engineering and Environmental Laboratory
Andrew D. Shaw
Westminster Christian Academy
Discuss this article!
Abstract
Potential migration of subsurface contaminants into the underlying
aquifer is a concern at the Idaho National Engineering and Environmental
Laboratory. One approach to attenuate migration would be to create
a calcium phosphate barrier, which might be accomplished serially
infusing the subsurface with soluble phosphate and then calcium
to form a precipitate barrier. To do this, the migration of soluble
phosphate and calcium through mineral oxide matrices must be understood.
In the present study, Thin Layer Chromatography (TLC) and Secondary
Ion Mass Spectrometry (SIMS) are used to investigate the mobility
of soluble phosphate. TLC plates were used to measure mobility,
and SIMS analysis of the developed plates tracked phosphate mobility.
In SIMS, a sample removed from a developed TLC plate was bombarded
by energetic ions that disrupted the surface and caused fragments
of molecules on the surface to be sputtered into the gas phase,
where they are sorted by mass and detected. The resulting mass spectra
were correlated with the phosphate species under investigation.
The extent of mobility was assessed, and rates of solvent flow as
a function of the solute were measured. Our results show that the
solute slowed the rate of aqueous infiltration through cellulose
and silica matrices. Rate of infiltration decreased in the order:
water > calcium nitrate > sodium phosphate. In addition, three
different sodium phosphate species were evaluated, and the rate
of infiltration was found to decrease in the order: NaH2PO4>
Na2HPO4 > Na3HPO4. Phosphate displayed a broad, regular distribution
with retention factors from about 0.3 to 0.8. In contrast, sodium
displayed a bimodal distribution, with an abundant peak at Rf ~
0.3, and a faster-moving, broad distribution that ranged from 0.3
to 0.8. These observations show that phosphate and a fraction of
the sodium could be moved at a fast rate through the matrix, but
a second fraction of the sodium was more strongly retained. SIMS
detection limits of sodium on the TLC plates were also evaluated.
The abundance of Na+ increased nearly linearly with increasing concentration
from 0.038 mM to 2.5 M Na3HPO4. Above 2.5 M, Na+ abundance did not
increase, indicating surface saturation above this concentration.
The results indicated that soluble phosphate could be readily moved
through the silica matrix, which might enable barrier formation
by subsequent infusion of calcium nitrate. This latter experiment
is the next stage for this research.
Introduction
A top priority at the Idaho National Engineering and Environmental
Laboratory (INEEL) involves attenuating contaminants from the lab
in the geologic subsurface (Wright 2003). The INEEL occupies 890
square miles in southern Idaho along the western edge of the Snake
River near Idaho Falls. Transuranic metal contamination of this
site has resulted from inappropriate disposal of waste from past
fuel reprocessing, nuclear reactor operations, and research activities
(Whitaker 2003). Potential migration of these contaminants into
the underlying aquifer is a concern that motivates much of the research
done at the INEEL. Since the contaminants may exist as strong oxidants,
carcinogens, toxic species, or highly corrosive materials, it is
essential to minimize the bioavailability, geochemical cycling,
and migration pathways that may facilitate release of the contaminants.
Release of the contaminant species may threaten drinking water systems
and agricultural irrigation activity. An important environmental
objective at the INEEL is to protect the groundwater from contamination
by using science to understand contaminant migration behavior in
the subsurface over time (Wright 2003). The goal is to “develop
and validate reliable predictive models, design robust containment
systems and devise reliable, durable monitoring systems” (Wright
2003).
Our
research is one method of investigation currently underway to understand
the mobility of the inorganic species in the subsurface and to evaluate
the possibility of creating a chemical precipitate that would block
or slow the migration of transuranic contaminants. We use Thin Layer
Chromatography (TLC) to evaluate movement of barrier constituents,
and Secondary Ion Mass Spectrometry (SIMS) to perform analysis of
the matrix after infusion.
The
TLC technique is commonly used as a separation tool because it is
cost-effective, samples are easily prepared, and many samples can
be run simultaneously (Hsu et al. 2003). TLC plates consist of thin
layers of adsorbent stationary phase (silica gel, alumina, cellulose,
polyamides, or ion exchange resins) attached to glass or plastic
backing. Movement of a solution occurs by capillary action, and
solute separation results from partitioning between the adsorbent
stationary phase and the solutes. Once TLC is performed, the challenge
becomes locating and identifying the solutes on the TLC plate in
order to monitor the mobility of the salts such as sodium phosphate
and calcium nitrate. Some conventions for detection include natural
color, fluorescence, ultraviolet absorption, radioactive labeling,
or the use of chemical or biological detection reagents (Sherma
2000).
Recently,
methods have been reported in the literature for analysis of TLC
plates using laser desorption mass spectrometry (Chen 1999; Wasch
et al. 1998; Hilaire et al. 1998; Chen et al. 2000; Mowthorpe et al. 1999). SIMS has been used less frequently, but also has been
shown to be effective (Busch et al. 1992; Busch 1992). SIMS is a
highly sensitive technique useful for determining both the atomic
and molecular composition of solid surfaces. In SIMS, the sample
surface is bombarded with a high-energy (in this case 5 keV) primary
ion beam. The primary ions impact the surface, “sputtering”
secondary ions into the gas phase. The secondary ions are then drawn
into a spectrometer for mass analysis. In our experiments, the mass
spectrum generated is used to track the mobility and determine the
kind of chemical reactions that occurred. The use of SIMS to analyze
small sections of the TLC plates is advantageous because the sample
can be studied in the solid state, as a two-dimensional analog to
what would occur in the three-dimensional subsurface instrumentation
at the INEEL provides simultaneous analysis of anionic and cationic
chemical species on the sample surface.
Secondary
objectives of the research were to gain an understanding of how
well SIMS can detect certain ions off the thin layer chromatograms,
and to observe the migration and behavior of these ions. Specifically,
ions of interest for our experiments are the silica-derived ion
SiO2-, and cation and anion species of mono- di- and tri-basic sodium
phosphates (Na3HPO4, Na2HPO4,
NaH2PO4). This preliminary research will set
the stage for more specific experiments designed to emulate the
conditions at the INEEL site and further evaluate the viability
of using a precipitate to halt the migration of radioactive or heavy
metal contaminants. Once immobilized, clean-up could be facilitated
or obviated.
Materials and Methods
Secondary
Ion Mass Spectrometry
The
mass spectrometer used in this TLC investigation is a custom, in-house
built Triple Quadrupole Secondary Ion Mass Spectrometer (TQ-SIMS).
A schematic diagram of this instrument has previously been published
(Groenewold et al. 1997). The instrument uses a perrhenate (ReO4-)
primary ion beam to bombard the surface of the sample. Impact causes
fragments of chemicals on the sample surface to be desorbed as gas-phase
ions, which are sorted by mass and detected by the mass spectrometer,
generating a mass spectrum. A unique aspect of the TQ-SIMS is that
it can analyze positive and negative ions simultaneously. The ReO4-
primary ion can be readily produced, and generates more abundant
molecular secondary ions compared with atomic primary ions (Delmore
et al. 1995). This primary ion gun is inside a 12-in diameter spherical
vacuum chamber, and operates at ion energy of 5.0 keV, between 190
and 230 pA of primary ion current. The pressure in the instrument
is approximately 1 x 10-6 Torr. A wire flattened at one end was
used as a sample holder for the sample to be analyzed. This approach
was used for both the chromatographic matrix samples and pure salts
that were analyzed to establish benchmark spectral behavior.
TLC
TLC
was performed using plastic-backed silica plates, which were cut
into strips 1 cm in width and approximately 15-20 cm in length.
The plates were spotted with a salt solution to generate a spot
with a diameter of about 0.5 cm located about 2.5 cm from the bottom
of the plate. The TLC plates were run by placing the strips in a
15 x 100 mm glass test tube containing the solvent at a depth of
approximately 1 cm affixed to a ruler (Figure 1). Flow rates were
profiled for all experiments to evaluate mobility. This was done
by taking measurements every 30 seconds to 1 minute of the height
of the solvent front. The solvent front flowed to a height of 10-15
cm up the chromatogram. Once the TLC had dried, samples were taken
directly from the backing by impressing a sample holder covered
with double-sided tape onto the chromatogram (Figure 2). The matrix
adhered to the tape, which was then analyzed directly using the
TQ-SIMS. Samples were taken below the solvent level (position -2),
between the solvent level and the spot (position -1), at the spot
(position 0), and up the paper at intervals of 1 cm (positions 1
and up). These samples were then analyzed in the TQ-SIMS to track
how far certain ions, particularly the sodium and phosphate ions,
migrated up the TLC strip. The chemicals used included Na3HPO4!12H2O
(J.T. Baker Co.), Na2HPO4 (Fisher Scientific),
NaH2PO4!H2O
(J.T. Baker Co.), and Ca(NO3)2 (Fisher Scientific).
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| Figure
1 . TLC set up, with test tube affixed to ruler.
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To
begin the TLC phase of the investigation, Baker-flex plates (J.T.
Baker Co.) plastic-coated with cellulose-F were used. In order to
determine benchmark mobility and mass spectral behavior, chromatograms
were run with water as the solvent, but contained no salt spot.
After the chromatogram dried, it was sampled and a secondary ion
mass spectrum was generated. Next, two separate chromatograms were
spotted with Na3HPO4, and then Ca(NO3)2,
using water as the mobile phase. After the trials using the cellulose
paper, the same experiments were conducted using TLC plates that
were plastic and coated with silica gel 60, 200 µ (Selecto
Scientific). The silica gel plates served as a more accurate model
for the subsurface than the cellulose (although cellulose components
may exist with the contaminants). In addition, the TLC containing
the spot of Na3HPO4 was run twice using water
as the mobile phase. Dibasic and monobasic forms of sodium phosphate,
Na2HPO4 and NaH2PO4respectively,
were also chromatographed using water as the mobile phase to see
if the different forms affected mobility. With the silica plates
a study was conducted spotting the plates with a 5 µL spot
of 0.1 M solutions of the tribasic, dibasic, and monobasic forms
of sodium phosphate.
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| Figure
2. Sample preparation on flattened wire (scale approximately
2x).
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Experiments
were conducted to determine the minimum concentration of Na3HPO4
on the silica gel plates that could be detected by the TQ-SIMS.
To do this a Pasteur pipette was used to deposit 1-5 drops of the
0.1 M solution (up to 0.5 M concentration) on the TLC paper, allowing
the drops to dry before adding more. Serial dilutions of the 0.1
M solution were performed down to a concentration of 0.038 mM, and
single drops were placed on the silica paper. The samples of the
solution on the silica were then placed in the TQ-SIMS to see if
the ions of interest were observed to give an indication of the
minimum detection limit.
Results
Standard
SIMS Spectra
Our
first set of results served as background information and established
standards to use throughout the rest of the experiment. The mass
spectrum obtained as a standard from wetted silica paper is shown
in figures 3 (cation) and 4 (anion). The predominant peaks in the
MS1 cation spectrum represented Si+ (m/z 28) and SiOH+ (m/z 45),
while O- (m/z 16), OH- (m/z 17), the silicon oxyanions (m/z 60,
61, 76, 77, 137) were predominant in the anion spectrum. When silica
was spiked with one drop of 0.1 M Na3HPO4
the appearance of the spectrum changed significantly. The Na+
ion was very prominent in the cation spectrum (Figure 5), and sodium
oxycations, carbonates, and phosphates were observed as prominent
cluster ions (m/z 62, 63, 85, 113, 129, 135, 149, 157, 165, 187).
The anion spectrum of Na3HPO4-silica (Figure
6) was dominated by O- and OH-, but also contained prominent oxalate
(C2O4-) bearing ions, consistent
with the observation in the cation spectrum. These ions constituted
the signature for Na3HPO4 that was sought
for identification in the flow experiments.
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| Figure
3. Cation spectrum of wetted silica TLC paper unmodified. |
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| Figure
4. Anion spectrum of wetted silica TLC paper unmodified. |
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| Figure
5. Cation spectrum of tribasic sodium phosphate on
unwetted silica. |
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| Figure
6. Anion spectrum of tribasic sodium phosphate on
unwetted silica. |
Temporal Flow Profiles
The
rate at which the solvent front develops was influenced by the presence
of salt in the matrix. When temporal flow profiles were compared
for cellulose, Ca(NO3)2 spotted cellulose,
and Na3HPO4 spotted cellulose (Figure 7),
the evolution of the solvent front was retarded when the solvent
encountered the salt spots. After that, the rates of solvent front
evolution were nearly identical.
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| Figure
7. Temporal flow profile of water moving through
an unmodified cellulose TLC plate, a plate spotted with Ca(NO3)2. |
A similar
experiment was performed in which temporal flow profiles were compared
for silica, Ca(NO3)2 spotted silica, and Na3HPO4
spotted silica. As in the case of cellulose, the rate of solvent
front evolution slowed significantly when the salt spot was encountered
(Figure 8). However, the rate of flow through the silica remained
slower throughout the course of the experiment (Figure 9).
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| Figure
7. Temporal flow profile of water moving through an
unmodified cellulose TLC plate, a plate spotted with Ca(NO3)2. |
Figure
8. Temporal flow profile of water moving through
an unmodified silica TLC plate, a plate spotted with Ca(NO3)2,
and a plate spotted with Na3PO4.
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Alteration
of the flow rate by the presence of the salts was surprising. The
salts no doubt result in increased ionic strength, which may enhance
interactions between the adsorbent stationary phase and the mobile
phases. Altered pH may also play a role: the basic Na3HPO4 was retarded
more than the neutral Ca(NO3)2.
The
temporal evolution of the solvent front was also compared for silica
chromatograms spotted with three different sodium phosphates. The
quantity and molarity was held constant in all three experiments.
It was found that the extent of retardation decreased in the order
Na3HPO4 > Na2HPO4
> NaH2PO4. The solvent was impeded immediately
following the point at which it encountered the salt. Beyond this
point, rates of solvent front evolution were very similar.
 |
| Figure
9. Temporal flow profile of water moving through silica
TLC plates spotted with NaH2PO4 (monobasic),
Na2HPO4 (dibasic), and Na3HPO4
(tribasic). |
Spatial
Ion Profiles
Figures
10, 11, and 12 track ions of interest as they moved up the chromatographic
paper. Based on the benchmark mass spectra that were collected for
the salts of interest, we selected Na+, PO2-, and PO3- for spatial
tracking. Both PO3- and PO2- were considered to be signatures for
phosphate (intact PO4 species were in general not observed). Because
of run-to-run changes in the morphology of the SIMS spectrum, absolute
ion abundances can change significantly; however, this problem was
overcome by normalizing the abundance of the ion of interest to
the abundance of an ion that is consistently produced from the matrix.
Hence, Na+ was normalized to Si+ and both PO2-, and PO3- were normalized
to SiO2-. These normalized abundances were plotted versus position
on the developed chromatogram.
Polymodal
behavior was observed for Na3HPO4 (Figure
10). The phosphate, which produced PO2-, and
PO3- , was observed to be distributed between
5 and 12 cm. There are two local maxima in the PO3-
plot, a broad feature between 5 and 8 cm, and a second smaller feature
maximizing at ~11 cm. PO2- displays similar
behavior. The Na+ ion displays three local maxima, a
very large signal at 2 cm, a broad, lower abundance signal at 5-8
cm, and a smaller signal at 11 cm. The results suggest that a monosodium
phosphate solute is traveling with the solvent front, having an
RF value of close to 1.0. A higher Na+/ PO3-
ratio was observed at an RF ≈ 0.58, which suggests the presence
of a disodium phosphate species. The very abundant peak at RF ≈
0.17 indicates that most of the sodium moved very little, and suggested
that the Na+ cation was exchanging with surface hydroxyls
on the silica surface.
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| Figure
10. Spatial ion profiles of normalized Na+, PO2-,
and PO3- transported from a Na3HPO4
spot through a silica matrix with water as the mobile phase.
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The
dibasic salt Na2HPO4 displayed peaks (Figure
11) in the profiles of PO3- and PO2-
at Rf ~ 0.33 (4 cm). The transport of the moderately ionic NaHPO4-,
and partitioning of this ion among other species may show a slightly
elevated PO3- and PO2-
values observed at higher Rf values. Curiously, Na+ abundance
by SIMS analysis did not clearly track the abundance of the mobile
phosphate-derived ions, which suggests competition for the cation
between the silica stationary phase and HPO42-.
These findings would compel a careful examination of additional
benchmark samples that would compare SIMS behavior of the different
sodium phosphates.
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| Figure
11. Spatial ion profiles of normalized Na+, PO2-,
and PO3- transported from a Na2HPO4
spot through a silica matrix with water as the mobile phase.
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SIMS
spectra of the monobasic salt NaH2PO4taken
at 3 cm and 6 cm showed abundant peaks at m/z 63 and m/z 79 (Rf
= 0.25-0.5) representing PO2- and PO3-ions,
respectively. However, the abundance of these peaks was barely above
background. The monobasic salts do not easily give up Na+
during SIMS analysis and are on average more mobile than the less
basic salts.
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| Figure
12. Spatial ion profiles of normalized Na+,
PO2-, and PO3- transported
from a NaH2PO4 spot through a silica matrix
with water as the mobile phase. |
Detection
and Sensitivity
The
last set of results evaluated the detection limit for the sodium
ion and the sensitivity of the approach. Figure 13 shows the normalized
counts/second for different intensities of the Na3HPO4 solution on
silica from the TLC plate. The TQ-SIMS could detect increased Na+
at an exposure concentration of 0.038 mM before the peaks became
greater than the background. At about 2.5 M exposure concentration,
the best signal-to-noise was detected; increasing the concentration
beyond this value did not improve the quality of the peaks significantly.
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| Figure
13. TQ-SIMS detection limits for normalized Na+. |
Discussion and Conclusion
These preliminary
investigations have provided the initial behavior of sodium phosphate
solutions as they migrate through a silica matrix. Conclusion statements
are enumerated as follows:
Standard SIMS Spectra
Na3HPO4
produced a diagnostic SIMS fingerprint; however, it is difficult
to distinguish this when a solution is applied to silica. It may
be that the salt partitions into anionic (conjugate base) forms,
which are not detectable in the positive ion mode. The Na+, PO3-,
and PO2- ions are the best candidates for diagnostic ions for this
experiment. Examinations of the spatial ion profiles would compel
a rigorous comparison of the SIMS spectra of the three sodium phosphate
salts. The observation of carbonate and oxalate cations in the spectrum
of silica doped with Na3HPO4 at first may seem unusual; however,
we have previously shown that basic Na+-bearing surfaces fix Co2,
resulting in production of carbonates and oxalates on surfaces (Shaw
et al. 2003).
Despite
some difficulty interpreting SIMS data, the approach was attractive
because of the inherent simplicity in analyzing the results. Utilization
of silica plates containing a fluorescent indicator do not always
respond to inorganic solutes, and would not be specific for individual
species. Extracting the anions and cations from the silica matrix
represents another alternative detection approach; however, this
was a more labor-intensive approach and also introduces that possibility
of inefficient extraction and re-equilibration of the phosphate
species, thus skewing results.
Temporal
Flow Profiles
The
presence of salts on the silica matrix temporarily impedes the evolution
of the solvent front. Evidently, encounters with ionic contaminants
interfere with the development of the solvent front. The origin
of this phenomenon is not known; however, it appears that the solvent
requires time to dissolve the salt, and cannot advance forward during
this process. More highly ionic solutions clearly retard flow of
the solution through the matrix, which would suggest aggressive
interactions between the more strongly ionic salts and the adsorbent
stationary phase. For example, the solvent front moved most slowly
when Na3HPO4 was present in the matrix and fastest when NaH2PO4was
present. This idea is consistent with the notion that ionic attraction
is responsible for adsorption of solutes. Since beyond the point
at which the solvent encountered the salt, the rates of solvent
front evolution were similar, this suggests that all three compounds
had equilibrated to the same extent in the pore water of the silica.
The slower rate of evolution in the cellulose as compared to the
silica may be a consequence of migration of the salt, which may
not be occurring to the same extent on the cellulose. The slowing
of the solvent front upon contact with the salt spot could be an
advantageous phenomenon, since this would allow time for interaction
of other solutes in the solvent front to react with the salt, providing
opportunity for barrier formation.
Spatial
Ion Profiles
Phosphates
partition between different species, which have differing extents
of ionic character, and hence have different mobilities. Data are
consistent with fast mobility for species like H2PO4- and NaHPO4-,
and slower mobility for the more ionic Na2PO4-.
Na3HPO4
dissociates to Na+ and Na2PO4- upon solvent intrusion. Na+ is largely
retained and results in a low Rf in the ion TLC. Ions having low
Na/P ratios would be expected to have a lower ability to form dianionic
species, and would thus be less well adsorbed, and might move with
the solvent front. This would explain the small fraction showing
up at 11 cm (Rf = 0.9). More highly ionic species such as Na2PO4-
might experience slower transport behavior, and show up over a range
of Rf values (0.42 to 0.66, 5-8 cm). This explanation is completely
consistent with the observation that the rate of migration of the
monobasic NaH2PO4solution was the fastest recorded amount the salts
examined (see Temporal Flow Profiles). Dissociation of the starting
salt Na3HPO4 would leave a strongly sorbed Na+ behind (low Rf = 0.17).
The varied distributions of Na+ and the phosphate-derived anions
are consistent with multiple phosphate species having variable mobility.
Detection
and Sensitivity
SIMS
was determined to be an effective technique in detecting the presence
of the key ions such as Na+, PO3-, and PO2-. Sodium ions in particular
are readily detected even at a lower concentration. The ease of
sample preparation maintaining the integrity of the sample was also
a distinct advantage.
Path
Forward
The
next steps in this investigation are already underway. TLC experiments
are going to be run using combinations of Ca(NO3)2 and sodium phosphates,
to determine whether a calcium phosphate barrier can be formed.
TLC of uranium solutions will reveal interactions with barriers.
This will provide more support to the potential development of a
precipitated chemical barrier. A trial soil matrix applied to a
TLC plate has been created and will be tested in future investigations.
The problem of contaminant migration is complicated because of the
diversity of the subsurface and the structure and behavior of the
aquifer. Extensive background knowledge is a necessary component
to understanding mobility and determining the feasibility of a chemical
barrier. Our investigation is part of this necessary background
leading to more complicated investigations in contaminant mobility.
It
is worthwhile noting that the formation of a calcium phosphate barrier
using the proposed approach could have unintended outcomes. One
of these would be that some of the Ca2+ and phosphate species would
not precipitate with each other, and might reach the groundwater.
Addition of Ca2+ would likely be inconsequential in Idaho groundwater
because of the prevalence of this element in the local geosphere.
In the bench-scale experiments, Ca2+ was added as a nitrate salt,
because of the high solubility, and low retention of nitrate by
mineral surfaces. At field scale, the nitrate could travel all the
way through the vadose zone to the groundwater (200 - ~700 ft),
where it could serve as a nutrient for bacteria and algae. This
possibility suggests that a less reactive anion such as Cl- be substituted
for nitrate. Addition of phosphate to the ground water could also
be deleterious, for the same reasons as those mentioned for nitrate;
however, it is unlikely that significant quantities of phosphate
would make it to the aquifer, because phosphate salts formed with
indigenous Mg2+, Ca2+, and Fe3+ would be expected to be highly insoluble.
If
a barrier were formed, interactions with radionuclides (both actinides
and fission products) would be subjects of acute interest. The uranyl
dication UO22+ may well behave like Ca2+, as would 90Sr2+: stable
phosphate precipitates would be expected. Furthermore, apatite (calcium
phosphate) phases would also be expected to have strong adsorptive
properties for a number of other radionuclides of concern, such
as 137Cs+, 241Am3+, NpO2+, and perhaps for a variety of Pu species.
Yet, how these would compete with naturally occurring cations for
adsorptive sites on the barrier is unknown. Similarly, the long-term
stability of the barrier is not known; the minerals should be relatively
stable at the modestly basic pH values typical of local groundwater,
however an acidic excursion could cause substantial dissolution.
Furthermore, the influence of radiation damage on these minerals
is largely unknown. These concerns notwithstanding, the approach
has many attractive attributes including simplicity and the potential
for long-term stability, and hence merits further study.
Acknowledgements
Ms. Caruso gratefully acknowledges the support of the U.S. Department
of Energy, Office of Science, Pre-Service Teacher Program, and the
Idaho National Engineering and Environmental Laboratory. Mr. Appelhans,
Dr. Groenewold, Ms. Gianotto, and Mr. Shaw gratefully acknowledge
the support of the U. S. Department of Energy, Office of Environmental
Management, Environmental Systems Research Program. The authors
thank Kent Meikle, George Redden, Bob Fox, and Craig Cooper for
helpful discussion.
Discuss this article!
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Journal of Young
Investigators. 2004. Volume Ten.
Copyright © 2004 by Angela Caruso and JYI. All rights reserved.
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