waste pile and water sampling - usgs · (multiple samples from each cell if possible and a total...
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Waste Pile and WaterSampling
Kathleen S. Smith, USGSBillings Symposium / ASMR Annual Meeting
Assessing the Toxicity Potentialof Mine-Waste Piles Workshop
June 1, 2003
U.S. Department of the InteriorU.S. Geological Survey
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Flow Chart for Ranking and Prioritization
Characterization
Regulatory
Detailed
Reconnaissance
Waste Pile
& WaterSampling
Requirements varyProtocols exist for
some regulatory tests
If water is present, collect it
Probabilistic vs. nonprobabilistic
Record keeping and field notes
Degree of confidence vs. cost
Probabilistic vs. nonprobabilistic
Average properties vs. hot spots
Surficial vs. 3-DWater filtration and
filter sizeSampling planSampling designProtocols (USEPA,
USGS, etc.)Record keeping
and field notesScale
Site Watershed
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What to sample• Define target population
Reasons for samplingQuestion(s) to be answeredDesired degree of confidence in the answer(s)
What? Why?
You’ll never know the true answer,but you can make a reasonable estimate
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Are there hot spots?What is the average behavior of a mine-waste pile?Are these two waste piles different?Are concentrations above baseline conditions?Is a remediation approach working?
Examples of Questions
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Defined by objectives of studyMust be identified prior to samplingScale of observation matters
Target Population
Sample
Target Population
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Must be identified prior to sampling
Low degree of confidence can lead toerroneous data and flawed decisions
High degree of confidence can beexpensive
Desired Degree of Confidence
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Precise, unbiased,and accurate
Precise, biased,and inaccurate
Imprecise, biased,and inaccurate
Imprecise, unbiased,and inaccurate
Precision versus Accuracy
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Sampling Concerns
Sampling errorPrecision requirements• Field sampling methods and
equipment• Sample preparation• Laboratory subsampling• Analyses
Sample containersSample preservation and storageSample holding times
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Sampling Error
Improper collection• Target population• Sampling location• Spatial or temporal changes• Sampling media• Sampling tools• Sample containers
ContaminationSample preservation and storageInadequate sample mass
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Copper3.0-4.3 ug/L
43%
Arsenic22-33 ug/L
50%
Cadmium1.4-3.0 ug/L
110%
Manganese35-142 ug/L
306%
Zinc214-634 ug/L
196%
Sampling Error Example—Diel Cycling(from Nimick, 2001)
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Fundamental Error
The source of most sampling errors
Cannot be eliminated, but can be estimated
Due to the fact that not all particles have the same composition
Results in variability and a lack of precision
Particle size, sample mass, and degree of heterogeneity are important factors
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Particle size Heterogeneity
Desired degree of
confidence
Need to collect more sample mass when
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Fundamental Error
Function of:
Mineralogical factor
Liberation factor
Shape factor
Granulometric factor
Maximum particle size
Sample mass
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Grouping and Segregation Error
Due to the fact that not all particles are randomly distributed
Size, shape, concentration
Temporal differences
Waste-pile segregation
Can be reduced
Random sampling
Collection of multiple increments
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0
0.2
0.4
0.6
0.8
1
1.2
1 6 11 16 21 26 31 36 41 46 51 56
Number of Samples
Wid
th o
f Con
fiden
ce In
terv
al
Assumes a normal distribution
30 50
How many samples?
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Sampling Media
SolidLiquidBiologicalAir
Choice of media depends on:• Regulatory requirements• Anticipated sources• Transport mechanisms• Receptors• Climate
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Solid Sampling Objectives
Assess potential for acid generationAssess potential for contaminant releaseIdentify contaminant source(s)Provide input for modelingDetermine lithologic variabilityEstablish baseline conditionsMeet regulatory requirements
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Liquid Sampling Objectives
Assess water qualityProvide data for contaminant
loading calculationsIdentify contaminant source(s)Provide input for modelingUse in toxicological testingEstablish baseline conditionsMeet regulatory requirements
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Biological Sampling Objectives
Detect changes in communitycomposition
Trace contaminant pathwaysProvide input for modelingUse in toxicological testing
or bioassaysEstablish baseline conditionsMeet regulatory requirements
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Air Sampling Objectives
Monitor for hazardous gases,vapors, or particulates
Monitor for combustible gasesor vapors
Monitor for oxygen deficiencyDetermine total suspended
particulatesEstablish exposure levelsMeet regulatory requirements
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Focusing sampling activities solely on regulated constituents often results in incomplete or incorrect characterization, which could lead to costly problems laterMost modeling requires complete information(e.g., Biotic Ligand Model, geochemical speciation models)
Things to Keep in Mind
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Sampling Methods
Probabilistic(Each member of the target population has a
known probability of being selected)
• Random sampling• Systematic random sampling• Stratified random sampling
Nonprobabilistic • Convenience sampling• Purposive sampling
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Sampling Methods
Adaptive sampling• Sampling regions are selected
based on values of the variables of interest observed during a sampling survey
• Because sampling is based on prior data, different estimators must be used in the adaptive sampling technique to guarantee lack of bias
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Sampling Methods
Composite sampling• Use when average values are of
interest
• Can significantly reduce analytical costs
Hot spot sampling• Use when need to distinguish
areas of different concentrations
• Can result in expensive sampling and analytical costs
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Mining Wastes Heterogeneity
Morphological(size and shape)
Compositional
Distributional
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Mining Wastes Heterogeneity
3-D variation
Gold King Mine, Cripple Creek, Colorado(photo by William Henry Jackson; Western History/Genealogy Dept., Denver Public Library)
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Sampling Strategy for ScreeningMining Wastes
Uses and NeedsScreening and prioritizing for AML studies Regional or watershed-based assessmentsAverage properties of mine-waste pileStatistically basedField friendlyCost effective
ConcernsHeterogeneity• Compositional, spatial, particle sizeSampling errors
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Sampling Strategy for ScreeningMining Wastes
Target PopulationSurficial material (upper 15 cm) < 2 mm size fraction
ApproachPitard (1993)• Interplay between particle size and
sample mass• Collect many small increments• Awareness of segregation mechanisms
Pitard, F.F., 1993. Pierre Gy’s sampling theoryand sampling practice: CRC Press
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Divide mine-waste dump into at least30 cells of roughly equal surface area
Collect a surficial sample from each cell(multiple samples from each cell if possible
and a total weight of at least 100 g)
Combine cell samples into amine-dump composite sample
Dry sieve the mine-dump composite sample to< 2 mm (final composite sample should weigh
at least 1,000 g (1 kg) after sieving)
Sampling Strategy for ScreeningMining Wastes
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Sampling Strategy for ScreeningMining Wastes
Stainless steel trowel
Plastic bucket
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One 30-increment dump-composite sample collected using this sampling strategy contains as much information, relative to average value, as 30 individual grab samples at 1/30 of the analytical cost
Sampling Strategy for ScreeningMining Wastes
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This sampling strategy could be adapted to the sampling of other target populations, such as
Individual waste-dump lobePit benchDump liftGeologic unitOther "operational" units
Sampling Strategy for ScreeningMining Wastes
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Particle Size Distribution
from Smith, Ramsey, and Hageman (2000)
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pH versus Particle Size
from Smith, Ramsey, and Hageman (2000)
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Zinc versus Particle Size
from Smith, Ramsey, and Hageman (2000)