Background Trace Element Concentrations in the Franciscan Complex, San Francisco, CA: Background Trace Element Concentrations in the Franciscan Complex, San Francisco, CA MS Thesis Defense
Megan Simpson
March 16, 2004
The Problem: The Problem
Superfund clean-up sites are overwhelming problem in US
-Hunter’s Point Shipyard
-Presidio
To assess a site for contamination, background trace element levels need to be determined
Introduction: Introduction
This study examines background trace element levels in the Franciscan Complex
(chert, sandstone, greenstone, serpentinite)
Samples analyzed for trace element levels
(chromium, cobalt, nickel, lead, strontium)
Performed statistical analyses and created trace element distribution maps
Purpose: Purpose Will aid in understanding of the distribution of background trace elements
data reflects naturally occurring levels found in native bedrock
Assist environmental clean-up projects by providing source of baseline data for measuring soil quality
Expand current trace element level database
Previous Research: Previous Research Work by Kearney Foundation in 1996
looked at trace elements in soil
often referenced in remediation projects, land use planning
only two samples close to San Francisco Area
Work by Schlocker in 1974
looked at potassium feldspar in sandstone
fewer samples (5-7) for each rock type
My work enhances the range of sample locales and quantities
What elements are we looking for?: What elements are we looking for? Previous work shows Cr, Co, Ni, Pb and Sr to be prominent in soil and rock within SF
Presidio and Hunter’s Point have high levels
much time and energy dedicated to clean-up of these sites
Slide7: Geologic Background San Francisco is part of the Mesozoic Franciscan Complex, which formed in accretionary wedge Subduction zone ~200-80 mya Source: U.S. Geological Survey Franciscan Complex
Franciscan Complex: Franciscan Complex Serpentinite Greenstone Sandstone Melange up to 10,000 ft thick Also chert, shale, limestone, conglomerate
Depositional Environment: Depositional Environment Most likely a low latitude marine environment:
marine fossils in some clastic rocks, Radiolaria in chert
highly fractured, interbedded greenstones (rapid cooling of hot lava)
Conglomerate and massive graywacke beds created by turbidity currents
further evidence:
shale layers between graded beds, small scale current bedding, ripple marks
Methods and Materials: Methods and Materials Prior to sampling
aerial photographs
Sampling
Samples were collected from 45 accessible outcrops around SF
Clean hands/dirty hands technique (minimizes cross contamination)
At least 5 fresh rock chips collected from outcrop and pooled
Latitude/longitude of location noted with GPS unit
Aerial Photography: Aerial Photography USGS collection from 1940s-1970s
Provided insight into previous industrial activity
Showed sampling areas free from major contaminating factors
No evidence of alteration of background levels Presidio Area
Slide12: 45 sample locations Presidio Twin Peaks/
Glen Park Potrero Hill McLaren Park
Chert Sample Locations: Chert Sample Locations 15 samples
Glen Canyon Park, Twin Peaks
light tan to red
distinct bedded layers with folding
Greenstone Sample Locations: Greenstone Sample Locations 8 samples
McLaren Park, Corona Heights, Twin Peaks
highly fractured
extensively weathered
dark gray to dark reddish-brown
Sandstone Sample Locations: Sandstone Sample Locations 10 samples
McLaren park, Castro
large, thick bedded outcrops
randomly fractured
highly weathered
brown to gray
Serpentinite Sample Locations: Serpentinite Sample Locations 12 samples
Potrero Hill, Presidio, Baker Beach
greenish-gray to blue
highly weathered, sheared
soft, friable
Geochemical Analysis: Geochemical Analysis 48 samples submitted to SGS Mineral Services in Toronto (45 plus 2 blind duplicates and 1 reference sample)
Tested for 40 trace elements using ICP-AES (Inductively Coupled Plasma-Atomic Emission Spectrometry)
Samples decomposed using mixture of HCl, Nitric, Perchloric, HF
Digestion is aspirated and elemental emission signal is measured for elements
Slide18: Identification of outcrop samples
Geochemical results
Statistical analysis
Mann-Whitney and ANOVA
Developed trace element distribution maps Results and Discussion
Identification of Outcrop Samples: Identification of Outcrop Samples Field Identification
Thin sections from each rock type (Univ of Utah)
X-ray Diffraction (XRD) evaluation
Slide20: Thin Sections (USGS Petrographic Microscope)
Slide21: Thin Sections (USGS Petrographic Microscope)
X-ray Diffraction: X-ray Diffraction Scattering of x-rays from a crystal where resulting interference pattern determines structure of crystal
Performed by Mineral Services Lab at USGS
Showed minerals consistent with each rock type
Serpentinite (lizardite, chrysotile)
Chert (quartz)
Sandstone (quartz)
Greenstone (albite, diopside)
Slide23: XRD of Chert Quartz 0 7000 40 2 theta Count/s
Geochemical Results: Geochemical Results Results for Cr, Co, Pb, Ni, Sr compared to data from Schlocker show: Chromium Lead Cobalt Nickel Strontium
Statistical analysis comparing my data to Schlocker’s data: Statistical analysis comparing my data to Schlocker’s data Assists in description and analysis of data
generated descriptive statistics (mean, std dev, ranges, etc.)
histograms (show distribution and observations of sample)
tests for normality (data fits bell shaped curve)
Komolgorov-Smirnov, Shapiro-Wilk
Q plots (compare data to linear ideal)
Statistical Testing: Statistical Testing If data is ‘normally distributed’, randomly collected, Student ‘t’ test can be used
If data is not ‘normally distributed’, Mann-Whitney U test is appropriate
Tests on Schlocker data showed data not normally distributed, therefore Mann-Whitney U analyses most appropriate to demonstrate significant differences between datasets
Mann-Whitney U Test: Mann-Whitney U Test Data obtained from two random samples (n1 and n2)
Samples are combined, each value assigned a rank (smallest is rank 1, largest is rank n1+ n2)
U statistic based on totals of ranks (Ta, Tb)
The smaller value of either Ta or Tb, the greater the evidence that samples from different populations
Tests were performed using 95% confidence level (95% of all samples give interval that includes the mean, 5% would give interval that does not)
Hypothesis: Hypothesis Null hypothesis states:
‘the difference between the mean ranks of the datasets is not statistically significant’
OR
average level of specific trace element found in given rock type in Schlocker’s data is not statistically different from average level of same element, same rock type found in my data
Comparison of Trace Element Levels between Schlocker and Simpson Datasets using Mann Whitney Test: Comparison of Trace Element Levels between Schlocker and Simpson Datasets using Mann Whitney Test Chromium
significant differences seen in serpentinite (means of 564 vs. 1384 mg/kg) and chert (means of 3 vs. 22 mg/kg) data
no significant differences seen in greenstone and sandstone
Cobalt
significant differences seen in sandstone (means of 25 vs. 7 mg/kg) and serpentinite (means of 59 vs. 81 mg/kg)
no significant differences seen in chert and greenstone
Slide30: Nickel
significant differences seen in all rock types: chert (means of 43 vs. 22 mg/kg), greenstone (means of 180 vs. 46 mg/kg), sandstone (means of 57 vs. 27 mg/kg), serpentinite (means of 3000 vs. 1773 mg/kg) Lead
significant differences seen in chert (means of 0.25 vs. 40 mg/kg) and sandstone (means of 2.6 vs. 14 mg/kg)
no test on greenstone and serpentinite Strontium
significant difference seen only in chert (means of 5 vs. 38 mg/kg)
ANOVA: ANOVA Determines significant differences in the means of two or more datasets
Performed on my data comparing means of same trace element between four rock types
Data is normally distributed, equal variances, from randomly collected samples
Null hypothesis: means of sample populations are statistically equal
Slide32: Mean (mg/kg) and Standard Deviation for each rock type in conjunction with ANOVA results a Identical letters indicate no significant difference at the 95% confidence level.
b,c Non-identical letters indicate a significant difference at the 95% confidence level Chromium and nickel concentrations are ~15-35 times higher in serpentinite
Trace Element Distribution Maps: Trace Element Distribution Maps Created to illustrate levels of trace elements throughout San Francisco
Within sampled areas, data is accurate
Outside of sampled areas (west, upper northeast, southeast corners) data is interpolated
ArcInfo/ArcMap 8.3 Inverse Distance Weighted (IDW) interpolation method
assumes each sample point has a local influence that decreases with distance
Slide34: N Chromium Distribution Map
Slide35: Cobalt Distribution Map
Slide36: Strontium Distribution Map
Slide37: Lead Distribution Map
Slide38: Nickel Distribution Map
Conclusion: Conclusion This study:
enhances understanding of background trace element distribution in Franciscan Complex
will assist in development of future environmental clean-up studies
expands trace element database
Improvements to this dataset:
increasing sample size/location
examining other trace elements
sampling soil