Title: ARCHER
1ARCHER HYPERSPECTRAL IMAGERY FOR CONTAMINATION CHA
RACTERIZATION
Nicholas.Carbone_at_dnr.mo.gov
2Hyperspectral Imagery Initiatives
- ARCHER System Capabilities
- Pilot Project Field Survey
- Lessons Learned Recommendations
3Civil Air Patrol
Airborne Real-Time Cueing Hyperspectral Enhanced R
econnaissance
- ARCHER
- SYSTEM
-
- CAPABILITIES
4ARCHER Field Spectrometer
Allows for the collection of HSI signatures to
be imported into the airborne ARCHER system for
match filter detections.
5GA-8 Airvan
ARCHER Airborne System
ARCHER Track
6ARCHER Inherent Algorithms
- ARCHER executes three separate algorithms for
target acquisition and identification - Spectral signature matching detects specific
spectral signatures developed by field
spectrometer or spectral library using matched
filters. - Anomaly detection detects spectral anomalies.
- Change detection detects changes over time
through a pixel-by-pixel comparison.
7ARCHER Ground Station
8ARCHER Exported Data
Exported
Corrected Geo-Referenced
Manually Corrected Geo-Referenced
Exported to ArcView in GeoTIFF
9ARCHER Operations
- Tasked by Government Agencies
- Federal as AF Assigned Missions (AF Auxiliary)
- State through Memorandum of Understanding (MOU)
(Corporate Mission) - Emergency through FEMA/SEMA MOU
- Operational Costs
- Aircraft Sensor 300/hr
- Crew - Volunteers
- Analytical Costs
- Exported data processing could be 25,000
- Analysis by user, MoRAP, other
- Status
- Awaiting decision on export data processing
- Training collection on hold
10PILOT PROJECT FIELD SURVEY
11Collection Approach
- Emergency Response
- PRAXAIR fire endmember analysis
- St. Louis industrial flood borne contamination
- Kansas City Chem Central fire field spectrometer
- Mining
- Potosi/Mineral Point lead levels
- Big River tailings deposition
- Herculaneum dust on vegetation
- Aurora, Wentworth Granby zinc inhibited
vegetation - Radiological
- Hematite uranium production
- Weldon Spring uranium production
- Groundwater Plumb
- Tyson Valley vegetation and seeps
- Other
- JZ Bueneman abandoned landfill seeps
12Aurora Area Coverage
13Aurora Analysis Known Mined Areas
14Aurora Field Survey(Soil Signature)
- Question - Can you locate contaminated soil at
varying contamination levels? - Approach -
- Plot lead levels from Baldwin Park study.
- Use signature of Pb gt1200 ppm.
- Revise analysis.
- Select contaminated non-contaminated locations
- Conclusion - Signature is mine waste not lead
levels.
15Aurora Field Survey(Leaf Analysis)
- Question -
- Does vegetation uptake contamination or collect
contamination dust? - Does contaminated vegetation have a
distinguishable signature? - Approach -
- Field screen with XRF/Thin Film.
- GPS contaminated vegetation.
- Conclusion -
- Sycamore, Oak and Mullein in contaminated area
reflects contamination. - Sycamore and Oak appear to have unique
signatures. - Determination that the signatures distinguish
contaminated trees needs further evaluation.
16Spectral Signature Taken From XRF Reading 10, 11
and 12 - Sycamore Tree - Spectral Angle Mapper
Classification
17Spectral Signature Taken From XRF Reading 17 and
18 - Red Oak - Spectral Angle Mapper
Classification
18Spectral Signature Taken From XRF Reading 2 and
3 - Mullein Plants - Spectral Angle Mapper
Classification
19Wentworth Field Survey
- Question - Can you identify areas of abandoned
mine waste? - Approach -
- Visually confirm areas identified as mine waste.
- Collect representative XRF readings.
- Conclusion - HSI does appear to identify
overburden mine waste.
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21Herculaneum
- Question - Can you identify areas contaminated by
dust from hauling ore or smelter emissions? - Approach -
- Conduct endmember analysis.
- Review with Project Managers (April 25).
- Collect samples if appropriate (TBD).
- Conclusion - TBD.
August 8, 2005
22Herculaneum
The Herculaneum Smelter has a unique signature
derived from endmember analysis. Notice the
lime green and yellow signatures found within the
smelter can also be found throughout the
residential areas.
23Herculaneum
This slag pile, just to the south of the smelter,
also has a unique signature. Note that several
roads throughout the scene have the same
signature (dark green) as the slag pile.
24JZ and Bueneman Landfill
- Old capped surface seep returned
- Known creek seeps continue
- New areas identified
25LESSONS LEARNED RECOMMENDATIONS
26Lessons Learned
- General
- Collect ARCHER field spectrometer data in advance
or concurrent with imaging. - Collect in the optimum sun window.
- Involve Project Managers.
- Conduct field surveys soon after collection.
- Emergency Response
- Debris needs to be in sizable pieces.
- Mining
- Levels of contamination in differing soils may
not be detectable. - Use cues such as mine waste, vegetation stress,
etc. as indicators.
27Recommendations
- Address export issue with HQ CAP.
- Support from other agencies.
- Pool resources to purchase software if CAP does
not resolve the export problem. - Expand assessment of applications beyond
contamination characterization.
28Potential Follow-On Initiatives
- Locating abandoned mine shafts
- Wetlands mapping and analysis
- Illegal tire and waste dumps
29http//www.dnr.mo.gov/env/hwp/hsi/hsi-project.htm
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31Spectral Signatures
Potosi Housing
Closed Mineral Point Mill
32Praxair Fire End-Member Analysis
EPA Airborne HSI Plume Analysis
- Determine Extent of Dispersed Debris From the
Fire. - Characterize Contamination/debris Where
Feasible. Asbestos was Major Concern.
33Spectral Angle Mapper (SAM) Analysis
Spectral Angle
34Tested Areas
Source Area
Potosi Housing and Source Area
35Potosi Low Pass - High Resolution
- Determine if Lower Altitude/Higher Resolution
would allow determine degree of contamination. - Resolution 60 cm.
36Herculaneum
An example of more roads throughout the scene
with the same signature as the slag pile(dark
green).