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Satellite-derived bathymetry (SDB)over the North Slope of Alaska, USA
JHC/CCOMNOAA/NOS/OCS/MCD
2
Charting Issues with the North Slope
(www.nauticalcharts.noaa.gov/mcd/docs/Arctic_Nautical_Charting_Plan.pdf)
Images from: Arctic Nautical Charting Plan – a plan to sustainable marine charting transportation in Alaska (Feb. 15, 2013)
Barrow, AK
Alaska
Typical North Slope Chart
4
Potential solution: satellite imagery
Company: DigitalGlobeSwath: 18 kmGround resolution: 2m
Organization: NASA/USGS programSwath: 185kmGround resolution: 28.5m
Launch Date: 4/1999 Launch Date: 10/2009Launch Date: 2/2013
Landsat 7 Landsat 8 (LDCM) WorldView2
(Images from landsat.gsfc.nasa.gov and www.digitalglobe.com)
http://earthexplorer.usgs.gov/
Landsat 7 imagery (1999-2000)
CanadaU.S
.A
Coverage (Landsat imagery)
SDB: Technical overviewApproaches: • Analytical (utilized by SHOM)
• Optimization (utilized by UKHO, SHOM, NOAA, and NGA)
• Look-up tables (LUT) (utilized by ONR and NGA)
6
10 )(ln
)(lnm
L
LmZ
jobs
iobs
Lobs(λi), Lobs(λj)-radiance values
mo- gain m1- offset
Stumpf et al. 2003
NOAA/NOS/OCS/MCD
7
Arctic waters versus Caribbean waters
Barrow, AK
Cape Ann, MA
Cape Ann, MASite: Plum IslandWater: moderately ClearBottom: Sand and rock
Barrow, AKSite: Elson LagoonWater: TurbidBottom: mud, sand and
gravel
8
Cape Ann, MA
¯
RGB composite image collected on 09/27/00 at 1516 before the end of the flood tide
Extract of Chart 13278 Landsat Image
9
¯
Blue
Infrared
Green
Correlation of Algorithm Result to Chart Depth
-50.00 -45.00 -40.00 -35.00 -30.00 -25.00 -20.00 -15.00 -10.00 -5.00 0.001.11
1.12
1.13
1.14
1.15
1.16
1.17
Chart Depth (m)
Ratio
ofL
n bl
ue/L
n g
reenBathymetrySediment plumeOptical deep waters
R2= 0.04 R2= 0.37
R2= 0.77
10
6 mExtinction
depth
R2= 0.77
http://earthexplorer.usgs.gov/
Landsat 7 imagery (1999-2000)
CanadaU.S
.A
However, …
12
Reference depth measurements
Digitized soundings
Landsat 7 results (Acquisition date : July 18, 2002)
Extinction depth: 4.5 m (15 ft)
60 km30150
4.5 m
0 m
Turbidity?Ice
WV-2 results (Acquisition date: July 21, 2010 through August 10, 2010)
Extinction depth: 3.9 m (13 ft)
Extinction depth: 4.3 m (14 ft)
Turbidity?
9 km
18 km
Chart 16082 (Scale 1:47,943)
NOAA Chart 16081 (scale 1:48,149)
Comparison to the chart soundings (WV-2)
Absolute depth difference
±6 m
0 m
16
Bathymetry difference between two satellite images
Absolute depth difference
±6 m
0 m
Potential solution: time series
17
Scatter plots of the differences (WV-2)
Statistics ( 4.3 m ): Mean = -0.95 m Standard deviation = 0.81 m
Statistics ( 4.3 m ): Mean = -0.49 m Standard deviation = 0.64 m
Extinction Depth (4.3 m)
September 06, 2002 August 15, 2000
August 31, 2000 August 11, 2013
Multiple image procedure (Landsat 8)
Histogram MatchingReference image (September 06, 2002).
Original histogram (August 11, 2013) Matched histogram (August 11, 2013)
1. The histograms of the other images were matched to the
reference histogram.
Mean: 1.1211Standard deviation: 0.0269
Mean: 1.1211 Standard deviation: 0.0269Mean: 1.0136 Standard deviation: 0.0041
Difference images (algorithm results)
2. Areas with small difference values (minor changes) between the different images were extracted for further processing.
3. Also, polygon shapefile feature of the extracted areas were generated (manually) based on the density of the available area for further processing.
Merging all pairs into one dataset
4. Six dataset were produced from the four available images (three pairs). All the dataset were merged into one dataset.
5. The data set was referenced to the chart datum.
Sep 06, 2002 – Aug 15, 2000
Sep 06, 2002 – Aug 11, 2013
Sep 06, 2002 – Aug 31, 2000
Aug 15, 2000 – Aug 31, 2000
Aug 15, 2000– Aug 11, 2013
Aug 31, 2000– Aug 11, 2013
Final result
Bathymetry derived from Landsat 7 and Landsat 8 imagery over the north slopes
Statistical analysisExtinction Depth (4.3 m)
• Incorporating (Summer) 2014 Landsat 8 imagery in order to increase the coverage of the area.
• Comparison of SDB depth estimates to NOAA Charts– Identify apparent chart discrepancies– Target areas for field work
• Focus resources to areas of interest (e.g., WV-2).• Investigate other promising applications in US waters.– Highly changeable areas– Challenging survey environments
Next steps
Thank you
(Left) IR Landsat 7 image (Oct. 3, 2001) showing the ice formation over the suspected shoal. (Right) Satellite-derived bathymetry from WV-2 (August 10, 2010).
(Based on Nghiem et al., 2012 approach)