Determining%20the%20Spatial%20Distribution%20of%20Benthos%20in%20the%20Western%20Arctic%20Ocean - PowerPoint PPT Presentation

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Determining%20the%20Spatial%20Distribution%20of%20Benthos%20in%20the%20Western%20Arctic%20Ocean

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Determining the Spatial Distribution of Benthos in the Western Arctic Ocean. Jon ... Source: http://www.aqd.nps.gov/ard/figure3.html. How Ordinary Kriging Works ... – PowerPoint PPT presentation

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Title: Determining%20the%20Spatial%20Distribution%20of%20Benthos%20in%20the%20Western%20Arctic%20Ocean


1
Determining the Spatial Distribution of Benthos
in the Western Arctic Ocean
CE 394K.3 GIS in Water Resources Term Project
Presentation
  • Jon Goodall
  • Environmental and Water Resources Engineering
  • December 6, 2001

2
Overview
  • Background
  • Identify Study Region
  • Introduce Benthic Biomass Data Sets
  • Explain Ordinary Kriging
  • Benthic Biomass in the Western Arctic Ocean
  • Account for Global Trends
  • Present Biomass Interpolated Surface
  • Discuss Results
  • Conclusions

3
What is Benthic Biomass?
Measurement of amount of living material on the
ocean floor (g/m2)
4
Study Region
Western Arctic Ocean
Siberia
Canada
Alaska
Bering Strait
Pacific Ocean
Projection Lamberts Azimuthal Equal-Area
5
Data Sets
Complete Data Set (1970 1995)
Stoker (1970 1974)
Wacasey (1971 1975)
Carey (1971-1976)
Broad (1975 1981)
Feder (1979 1986)
Grebmier (1984 1995)
6
Benthic Biomass at Each Location
Siberia
Alaska
Canada
Image created in ArcScene with 3D Analyst
7
Why Use Geostatistics?
The Geostatistical Analyst uses sample points
taken at different locations in a landscape and
creates (interpolates) a continuous
surface. -ArcGIS Help Menu
Point data
Continuous Surface
8
Source http//www.aqd.nps.gov/ard/figure3.html
9
How Ordinary Kriging Works
h Separation Distance Z(i) Attribute value
at i N samples separated by distance h
You can find value at any location based on
known values at neighboring locations
10
  • One of the main issues concerning Ordinary
    Kriging is whether the assumption of a constant
    mean is reasonable.
  • - ArcGIS Help Menu

11
(No Transcript)
12
Location of Data Split
68.5 º N
13
(-43 for overall data set)
14
(-43 for overall data set)
15
Benthic Biomass Spatial Distribution(Northern
Data Set)
Legend
16
Benthic Biomass Spatial Distribution(Southern
Data Set)
Legend
17
Semivariograms
North
South
18
Small-Scale Variation a Problem in Southern Data
Set
Biomass (g/m2) 1216 720 405
254 Which is it?
Biomass (g/m2)
19
Small-Scale Variation in Northern Data Set
Biomass (g/m2) 840 270
269
Biomass (g/m2)
20
Conclusions
  • It was possible to interpolate the biomass on a
    continuous scale with relatively high certainty
    for the northern region
  • This method was not capable of accurately
    predicting biomass in the southern region due to
    small-scale variability of biomass measurements

Future work Is small-scale variability a result
of measuring errors or is it an inherent
property of the benthic biomass?
21
Acknowledgements
Dr. Dunton Marine Science Institute UT-Austin
Dr. Maidment Center for Research in Water
Resources
Susan Schonberg Marine Science Institute UT-Austin

Jóna Finndís Jonsdottír Previous M.S.
Student Center for Research in Water Resources
Dr. Barrett Center for Research in Water
Resources
22
  • Questions?
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