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Markov Chain Update
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Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Dec 20, 2015

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Page 1: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Markov Chain Update

Page 2: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

GIS Coastline

Page 3: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Rasterize Coastline in Matlab

Page 4: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Habitat = Spiny Lobster

Page 5: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Split up Patches

Page 6: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

What we have:

A rasterized coastline based on a real GIS map

Patches that are based on the suitable habitat for Spiny Lobster geometric/flow structures (e.g. the north side of an island will be a different patch to the south side)

Page 7: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

• Now – setup a Markov particle tracking simulation with a spatially explicit flow field (provided by Michael, from Sea Surface Height measurements)…

Page 8: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Flow Field from SSH

Page 9: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.
Page 10: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Velocitym/s

Page 11: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

… and v component

Velocitym/s

Page 12: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Lots of fiddling to get Markov script to ‘sample’ u and v

velocities from the flow field

Page 13: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.
Page 14: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

New method for starting particles … Randomly seeded within each

patch

Page 15: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

+ when they hit land they bounce better… to their last “ocean” positon

Page 16: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

For example

• Michael kindly got two flow fields – Jan 99 and June 99.

• I used our new Markov technique to generate connectivity matrixes for these two ocean states.

• PLD = 20days, competency after 2 days.• Spiny Lobster habitat

…. Unreal, but worth a look.

Page 17: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

The i and j patches

Page 18: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Total Count Connectivity Matrixes

JANUARY 1999

JUNE 1999

j

j

i

i

Page 19: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

Area Normalized Connectivity Matrixes

JANUARY 1999

JUNE 1999

Page 20: Markov Chain Update. GIS Coastline Rasterize Coastline in Matlab.

• So getting there, we now need better flow fields and biological parameters to proceed.

• Game over