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From Physics to Fish: Coupling 3-D Hydrodynamic-Biological Hypoxia Models with Individual Based Fish Models Dubravko Justic, Kenneth Rose, Lixia Wang, Haosheng Huang Department of Oceanography and Coastal Sciences School of the Coast and Environment Louisiana State University

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Page 1: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

From Physics to Fish: Coupling 3-D Hydrodynamic-Biological Hypoxia

Models with Individual Based Fish Models

Dubravko Justic, Kenneth Rose, Lixia Wang,

Haosheng Huang

Department of Oceanography and Coastal Sciences School of the Coast and Environment

Louisiana State University

Page 2: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“When there were no computers, computing was not a problem. When we had a few weak computers, computing was a mild problem. Now when we have gigantic computers, computing is a gigantic problem.” E. Dijkstra

Page 3: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“Shift Happens”

1983 - “Sir Clive Sinclair with his latest innovative computer design” 16 KB RAM

Page 4: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“Shift Happens”

1983 - “Sir Clive Sinclair with his latest innovative computer design” 16 KB RAM

2011 16 GB RAM

Page 5: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Beowulf Cluster (Sterling and Becker, 1994)

Page 6: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

September 14, 2009 LSU Launches New Supercomputing Cluster BATON ROUGE, La., Sept. 14 This week, LSU's High Performance Computing, or HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000 in May 2009....

User Friendly and Cheap

Page 7: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

TR

FOt

NP

DO

From 2-Box Models to Mega Models

~106 boxes (Wang and Justic, 2009)

2 boxes (Justic et al., 1996)

Page 8: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“Conventional” Hypoxia Models 3-D Hydrodynamic model

Water quality model

Motivation Assess ecological effects of large scale hypoxia, i.e., direct and indirect impacts on commercially important fish and shrimp

Page 9: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Population Displacements

(Craig and Crowder, 2005)

Page 10: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Objective • Develop models of fish movement

within a 3-D coupled hydrodynamic-biological model framework and derive exposure histories of simulated fish to hypoxia

Page 11: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“From Physics to Fish”

Wang and Justic, 2009; Justic and Wang, 2009; Justic et al., in preparation

FVCOM-LaTex WASP5

IBM

Individual Processes Movement Growth Mortality Spawning

Conditions Dissolved O2 Temperature Salinity Food density Predator Density Individual Size

Page 12: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

FVCOM-LaTex Computational Domain and Grid

Nodes: 14,740 Elements: 28,320 Resolution: 1-10 km 31 sigma levels

Wang and Justic, 2009

Page 13: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Model Calibration and Validation • Year 2002 – the largest hypoxic zone

on record (22,000 km2) • Simulation period: April 1 to September

30, 2002; Integration step = 5 s; 4 hours/month on Pelican (32 nodes)

• Initial conditions inferred from transect data and C6 and CSI03 moorings

• Model performance – evaluated using tidal gauges, ADCPs, shipboard measurements, and satellite imagery

Page 14: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Wang and Justic, 2009

Page 15: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Wang and Justic, 2009

Page 16: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

WASP5

Page 17: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Coupled FVCOM-WASP5

Justic and Wang (in preparation)

Page 18: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Justic and Wang (in preparation)

Page 19: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Fish IBM Movement Smart Particles = “Smarticles”

Kinesis method (Humston et al., 2004)

• X, Y and Z velocities of each individual are computed based on kinesis behavior (response to DO, T and S)

• Kinesis = sum of random and inertial velocities • When conditions approach preferred state, fish

tend to maintain their previous heading; if environmental conditions are harsh, the directional persistence of fish movement is low, mimicking a random walk

Page 20: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 21: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 22: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 23: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 24: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 25: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 26: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 27: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 28: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 29: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 30: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 31: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 32: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 33: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 34: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 35: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 36: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 37: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 38: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 39: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 40: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000
Page 41: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Applications Deriving exposure histories of simulated fish to Deepwater Horizon oil spill (Justic and Wang, in preparation; Huang et al, in preparation)

NASA Aqua MODIS May 25, 2010

Page 42: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Challenges in “Physics to Fish” Modeling

• Movement algorithms • Data requirements • Number and locations of monitoring

stations • How many monitoring stations are required

to calibrate a complex “Physics to Fish” model that has 1 million elements?

Page 43: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

“Shift Happens”

1983 - “Sir Clive Sinclair with his latest innovative computer design” 16 KB RAM

2011 16 GB RAM

Page 44: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Hypoxia models in 2039? Average computer 16 PB RAM (Petabyte) = 1015 Byte

~ 1012 boxes

< 1 m resolution La-Tex shelf

Page 45: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

Microscope-Macroscope Shift "To see these patterns which are bigger than ourselves, let us take a special view through the macroscope.” H.T. Odum (1971)

< 1 m resolution La-Tex shelf

~ 1012 boxes

Page 46: From Physics to Fish: Coupling 3-D Hydrodynamic-Biological ... · HPC, will debut the campus' newest supercomputing cluster, Philip….The University purchased Philip for $215,000

G. Müller-Niklas, 1997.

Acknowledgements:

NOAA NGI

NOAA/CSCOR

(NGOMEX)