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* ProC: Galaxy Collisions AstroGrid-D Meeting, Garching.

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Presentation on theme: "* ProC: Galaxy Collisions AstroGrid-D Meeting, Garching."— Presentation transcript:

1 * ProC: Galaxy Collisions AstroGrid-D Meeting, Garching

2 2 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA The science case Given an observation of a galaxy...... explain its formation history estimate initial physical parameters generate a movie ProC: galaxy collisions

3 3 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Antennae galaxy collision

4 4 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA The science case Given an observation of a galaxy...... explain its formation history estimate initial physical parameters generate a movie Galaxy collisions: astrophysics

5 5 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Problems faced Cannot compute backwards in time Need forward simulations Solution approach Guess (sample) initial physical parameters Simulate colliding galaxies & store snapshots Project 3D-snapshots to 2D-images & compare with 2D- observation Iterate (optimize) as long as necessary Problems and solutions

6 6 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Forward simulations are demanding 8 to 10-dim parameter space: huge # of samples 1 simulation WF per physical parameter set (sample) >5 snapshots per simulation WF Many iterations for optimized projection per snapshot Computational demands

7 7 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA The curse of dimensionality

8 8 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Three islands drifting to form a continent #1 ProC galaxy merger and matching workflow Simulation sub-workflow for galaxy collisions Projection sub-workflow comparing multiple simulated 3D- snapshots with observed 2D-image #2 ProC sampler control element Efficient sampling of high-dimensional parameter spaces Pluggable sampling algorithms (SA, MCMC, SparseGrid,...) #3 ProC workflow submission... Via GAT to queue mgrs. (SGE) & grid middleware (GT4) Three islands...

9 9 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA ProC workflows

10 10 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA ProC galaxy collision workflow

11 11 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA ProC projection workflow

12 12 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Observed galaxy (simulated)

13 13 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Simulated galaxy #6 (projected)

14 14 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Simulated galaxy #5 (projected)

15 15 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Simulated galaxy #1 (projected)

16 16 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Status Island #1: galaxy collision Gadget incorporated into ProC Galaxy simulation and projection workflows are production-ready; were used in master thesis (Ilya Saverchenko, TUM/MPA) Production runs via GAT with queue manager (SGE) Island #2: ProC sampler ProC sampler control element ready for serial workflows Sparse grid sampling algorithm (exploration and optimization) Island #3: ProC job submission via GAT to Globus Toolkit 4 Workaround implemented for missing exit status problem Successful ProC-tests by Alexander Beck-Ratzka, AEI ProC: galaxy collisions

17 17 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Grid technology employed Gridified workflow manager (ProC) Grid Application Toolkit (GAT): Java implementation CoG-Kit (inside GAT, and as GT4 client) Distributed job execution via queue manager (SGE) Grid technology

18 18 AstroGrid-D Meeting, Garching 2006-11-15 H.-M. Adorf, MPA Future work Island #1: galaxy collision Use sampler control element with sparse grid sampling algorithm in optimization mode for estimating initial physical parameters, and projection parameters (snapshot time and angle) Island #2: ProC sampler Implement parallel execution of trivially parallelizable workflows Island #3: GT4 workflow execution Deploy Gadget and post-processing software at LRZ Submit galaxy collision jobs & workflows via GAT to GT4 at LRZ Generate a movie of galaxy collision and merger history ProC: galaxy collisions


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