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Published byJunior Banks Modified over 9 years ago
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Does the addition of computing cores increase the performance of the CReSIS Synthetic Aperture Radar Processor (CSARP)? What MATLAB toolkits and/or expansion kits are necessary to run CSARP ? What hardware requirements are necessary to store and process CReSIS collected data? What facility environmental requirements are there to house a cluster of at least 32 cores to process a data set? What is the process to prepare a cluster from a middle-ware stand- point? Can an open-source job scheduler replace the MATLAB proprietary Distributed Computing Server currently required by CSARP?
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It was believed that the addition of computing cores would increase the performance of CSARP run times within a 10% level of significance.
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Height Data GPS Data Raw Data Data File Ice Sheet Imagery
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Provided by: Radartutorial.eu Synthetic Aperture Radar Multi-Channel RADAR Depth Sounder Greenland 2008 Deployment
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ADMI Cluster Testing – 1 Node
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ADMI Cluster Testing – 2 Nodes
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ADMI Cluster Testing – 4 Nodes
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ADMI Cluster Testing – 8 Nodes
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ADMI Cluster Testing – Results
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Compute Requirements Storage Requirements Power Requirements Cooling Requirements Operating System
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Average Home ~3 Tons 2.75 Tons
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Application Scheduler Server Head Node MATLAB Job Manager MATLAB Distributed Computing Environment Condor C++ Compiler Torque Video Compression
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Set the number of workers Edit Stage 1aEdit Stage 1a Edit Stage 1bEdit Stage 1b Edit Stage 2Edit Stage 2 Execute Startup.m Execute Parameters File Collect Stage run-times
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1 Worker2 Workers4 Workers8 Workers16 Workers32 Workers 29.2788904916.9293955113.0659270211.4529388511.3438312411.30514759 Madogo Worker Mean Times (minutes) P-value < α therefore we must reject H 0 Statistical Hypothesis and Test Value Collected Data ANOVA Testing Analysis and Decision Analysis of Variance (ANOVA)
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There is significant evidence to indicate there is a difference in the performance times of CSARP with the inclusion of additional workers with a 10% level of significance.
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128 Node Estimation 32 Nodes 128 Nodes Point at which overhead outweighs distribution benefits
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Contact Information: Je’aime H. Powell Jeaime.powell@cerser.ecsu.edu Web Site: http://Cerser.ecsu.edu
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