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performance-tuning

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Engagements

GPU-accelerated Ice Sheet Flow Modeling
University of North Dakota

Sea levels are rising (3.7 mm/year and increasing!)! The primary contributor to rising sea levels is enhanced polar ice discharge due to climate change. However, their dynamic response to climate change remains a fundamental uncertainty in future projections. Computational cost limits the simulation time on which models can run to narrow the uncertainty in future sea level rise predictions. The project's overarching goal is to leverage GPU hardware capabilities to significantly alleviate the computational cost and narrow the uncertainty in future sea level rise predictions. Solving time-independent stress balance equations to predict ice velocity or flow is the most computationally expensive part of ice-sheet simulations in terms of computer memory and execution time. The PI developed a preliminary ice-sheet flow GPU implementation for real-world glaciers. This project aims to investigate the GPU implementation further, identify bottlenecks and implement changes to justify it in the price to performance metrics to a "standard" CPU implementation. In addition, develop a performance portable hardware (or architecture) agnostic implementation.

Status: Complete

People with Expertise

Calloway Sutton

Indiana University

Programs

ACCESS CSSN

Roles

cssn

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Expertise

MICHAEL RAMSHAW

Programs

CCMNet

Roles

CCMNet

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Expertise

Mohammad Al-Tahat

New Mexico State University

Programs

CAREERS, Campus Champions, CCMNet

Roles

research computing facilitator, CCMNet

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Expertise

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People with Interest

Raghunandan Pratoori

Iowa State University

Programs

ACCESS CSSN

Roles

student-facilitator

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Interests

Jeho Park

Claremont McKenna College

Programs

CCMNet, Campus Champions

Roles

research computing facilitator, CCMNet

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Interests

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Katia Bulekova

Boston University

Programs

ACCESS CSSN, Campus Champions, CAREERS, CCMNet, Northeast

Roles

mentor, research computing facilitator, CCMNet

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Interests