SHPC5002 High Performance Scientific Computing

Credit
6 points
Offering
AvailabilityLocationMode
Not available in 2019UWA (Perth)Face to face
Content
The academic objectives of this unit are to apply concepts of high performance and scientific computing learned in the SHPC4001 Principles of Scientific Computation and SHPC4002 High Performance Computing and SHPC5001 Advanced Scientific Computation to solve large-scale scientific problems on modern clusters using a parallel computing methodology. Students learn to move beyond serial thinking toward parallel approaches of scientific computing problem solving, particularly in the choice, design and parallel implementation of algorithms. Students understand and apply techniques for solving, and verifying the solutions of, common multidimensional and multivariate physical problems, and learn computational techniques for handling computer intensive and 'big data' scenarios. Through multidisciplinary case studies, programming assignments and a term project, students attain a mastery of parallel programming (i.e. OpenMP and MPI) in high performance scientific computing applications for both shared and distributed computing environments, and have an exposure to accelerating scientific problem solving through general purpose graphics processing unit (GPU) computing.
Outcomes
Students are able to (1) design a parallel solution to a scientific computing problem, including the selection, design and parallel implementation of appropriate numerical algorithms; (2) achieve a high skill level in parallel programming (i.e. OpenMP and MPI); (3) understand the utility of general purpose GPU computing and program basic scientific algorithms on GPUs (e.g. through OpenACC, CUDA); (4) understand the challenges of 'big computation' and 'big data' and learn modern techniques used to handle these situations (accelerators, real-time processing, etc.); (5) better understand the state of the art and frontiers of high performance scientific computing through case studies drawn from physics (heat flow, Schrodinger Equation, gravitational wave), geophysics (3D wave-equation), astrophysics (N-body problem) and chemistry (molecular dynamics, two-electron integrals, 3D quadrature); (6) learn how to verify scientific computing data output through solving canonical problems and multidimensional data visualisation; and (7) demonstrate mastery of parallel programming concepts by solving scientific computing problems in the student's core discipline.
Assessment
Indicative assessments in this unit are as follows: (1) computer laboratory assignments and (2) term project. Further information is available in the unit outline.

Supplementary assessment is not available in this unit.
Unit Coordinator(s)
Professor Jingbo Wang
Unit rules
Prerequisites:
SHPC4001 Principles of Scientific Computation
or equivalent as approved by the Faculty
Advisable prior study:
introduction to programming offered by iVEC@UWA
Contact hours
lectures: 2 hours per week; computer-based labs: 2 hours per week; project: 60 hours
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