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A Parallel Algorithm Synthesis Procedure for High-Performance Computer Architectures (Paperback, Softcover reprint of the original 1st ed. 2003)
Loot Price: R2,739
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A Parallel Algorithm Synthesis Procedure for High-Performance Computer Architectures (Paperback, Softcover reprint of the original 1st ed. 2003)
Series: Series in Computer Science
Expected to ship within 10 - 15 working days
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Despite five decades of research, parallel computing remains an
exotic, frontier technology on the fringes of mainstream computing.
Its much-heralded triumph over sequential computing has yet to
materialize. This is in spite of the fact that the processing needs
of many signal processing applications continue to eclipse the
capabilities of sequential computing. The culprit is largely the
software development environment. Fundamental shortcomings in the
development environment of many parallel computer architectures
thwart the adoption of parallel computing. Foremost, parallel
computing has no unifying model to accurately predict the execution
time of algorithms on parallel architectures. Cost and scarce
programming resources prohibit deploying multiple algorithms and
partitioning strategies in an attempt to find the fastest solution.
As a consequence, algorithm design is largely an intuitive art form
dominated by practitioners who specialize in a particular computer
architecture. This, coupled with the fact that parallel computer
architectures rarely last more than a couple of years, makes for a
complex and challenging design environment. To navigate this
environment, algorithm designers need a road map, a detailed
procedure they can use to efficiently develop high performance,
portable parallel algorithms. The focus of this book is to draw
such a road map. The Parallel Algorithm Synthesis Procedure can be
used to design reusable building blocks of adaptable, scalable
software modules from which high performance signal processing
applications can be constructed. The hallmark of the procedure is a
semi-systematic process for introducing parameters to control the
partitioning and scheduling of computation and communication. This
facilitates the tailoring of software modules to exploit different
configurations of multiple processors, multiple floating-point
units, and hierarchical memories. To showcase the efficacy of this
procedure, the book presents three case studies requiring various
degrees of optimization for parallel execution.
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