Abstract:
Floats and doubles according to the 1985 IEEE 754 standard exhibit in cases very strange behavior and are no longer compatible with today's technological constraints - es...Show MoreMetadata
Abstract:
Floats and doubles according to the 1985 IEEE 754 standard exhibit in cases very strange behavior and are no longer compatible with today's technological constraints - especially in high performance computing, HPC. Hence Gustafson's Unums, a substitute to IEEE 754 floating point numbers, are a promising alternative because they `end up all error' and do so by taking into consideration the technological change which has taken place since the eighties of the last century. Of course these benefits do not come without cost: new floating point hardware is needed and new numerical algorithms have to be invented to make full use of the potential of Unums. As an example, a zero finding algorithm is proposed which exploits today's processors potential to execute several floating point operations in parallel.
Date of Conference: 17-18 May 2017
Date Added to IEEE Xplore: 23 October 2017
ISBN Information:
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- IEEE Keywords
- Index Terms
- Technological Change ,
- High-performance Computing ,
- Numerical Algorithm ,
- Floating-point Operations ,
- Parallel Operation ,
- Technological Constraints ,
- Floating-point Numbers ,
- Simple Example ,
- Dot Product ,
- Subintervals ,
- Mathematica ,
- Under Flow ,
- Arithmetic Operations ,
- Open Regions ,
- Real Roots ,
- Rational Numbers ,
- Lambert W Function ,
- Quadtree
- Author Keywords
Keywords assist with retrieval of results and provide a means to discovering other relevant content. Learn more.
- IEEE Keywords
- Index Terms
- Technological Change ,
- High-performance Computing ,
- Numerical Algorithm ,
- Floating-point Operations ,
- Parallel Operation ,
- Technological Constraints ,
- Floating-point Numbers ,
- Simple Example ,
- Dot Product ,
- Subintervals ,
- Mathematica ,
- Under Flow ,
- Arithmetic Operations ,
- Open Regions ,
- Real Roots ,
- Rational Numbers ,
- Lambert W Function ,
- Quadtree
- Author Keywords