DocumentCode
822060
Title
Optimized Custom Precision Function Evaluation for Embedded Processors
Author
Lee, Dong-U ; Villasenor, John D.
Author_Institution
Mojix, Los Angeles, CA
Volume
58
Issue
1
fYear
2009
Firstpage
46
Lastpage
59
Abstract
Fixed-point processors are utilized in an enormous variety of applications, often for tasks that require the evaluation of mathematical functions. We present an automated method for mapping functions to such processors via polynomials that explicitly targets the native word-length of the processor, thereby significantly reducing the execution time relative to commonly used floating-point emulation approaches based on traditional mathematical libraries. The methods presented here also contrast with hand-tuned processor-specific code, which has the potential to deliver efficient implementations but at the cost of significant design time. We describe an automated design flow utilizing multi-word arithmetic to provide overflow protection and precision accurate to one unit in the last place (ulp). Analytical approaches are used to minimize the number of fixed-width operands required for each operation and to ensure that precision requirements are met. This allows automated generation of processor-optimized code and characterization of a design space representing a rich range of tradeoffs among precision, latency, and memory cost.
Keywords
embedded systems; floating point arithmetic; polynomials; simulated annealing; automated design flow; embedded processors; fixed-point processors; floating-point emulation approaches; mathematical libraries; multiword arithmetic; optimized custom precision function evaluation; overflow protection; processor-optimized code; Arithmetic; Character generation; Costs; Emulation; Function approximation; Libraries; Polynomials; Protection; Signal processing; Table lookup; Cost/performance; Elementary function approximation; High-Speed Arithmetic; Spline and piecewise polynomial interpolation;
fLanguage
English
Journal_Title
Computers, IEEE Transactions on
Publisher
ieee
ISSN
0018-9340
Type
jour
DOI
10.1109/TC.2008.124
Filename
4585364
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