Authors
Giuseppe Tagliavini, Stefan Mach, Davide Rossi, Andrea Marongiu, Luca Benini
Publication date
2018/3/19
Conference
2018 Design, Automation & Test in Europe Conference & Exhibition (DATE)
Pages
1051-1056
Publisher
IEEE
Description
In modern low-power embedded platforms, the execution of floating-point (FP) operations emerges as a major contributor to the energy consumption of compute-intensive applications with large dynamic range. Experimental evidence shows that 50% of the energy consumed by a core and its data memory is related to FP computations. The adoption of FP formats requiring a lower number of bits is an interesting opportunity to reduce energy consumption, since it allows to simplify the arithmetic circuitry and to reduce the memory bandwidth required to transfer data between memory and registers by enabling vectorization. From a theoretical point of view, the adoption of multiple FP types perfectly fits with the principle of transprecision computing, allowing fine-grained control of approximation while meeting specified constraints on the precision of final results. In this paper we propose an extended FP type system with …
Total citations
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Scholar articles
G Tagliavini, S Mach, D Rossi, A Marongiu, L Benini - 2018 Design, Automation & Test in Europe Conference …, 2018