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https://dspace.iiti.ac.in/handle/123456789/4617
Title: | High Level Synthesis Methodology for Exploring Loop Unrolling Factor and Functional Datapath |
Authors: | Sengupta, Anirban |
Keywords: | Digital signal processing;Gallium;Genetic algorithms;Sensitivity analysis;Complex variable;Design constraints;Design space exploration;Digital signal processing (DSP);DSP kernel;Functional units;Loop unrolling;Optimal solutions;High level synthesis |
Issue Date: | 2018 |
Publisher: | Institute of Electrical and Electronics Engineers Inc. |
Citation: | Sarkar, P., Naskar, M. K., & Sengupta, A. (2018). High level synthesis methodology for exploring loop unrolling factor and functional datapath. Paper presented at the 2018 International Conference on Advanced Computation and Telecommunication, ICACAT 2018, doi:10.1109/ICACAT.2018.8933661 |
Abstract: | High level synthesis (HLS) forms the backbone of design process for digital signal processing (DSP) kernels. Further design space exploration (DSE) in HLS is quite challenging. However, DSE process becomes more intricate for control DSP kernels (with loops) due to the involvement of a complex variable affecting design area/power and latency called' loop unrolling factor'. This paper presents a process for exploring loop unrolling factor and functional datapath functional units concurrently using genetic algorithm (GA) that meets the user specified design constraints. Results have been tested on variety of DSP kernels along with the sensitivity analysis of GA. The presented approach has been successfully able to converge on optimal solutions in most cases for the tested DSP kernels. © 2018 IEEE. |
URI: | https://doi.org/10.1109/ICACAT.2018.8933661 https://dspace.iiti.ac.in/handle/123456789/4617 |
ISBN: | 9781538654729 |
Type of Material: | Conference Paper |
Appears in Collections: | Department of Computer Science and Engineering |
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