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| Content Provider | IEEE Xplore Digital Library |
|---|---|
| Author | Daouri, M. Escobar, F.A. Xin Chang Valderrama, C. |
| Copyright Year | 2015 |
| Description | Author affiliation: Fac. Polytech., UMONS, Mons, Belgium (Daouri, M.; Escobar, F.A.; Xin Chang; Valderrama, C.) |
| Abstract | Branch-and-Bound (B&B) algorithms are one of the most employed techniques in optimization problems. Its complexity increases exponentially with problem size and features a challenging dynamic memory management caused by recursive processing. Most solutions focus on parallel branch evaluation in multi-core CPUs or GPUs. To the best of our knowledge, to the date, no works have employed FPGAs to implement the BB technique. In this paper, we propose a mixed hardware-software architecture to solve the Flow-Shop Scheduling Problem (FSP). We use Vivado HLS to construct a simple processing element (PE) for lower bound computation and integrate it with an ARM processor system. A Xilinx ZYNQ-7020 device is used to synthesize 10 PEs and reach an acceleration of about 5× over bare-metal execution on the same platform. In addition, we propose a pseudo-branching technique for higher computation overlapping attaining speed ups of 10.3× for a maximum problem size of 20 jobs in 20 machines. |
| Starting Page | 1 |
| Ending Page | 4 |
| File Size | 518176 |
| Page Count | 4 |
| File Format | |
| e-ISBN | 9781467365765 |
| DOI | 10.1109/NORCHIP.2015.7364362 |
| Language | English |
| Publisher | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Publisher Date | 2015-10-26 |
| Publisher Place | Norway |
| Access Restriction | Subscribed |
| Rights Holder | Institute of Electrical and Electronics Engineers, Inc. (IEEE) |
| Subject Keyword | Job shop scheduling Ports (Computers) Graphics processing units Computer architecture Hardware Delays Field programmable gate arrays |
| Content Type | Text |
| Resource Type | Article |
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