A Reconfigurable HexCell-Based Systolic Array Architecture for Evolvable Hardware on FPGA
Document Type
Article
Publication Date
4-2020
Abstract
Evolvable hardware is a system that modifies its architecture and behavior to adapt with changes of the environment. It is formed by reconfigurable processing elements driven by an evolutionary algorithm. In this paper, we study a reconfigurable HexCell-based systolic array architecture for evolvable systems on FPGA. HexCell is a processing element with a tile-able hexagonal-shaped cell for reconfigurable systolic arrays on FPGAs. The cell has three input ports feed into an internal functional-unit connected to three output ports. The functional-unit is configured using dynamic partial reconfiguration (DPR), and the output ports, in contrast, are configured using virtual reconfiguration circuit (VRC). Our proposed architecture combines the merits of both DPR and VRC to achieve fast reconfiguration and accelerated evolution. A HexCell-based 4 × 4 array was implemented on FPGA and utilized 32.5% look-up tables, 31.3% registers, and 1.4% block RAMs of Artix-7 (XC7Z020) while same-size conventional array consumed 8.7%, 5.1%, and 20.7% of the same FPGA, respectively. As a case study, we used an adaptive image filter as a test application. Results showed that the fitness of the best filters generated by our proposed architecture were generally fitter than those generated by the conventional state-of-the-art systolic array on the selected application. Also, performing 900,000 evaluations on HexCell array was 2.6 × faster than the conventional one.
Publication Information
Hussein, Fady; Daoud, Luka; and Rafla, Nader. (2020). "A Reconfigurable HexCell-Based Systolic Array Architecture for Evolvable Hardware on FPGA". Microprocessors and Microsystems, 74, 103014. https://doi.org/10.1016/j.micpro.2020.103014