Title :
Acceleration of transistor-level evolution using Xilinx Zynq Platform
Author :
Mrazek, Vojtech ; Vasicek, Zdenek
Author_Institution :
Fac. of Inf. Technol., Brno Univ. of Technol., Brno, Czech Republic
Abstract :
The aim of this paper is to introduce a new accelerator developed to address the problem of evolutionary synthesis of digital circuits at transistor level. The proposed accelerator, based on recently introduced Xilinx Zynq platform, consists of a discrete simulator implemented in programmable logic and an evolutionary algorithm running on a tightly coupled embedded ARM processor. The discrete simulator was introduced in order to achieve a good trade-off between the precision and performance of the simulation of transistor-level circuits. The simulator is implemented using the concept of virtual reconfigurable circuit and operates on multiple logic levels which enables to evaluate the behavior of candidate transistor-level circuits at a reasonable level of detail. In this work, the concept of virtual reconfigurable circuit was extended to enable bidirectional data flow which represents the basic feature of transistor level circuits. According to the experimental evaluation, the proposed architecture speeds up the evolution in one order of magnitude compared to an optimized software implementation. The developed accelerator is utilized in the evolution of basic logic circuits having up to 5 inputs. It is shown that solutions competitive to the circuits obtained by conventional design methods can be discovered.
Keywords :
digital circuits; evolutionary computation; logic circuits; microprocessor chips; transistor circuits; Xilinx Zynq platform; bidirectional data flow; coupled embedded ARM processor; digital circuits; discrete simulator; evolutionary algorithm; evolutionary synthesis; logic circuits; multiple logic levels; optimized software implementation; programmable logic; transistor-level circuits; transistor-level evolution acceleration; virtual reconfigurable circuit; Arrays; Digital circuits; Evolutionary computation; Field programmable gate arrays; Hardware; Logic gates; Transistors;
Conference_Titel :
Evolvable Systems (ICES), 2014 IEEE International Conference on
Conference_Location :
Orlando, FL
DOI :
10.1109/ICES.2014.7008716