Acceleration of transistor-level evolution using Xilinx Zynq Platform
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- @InProceedings{Vasicek:2014:ICES,
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author = "Vojtech Mrazek and Zdenek Vasicek",
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title = "Acceleration of transistor-level evolution using
Xilinx Zynq Platform",
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booktitle = "2014 IEEE International Conference on Evolvable
Systems",
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year = "2014",
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pages = "9--16",
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address = "Orlando, FL, USA",
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month = "9-12 " # dec,
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publisher = "IEEE",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-1-4799-4479-8",
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DOI = "doi:10.1109/ICES.2014.7008716",
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size = "8 pages",
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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 used 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.",
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notes = "Also known as \cie{t7008716}",
- }
Genetic Programming entries for
Vojtech Mrazek
Zdenek Vasicek
Citations