Title :
Synthesis of embedded systemC design: a case study of digital neural networks
Author :
Lettnin, Djones ; Braun, Axel ; Bodgan, Martin ; Gerlach, Joachim ; Rosenstiel, Wolfgang
Author_Institution :
Dept. of Comput. Eng., Tubingen Univ., Germany
Abstract :
This work presents the whole system-on-silicon design flow using systemC system specification language. In this study, systemC is used to design a multilayer perceptron neural network, which is applied to an electrocardiogram pattern recognition system. The objective of this work is to exemplify the synthesis of RTL-and behavioral integrated systems. To achieve this, a preprocessing methodology was used to optimize the three main constraints of hardware neural network (HNN) design: accuracy, space and processing speed. This allows a complex HNN to be implemented on a single field programmable gate array (FPGA). The high level systemC synthesis allows the straightforward translation of system level into hardware level, avoiding the error prone and the time consuming translation into another hardware description language.
Keywords :
electrocardiography; embedded systems; field programmable gate arrays; hardware description languages; high level synthesis; multilayer perceptrons; pattern recognition; system-on-chip; FPGA; behavioral integrated system synthesis; digital neural networks; electrocardiogram pattern recognition system; embedded systemC design; field programmable gate array; hardware description language; hardware neural network design; high level systemC synthesis; multilayer perceptron neural network; preprocessing methodology; system on silicon design; systemC specification language; Constraint optimization; Design optimization; Field programmable gate arrays; Multi-layer neural network; Multilayer perceptrons; Network synthesis; Neural network hardware; Neural networks; Pattern recognition; Specification languages;
Conference_Titel :
Design, Automation and Test in Europe Conference and Exhibition, 2004. Proceedings
Print_ISBN :
0-7695-2085-5
DOI :
10.1109/DATE.2004.1269239