Abstract | ||
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We describe a hardware Gaussian noise generator based on the Wallace method used for a hardware simulation system. Our noise generator accurately models a true Gaussian probability density function even at high values. We evaluate its properties using: 1) several different statistical tests, including the chi-square test and the Anderson-Darling test and 2) an application for decoding of low-density parity-check (LDPC) codes. Our design is implemented on a Xilinx Virtex-II XC2V4000-6 field-programmable gate array (FPGA) at 155 MHz; it takes up 3% of the device and produces 155 million samples per second, which is three times faster than a 2.6-GHz Pentium-IV PC. Another implementation on a Xilinx Spartan-III XC3S200E-5 FPGA at 106 MHz is two times faster than the software version. Further improvement in performance can be obtained by concurrent execution: 20 parallel instances of the noise generator on an XC2V4000-6 FPGA at 115 MHz can run 51 times faster than software on a 2.6-GHz Pentium-IV PC. |
Year | DOI | Venue |
---|---|---|
2005 | 10.1109/TVLSI.2005.853615 | IEEE Trans. VLSI Syst. |
Keywords | Field | DocType |
xilinx virtex-ii,hardware simulation system,chi-square test,wallace method,hardware gaussian noise generator,different statistical test,noise generator,software version,xilinx spartan-iii,anderson-darling test,pentium-iv pc,low density parity check,indexing terms,monte carlo method,channel coding,reconfigurable computing,bit error rate,field programmable gate arrays,testing,decoding,probability density function,hardware,gaussian noise,fpga,monte carlo methods,communication channels,chi square test,ldpc code,statistical testing,anderson darling test,statistical test,field programmable gate array | Computer science,Low-density parity-check code,Field-programmable gate array,Electronic engineering,Gate array,Gaussian,Decoding methods,Computer hardware,Noise generator,Gaussian noise,Reconfigurable computing | Journal |
Volume | Issue | ISSN |
13 | 8 | 1063-8210 |
Citations | PageRank | References |
40 | 3.15 | 10 |
Authors | ||
5 |
Name | Order | Citations | PageRank |
---|---|---|---|
Dong-U Lee | 1 | 380 | 34.15 |
Wayne Luk | 2 | 3752 | 438.09 |
John D. Villasenor | 3 | 855 | 81.44 |
Guanglie Zhang | 4 | 104 | 15.26 |
Philip H.W. Leong | 5 | 849 | 101.45 |