DocumentCode
58623
Title
An Efficient FPGA IP Core for Automatic Modulation Classification
Author
Cardoso, Carlos ; Castro, A.R. ; Klautau, Aldebaro
Author_Institution
Signal Process. Lab. (LaPS), Fed. Univ. of Para (UFPA), Belem, Brazil
Volume
5
Issue
3
fYear
2013
fDate
Sept. 2013
Firstpage
42
Lastpage
45
Abstract
This letter presents a new algorithm for automatic modulation classification (AMC) and its implementation and validation as an intellectual property (IP) core. AMC aims at accurately identifying the modulation scheme of a given communication system in a short period of time. The proposed IP core consists of a multiclass classifier composed by linear support vector machines and a new parameter extraction (front end) based on histograms. Based on its VHDL implementation and validation using FPGAs, the performance of the proposed system is compared with respect to accuracy and computational complexity to recently proposed AMC algorithms. The new AMC system does not require multipliers and achieves equivalent accuracy with respect to a baseline, while reducing by 50% and 90% the use of logic elements and memory, respectively.
Keywords
computational complexity; field programmable gate arrays; hardware description languages; logic circuits; microprocessor chips; military communication; military computing; signal classification; support vector machines; AMC algorithms; FPGA IP core; VHDL implementation; automatic modulation classification; computational complexity; histograms; intellectual property core; linear support vector machines; military communications; multiclass classifier; parameter extraction; Computer architecture; Field programmable gate arrays; Histograms; Modulation; Signal to noise ratio; Support vector machines; Training; Field-programmable gate array (FPGA); intellectual property (IP) core; modulation classification;
fLanguage
English
Journal_Title
Embedded Systems Letters, IEEE
Publisher
ieee
ISSN
1943-0663
Type
jour
DOI
10.1109/LES.2013.2274793
Filename
6568874
Link To Document