Real-time low-complexity automatic modulation classifier for pulsed radar signals

An automatic modulation classifier (AMC) based on low-complexity signal features and a hierarchical decision tree is presented for pulsed radar applications. This AMC is implemented on a field-programmable gate array (FPGA) platform. The algorithm has been designed to minimize the computational burden to achieve real-time operation. The novelty of the paper consists of the development of a low-computational-complexity radar AMC suitable for real-time FPGA implementation.

[1]  Ali Abdi,et al.  Survey of automatic modulation classification techniques: classical approaches and new trends , 2007, IET Commun..

[2]  Andreas Polydoros,et al.  Likelihood methods for MPSK modulation classification , 1995, IEEE Trans. Commun..

[3]  Bin Tang,et al.  Automatic modulation classification of radar signals using the Rihaczek distribution and hough transform , 2012 .

[4]  Jesús Grajal,et al.  Real time FPGA implementation of an automatic modulation classifier for electronic warfare applications , 2011, 2011 19th European Signal Processing Conference.

[5]  Canyan Zhu,et al.  Modulation classification based on cyclic spectral features and neural network , 2010, 2010 3rd International Congress on Image and Signal Processing.

[7]  Quanyuan Feng,et al.  Recognition of communication signal modulation based on SAA-SVM , 2010, 2010 3rd International Conference on Computer Science and Information Technology.

[8]  Wayne Luk,et al.  Performance Comparison of Graphics Processors to Reconfigurable Logic: A Case Study , 2010, IEEE Transactions on Computers.

[9]  Wayne Luk,et al.  Reconfigurable computing: architectures and design methods , 2005 .

[10]  Alagan Anpalagan,et al.  SVM-based classification of digital modulation signals , 2010, 2010 IEEE International Conference on Systems, Man and Cybernetics.

[11]  J.D. Martin,et al.  Maximum likelihood PSK classification using the DFT of phase histogram , 1995, Proceedings of GLOBECOM '95.

[12]  Elsayed Elsayed Azzouz,et al.  Algorithms for automatic modulation recognition of communication signals , 1998, IEEE Trans. Commun..

[13]  Abolfazl Falahati,et al.  Radar Signal Recognition by CWD Picture Features , 2012 .

[14]  W. Su,et al.  Comparison and Simulation of Digital Modulation Recognition Algorithms , 2003 .

[15]  R. J. Holbeche,et al.  Classification of PSK signals using the DFT of phase histogram , 1995, 1995 International Conference on Acoustics, Speech, and Signal Processing.

[16]  Jesús Grajal,et al.  Automatic modulation classifier for military applications , 2011, 2011 19th European Signal Processing Conference.

[17]  Jin Ming,et al.  Intrapulse modulation recognition of radar signals based on statistical tests of the time-frequency curve , 2011, Proceedings of 2011 International Conference on Electronics and Optoelectronics.

[18]  Danijela Cabric,et al.  Energy-Efficient Processor for Blind Signal Classification in Cognitive Radio Networks , 2014, IEEE Transactions on Circuits and Systems I: Regular Papers.

[19]  Bin Tang,et al.  Automatic modulation classification of radar signals using the generalised time-frequency representation of Zhao, Atlas and Marks , 2011 .

[20]  MengChu Zhou,et al.  Likelihood-Ratio Approaches to Automatic Modulation Classification , 2011, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[21]  Brian M. Sadler,et al.  Hierarchical digital modulation classification using cumulants , 2000, IEEE Trans. Commun..

[22]  A. K. Nandi,et al.  Procedure for automatic recognition of analogue and digital modulations , 1996 .

[23]  Jack E. Volder The CORDIC Trigonometric Computing Technique , 1959, IRE Trans. Electron. Comput..

[24]  V. Koivunen,et al.  Automatic Radar Waveform Recognition , 2007, IEEE Journal of Selected Topics in Signal Processing.

[25]  Nasser Kehtarnavaz,et al.  DSP-based hierarchical neural network modulation signal classification , 2003, IEEE Trans. Neural Networks.

[26]  Don J. Torrieri Arrival Time Estimation by Adaptive Thresholding , 1974, IEEE Transactions on Aerospace and Electronic Systems.

[27]  Brian D. Rigling,et al.  ACF-based classification of phase modulated waveforms , 2010, 2010 IEEE Radar Conference.

[28]  K. George,et al.  Multiple Signal Detection Digital Wideband Receiver using Hardware Accelerators , 2013, IEEE Transactions on Aerospace and Electronic Systems.

[29]  J. Grajal,et al.  Digital channelized receiver based on time-frequency analysis for signal interception , 2005, IEEE Transactions on Aerospace and Electronic Systems.

[30]  Cheol-sun Park,et al.  A novel robust feature of modulation classification for reconfigurable software radio , 2006, IEEE Transactions on Consumer Electronics.

[31]  Greg Stitt,et al.  Are Field-Programmable Gate Arrays Ready for the Mainstream? , 2011, IEEE Micro.