메뉴 건너뛰기




Volumn , Issue , 2012, Pages 392-399

Automatic modulation classification: Sixth-order cumulant features as a solution for real-world challenges

Author keywords

channel estimation; cumulants; interference; Modulation classification; multipath

Indexed keywords

ADDITIVE WHITE NOISE; ALGORITHM'S PERFORMANCE; AUTOMATIC CLASSIFICATION; AUTOMATIC MODULATION CLASSIFICATION; CLASSIFICATION ALGORITHM; CLASSIFICATION PERFORMANCE; COMMERCIAL COMMUNICATION; CUMULANTS; DATA SAMPLE; DIGITAL RESOURCES; LOW COMPUTATIONAL COMPLEXITY; MODULATION CLASSIFICATION; MODULATION FORMATS; MONTE CARLO SIMULATION; MULTIPATH; NEW CHANNELS; PRACTICAL IMPLEMENTATION; REAL-WORLD; SIGNAL MODULATION FORMAT;

EID: 84874165442     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/TELFOR.2012.6419230     Document Type: Conference Paper
Times cited : (28)

References (45)
  • 1
    • 34247238287 scopus 로고    scopus 로고
    • Survey of automatic modulation classification techniques: Classical approaches and new trends
    • April
    • O. A. Dobre, A. Abdi, Y. Bar-Ness and W. Su, "Survey of automatic modulation classification techniques: classical approaches and new trends," IET Commun., vol. 1, no. 2, pp. 137-156, April 2007.
    • (2007) IET Commun. , vol.1 , Issue.2 , pp. 137-156
    • Dobre, O.A.1    Abdi, A.2    Bar-Ness, Y.3    Su, W.4
  • 2
    • 0025476088 scopus 로고
    • On the detection and classification of quadrature digital modulations in broad-band noise
    • A. Polydoros and K. Kim, "On the detection and classification of quadrature digital modulations in broad-band noise," IEEE Trans. Commun., vol. 38, pp. 1199-1211, 1990.
    • (1990) IEEE Trans. Commun. , vol.38 , pp. 1199-1211
    • Polydoros, A.1    Kim, K.2
  • 3
    • 0029255714 scopus 로고
    • Likelihood methods for MPSK modulation classification
    • C. Y. Huang and A. Polydoros, "Likelihood methods for MPSK modulation classification," IEEE Trans. Commun., vol. 43, pp. 1493-1504, 1995.
    • (1995) IEEE Trans. Commun. , vol.43 , pp. 1493-1504
    • Huang, C.Y.1    Polydoros, A.2
  • 4
    • 0031623953 scopus 로고    scopus 로고
    • A generalized maximum likelihood framework for modulation classification
    • D. Boiteau and C. Le Martret, "A generalized maximum likelihood framework for modulation classification," in Proc. ICASSP, 1998, pp. 2165-2168.
    • (1998) Proc. ICASSP , pp. 2165-2168
    • Boiteau, D.1    Le Martret, C.2
  • 5
    • 0036601567 scopus 로고    scopus 로고
    • Classification of multiple mary frequency-shift keying signals over a rayleigh fading channel
    • A. E. El-Mahdy and N. M. Namazi, "Classification of multiple Mary frequency-shift keying signals over a Rayleigh fading channel," IEEE Trans. Commun., vol. 50, pp. 967-974, 2002.
    • (2002) IEEE Trans. Commun. , vol.50 , pp. 967-974
    • El-Mahdy, A.E.1    Namazi, N.M.2
  • 6
    • 0029538905 scopus 로고
    • Modulation classification of signals in unknown ISI environments
    • N. Lay and A. Polydoros, "Modulation classification of signals in unknown ISI environments", in Proc. IEEE MILCOM, 1995, pp. 170-174.
    • (1995) Proc. IEEE MILCOM , pp. 170-174
    • Lay, N.1    Polydoros, A.2
  • 7
    • 0029538905 scopus 로고
    • Per-survivor processing for channel acquisition, data detection and modulation classification
    • N. Lay and A. Polydoros, "Per-survivor processing for channel acquisition, data detection and modulation classification", in Proc. ASILOMAR, 1995, pp. 170-174.
    • (1995) Proc. ASILOMAR , pp. 170-174
    • Lay, N.1    Polydoros, A.2
  • 9
    • 27744460872 scopus 로고
    • Combined likelihood power estimation and multiple hypothesis modulation classification
    • K. M. Chugg, C. S. Long, and A. Polydoros, "Combined likelihood power estimation and multiple hypothesis modulation classification," in Proc. ASILOMAR, 1995, pp. 1137-1141.
    • (1995) Proc. ASILOMAR , pp. 1137-1141
    • Chugg, K.M.1    Long, C.S.2    Polydoros, A.3
  • 10
    • 0037000980 scopus 로고    scopus 로고
    • An antenna array likelihood modulation classifier for BPSK and QPSK signals
    • L. Hong and K. C. Ho, "An antenna array likelihood modulation classifier for BPSK and QPSK signals," in Proc. IEEE MILCOM, 2002, pp. 647-651.
    • (2002) Proc. IEEE MILCOM , pp. 647-651
    • Hong, L.1    Ho, K.C.2
  • 11
    • 27744474239 scopus 로고    scopus 로고
    • On the classification of linearly modulated signals in fading channel
    • Princeton University, Princeton, NJ, US
    • O. A. Dobre, J. Zarzoso, Y. Bar-Ness, and W. Su, "On the classification of linearly modulated signals in fading channel", in Proc. CISS Conf., 2004, Princeton University, Princeton, NJ, US
    • (2004) Proc. CISS Conf.
    • Dobre, O.A.1    Zarzoso, J.2    Bar-Ness, Y.3    Su, W.4
  • 12
    • 0028699072 scopus 로고
    • Further results in likelihood classification of QAM signals
    • C. Long, K. Chugg, and A. Polydoros, "Further results in likelihood classification of QAM signals," in Proc. IEEE MILCOM, 1994, pp. 57-61.
    • (1994) Proc. IEEE MILCOM , pp. 57-61
    • Long, C.1    Chugg, K.2    Polydoros, A.3
  • 13
    • 0029197033 scopus 로고
    • Higher-order correlation-based approach to modulation classification of digitally frequency-modulated signals
    • B. F. Beidas and C. L. Weber, "Higher-order correlation-based approach to modulation classification of digitally frequency-modulated signals," IEEE Journal on Sel. Areas in Commun, vol. 13, pp. 89-101, 1995.
    • (1995) IEEE Journal on Sel. Areas in Commun , vol.13 , pp. 89-101
    • Beidas, B.F.1    Weber, C.L.2
  • 14
    • 0032046477 scopus 로고    scopus 로고
    • Asynchronous classification of MFSK signals using the higher order correlation domain
    • B. F. Beidas and C. L. Weber, "Asynchronous classification of MFSK signals using the higher order correlation domain," IEEE Trans. Commun., vol. 46, pp. 480-493, 1998.
    • (1998) IEEE Trans. Commun. , vol.46 , pp. 480-493
    • Beidas, B.F.1    Weber, C.L.2
  • 15
    • 27744431832 scopus 로고    scopus 로고
    • Modulation classification in fading channels using antenna arrays
    • A. Abdi, O. A. Dobre, R. Choudhry, Y. Bar-Ness, and W. Su, "Modulation classification in fading channels using antenna arrays," in Proc. IEEE MILCOM, 2004, pp. 211-217.
    • (2004) Proc. IEEE MILCOM , pp. 211-217
    • Abdi, A.1    Dobre, O.A.2    Choudhry, R.3    Bar-Ness, Y.4    Su, W.5
  • 16
    • 33847363562 scopus 로고    scopus 로고
    • Quasi-hybrid likelihood modulation classification with nonlinear carrier frequency offsets estimation using antenna arrays
    • H. Li, O. A. Dobre, Y. Bar-Ness, and W. Su, "Quasi-hybrid likelihood modulation classification with nonlinear carrier frequency offsets estimation using antenna arrays," in Proc. IEEE MILCOM, 2005, pp. 1-6
    • (2005) Proc. IEEE MILCOM , pp. 1-6
    • Li, H.1    Dobre, O.A.2    Bar-Ness, Y.3    Su, W.4
  • 17
    • 39049139430 scopus 로고    scopus 로고
    • Likelihood-based algorithms for linear digital modulation classification in fading channels
    • Ottawa, Canada
    • O. A. Dobre and F. Hameed, "Likelihood-based algorithms for linear digital modulation classification in fading channels," in Proc. IEEE CCECE, 2006, Ottawa, Canada.
    • (2006) Proc. IEEE CCECE
    • Dobre, O.A.1    Hameed, F.2
  • 18
    • 77956691189 scopus 로고    scopus 로고
    • Distributed automatic modulation classification with multiple sensors
    • November
    • J. L. Xu, W. Su and M. C. Zhou, "Distributed Automatic Modulation Classification With Multiple Sensors," IEEE Sensors Journal, Vol. 10, Issue 11, pp. 1779 - 1785, November 2010.
    • (2010) IEEE Sensors Journal , vol.10 , Issue.11 , pp. 1779-1785
    • Xu, J.L.1    Su, W.2    Zhou, M.C.3
  • 19
    • 33847382900 scopus 로고    scopus 로고
    • The classification of joint analog and digital modulations
    • O. A. Dobre, A. Abdi, Y. Bar-Ness, and W. Su, "The classification of joint analog and digital modulations," in Proc. IEEE MILCOM, 2005, pp. 1-6.
    • (2005) Proc. IEEE MILCOM , pp. 1-6
    • Dobre, O.A.1    Abdi, A.2    Bar-Ness, Y.3    Su, W.4
  • 21
    • 0024915950 scopus 로고
    • Automatic modulation recognition of digitally modulated signals
    • S. Z. Hsue and S. S. Soliman, "Automatic modulation recognition of digitally modulated signals," in Proc. IEEE MILCOM, 1989, pp. 645-649.
    • (1989) Proc. IEEE MILCOM , pp. 645-649
    • Hsue, S.Z.1    Soliman, S.S.2
  • 22
    • 0025558416 scopus 로고
    • Automatic modulation classification using zero crossing
    • S. Z. Hsue and S. S. Soliman, "Automatic modulation classification using zero crossing," IEE Radar and Signal Processing, vol. 137, pp. 459-464, 1990.
    • (1990) IEE Radar and Signal Processing , vol.137 , pp. 459-464
    • Hsue, S.Z.1    Soliman, S.S.2
  • 23
    • 0032074146 scopus 로고    scopus 로고
    • An asymptotic optimal algorithm for modulation classification
    • Y. Yang and C. H. Liu, "An asymptotic optimal algorithm for modulation classification," IEEE Comm. Letters, vol. 2, pp. 117-119, 1998.
    • (1998) IEEE Comm. Letters , vol.2 , pp. 117-119
    • Yang, Y.1    Liu, C.H.2
  • 24
    • 0026868535 scopus 로고
    • Signal classification using statistical moments
    • S. S. Soliman and S. Z. Hsue, "Signal classification using statistical moments," IEEE Trans. Commun., vol. 40, pp. 908-916, 1992.
    • (1992) IEEE Trans. Commun. , vol.40 , pp. 908-916
    • Soliman, S.S.1    Hsue, S.Z.2
  • 25
    • 0003772855 scopus 로고
    • An improved moment-based algorithm for signal classification
    • Y. Yang and S. S. Soliman, "An improved moment-based algorithm for signal classification," Signal Processing, pp. 231-244, 1995.
    • (1995) Signal Processing , pp. 231-244
    • Yang, Y.1    Soliman, S.S.2
  • 27
    • 0033282952 scopus 로고    scopus 로고
    • A blind information theoretic approach to automatic signal classification
    • V. J. Stolman, S. Paranjpe, and G. C. Orsak, "A blind information theoretic approach to automatic signal classification," in Proc. IEEE MILCOM, 1999, pp. 447-451.
    • (1999) Proc. IEEE MILCOM , pp. 447-451
    • Stolman, V.J.1    Paranjpe, S.2    Orsak, G.C.3
  • 28
    • 0026868535 scopus 로고
    • Signal classification using statistical moments
    • S. S. Soliman and S. Z. Hsue, "Signal classification using statistical moments," IEEE Trans. Commun., vol. 40, pp. 908-916, 1992.
    • (1992) IEEE Trans. Commun. , vol.40 , pp. 908-916
    • Soliman, S.S.1    Hsue, S.Z.2
  • 29
    • 0003772855 scopus 로고
    • An improved moment-based algorithm for signal classification
    • Y. Yang and S. S. Soliman, "An improved moment-based algorithm for signal classification," Signal Processing, pp. 231-244, 1995.
    • (1995) Signal Processing , pp. 231-244
    • Yang, Y.1    Soliman, S.S.2
  • 30
    • 0033893527 scopus 로고    scopus 로고
    • Hierarchical digital modulation classification using cumulants
    • A. Swami and B. M. Sadler, "Hierarchical digital modulation classification using cumulants," IEEE Trans. Commun., vol. 48, pp. 416-429, 2000.
    • (2000) IEEE Trans. Commun. , vol.48 , pp. 416-429
    • Swami, A.1    Sadler, B.M.2
  • 31
    • 0035574543 scopus 로고    scopus 로고
    • On the utility of sixth-order cyclic cumulants for RF signal classification
    • C. M. Spooner, "On the utility of sixth-order cyclic cumulants for RF signal classification," in Proc. ASILOMAR, 2001, pp. 890-897.
    • (2001) Proc. ASILOMAR , pp. 890-897
    • Spooner, C.M.1
  • 32
    • 3142721378 scopus 로고    scopus 로고
    • Higher-order cyclic cumulants for high order modulation classification
    • O. A. Dobre, Y. Bar-Ness, and W. Su, "Higher-order cyclic cumulants for high order modulation classification," in Proc. IEEE MILCOM, 2003, pp. 112-117.
    • (2003) Proc. IEEE MILCOM , pp. 112-117
    • Dobre, O.A.1    Bar-Ness, Y.2    Su, W.3
  • 33
    • 50049126492 scopus 로고    scopus 로고
    • Novel automatic modulation classification using cumulant features for communications via multipath channels
    • August
    • H. C. Wu, M. Saquib and Z. Yun, "Novel Automatic Modulation Classification Using Cumulant Features for Communications via Multipath Channels," IEEE Trans. Wireless Commun, vol. 7, no. 8, pp. 3098-3105, August 2008.
    • (2008) IEEE Trans. Wireless Commun , vol.7 , Issue.8 , pp. 3098-3105
    • Wu, H.C.1    Saquib, M.2    Yun, Z.3
  • 34
    • 73449106853 scopus 로고    scopus 로고
    • Automatic modulation classification algorithm using higher-order cumulants under real-world channel conditions
    • December
    • V. D. Orlić and M. L. Dukić, "Automatic modulation classification algorithm using higher-order cumulants under real-world channel conditions," IEEE Communications Letters, Volume 13, Issue 12, pp. 917 - 919, December 2009.
    • (2009) IEEE Communications Letters , vol.13 , Issue.12 , pp. 917-919
    • Orlić, V.D.1    Dukić, M.L.2
  • 35
    • 77956822305 scopus 로고    scopus 로고
    • Multipath channel estimation algorithm for automatic modulation classification using sixth-order cumulants
    • September
    • V. D. Orlić and M. L. Dukić, "Multipath channel estimation algorithm for automatic modulation classification using sixth-order cumulants," Electronics Letters, Volume 46, Issue 19, pp. 1348-1349, September 2010.
    • (2010) Electronics Letters , vol.46 , Issue.19 , pp. 1348-1349
    • Orlić, V.D.1    Dukić, M.L.2
  • 36
    • 84874120362 scopus 로고    scopus 로고
    • Properties of an algorithm for automatic modulation classification based on sixth-order cumulants
    • Veliko Trnovo, Bulgaria
    • V. D. Orlic and M. L. Dukic, "Properties of an Algorithm for Automatic Modulation Classification Based on Sixth-Order Cumulants," Proc. ICEST 2009, Veliko Trnovo, Bulgaria, 2009.
    • (2009) Proc. ICEST 2009
    • Orlic, V.D.1    Dukic, M.L.2
  • 37
    • 76249119110 scopus 로고    scopus 로고
    • Algorithm for automatic modulation classification in multipath channel based on sixth-order cumulants
    • Niš, Serbia
    • V. D. Orlić and M. L. Dukić, "Algorithm for Automatic Modulation Classification in Multipath Channel Based on Sixth-Order Cumulants," Proc. TELSIKS 2009, Niš, Serbia, 2009.
    • (2009) Proc. TELSIKS 2009
    • Orlić, V.D.1    Dukić, M.L.2
  • 38
    • 84874123230 scopus 로고    scopus 로고
    • Metode za poboljšanje klasifikacije kompleksnih signala na bazi vrednosti kumulanta šestog reda
    • Belgrade, Serbia Serbian
    • V. D. Orlić i M. L. Dukic, "Metode za poboljšanje klasifikacije kompleksnih signala na bazi vrednosti kumulanta šestog reda," Proc. TELFOR 2010, Belgrade, Serbia, 2010, in Serbian.
    • (2010) Proc. TELFOR 2010
    • Orlić, V.D.1    Dukic, M.L.2
  • 39
    • 84874179488 scopus 로고    scopus 로고
    • Analiza performansi AMC algoritma na bazi vrednosti kumulanta sestog reda u uslovima interferencije
    • Teslic, Rep. Srpska Serbian
    • V. D. Orlić i M. L. Dukić, "Analiza performansi AMC algoritma na bazi vrednosti kumulanta sestog reda u uslovima interferencije," Proc. ETRAN 2011, Teslic, Rep. Srpska, 2011, in Serbian.
    • (2011) Proc. ETRAN 2011
    • Orlić, V.D.1    Dukić, M.L.2
  • 40
    • 84874120119 scopus 로고    scopus 로고
    • Setting the optimal decision threshold and analysis of impact of sample size on automatic modulation classification based on sixth-order cumulants
    • Belgrade, Serbia
    • V. D. Orlić and M. L. Dukic, "Setting the optimal decision threshold and analysis of impact of sample size on automatic modulation classification based on sixth-order cumulants," Proc. OTEH 2012, Belgrade, Serbia, 2012.
    • (2012) Proc. OTEH 2012
    • Orlić, V.D.1    Dukic, M.L.2
  • 41
    • 0001092566 scopus 로고
    • A multivariate extension of hoeffding's lemma
    • H. W. Block and Z. Fang, "A Multivariate Extension of Hoeffding's Lemma," The Annals of Probability, vol. 16, no. 4, pp. 1803-1820, 1988.
    • (1988) The Annals of Probability , vol.16 , Issue.4 , pp. 1803-1820
    • Block, H.W.1    Fang, Z.2
  • 43
    • 4544230629 scopus 로고
    • A new formula for k-statistics
    • I. J. Good, "A new formula for k-statistics", The Annals of Statistics, vol. 5, no. 1, pp. 224-228, 1977.
    • (1977) The Annals of Statistics , vol.5 , Issue.1 , pp. 224-228
    • Good, I.J.1
  • 45
    • 0015300234 scopus 로고
    • Simulation of urban vehicle-monitoring systems
    • February
    • G L. Turin, W. S. Jewell and T. L. Johnston, "Simulation of Urban Vehicle-Monitoring Systems", IEEE Trans. Vehicular Technology., vol. VT-21, no. 1, February 1972., pp. 9-16.
    • (1972) IEEE Trans. Vehicular Technology , vol.VT-21 , Issue.1 , pp. 9-16
    • Turin, G.L.1    Jewell, W.S.2    Johnston, T.L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.