Skip to main content

2018 | OriginalPaper | Buchkapitel

3. Sources Localization and DOAE Techniques of Moving Multiple Sources

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

Estimating the direction of non-stationary moving array as well as moving narrowband sources is considered an active research area. The most cutting-edge techniques are originated from the maximum likelihood (ML) and expectations maximization (EM) methods as they have a form of recursive extended Kalman filters and use built-in source-movement models. For non-stationary speech sources, nonparametric modeling of the source movements can be employed.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
1.
Zurück zum Zitat Ashour, A. S. (2005). Smart antenna (Doctoral dissertation, Ph.D. thesis). Faculty of Engineering, Tanta University, Egypt. Ashour, A. S. (2005). Smart antenna (Doctoral dissertation, Ph.D. thesis). Faculty of Engineering, Tanta University, Egypt.
2.
Zurück zum Zitat Ashour, A. S., Elkamchouchi, H. M., & Nasr, M. E. (2004, June). Planar array for accelerated sources tracking using local polynomial approximation beamformer. In Antennas and Propagation Society International Symposium, 2004. IEEE (Vol. 1, pp. 431–434). IEEE. Ashour, A. S., Elkamchouchi, H. M., & Nasr, M. E. (2004, June). Planar array for accelerated sources tracking using local polynomial approximation beamformer. In Antennas and Propagation Society International Symposium, 2004. IEEE (Vol. 1, pp. 431–434). IEEE.
3.
Zurück zum Zitat Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2004, March). Modified LPA beamformer for localizing and tracking rapidly accelerated moving sources. In Proceedings of the Twenty-First National Radio Science Conference, 2004. NRSC 2004 (pp. B4–1). IEEE. Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2004, March). Modified LPA beamformer for localizing and tracking rapidly accelerated moving sources. In Proceedings of the Twenty-First National Radio Science Conference, 2004. NRSC 2004 (pp. B4–1). IEEE.
4.
Zurück zum Zitat Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2004, March). Planar array for signal tracking using sliding window approach. In Proceedings of the Twenty-First National Radio Science Conference, 2004. NRSC 2004 (pp. B10–1). IEEE. Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2004, March). Planar array for signal tracking using sliding window approach. In Proceedings of the Twenty-First National Radio Science Conference, 2004. NRSC 2004 (pp. B10–1). IEEE.
5.
Zurück zum Zitat Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2005). Nonparametric approach for direction-of-arrival estimation of accelerated moving sources using cubic array. Alexandria Engineering Journal, 44(3), 401–411. Elkamchouchi, H. M., Nasr, M. E., & Ashour, A. S. (2005). Nonparametric approach for direction-of-arrival estimation of accelerated moving sources using cubic array. Alexandria Engineering Journal, 44(3), 401–411.
6.
Zurück zum Zitat Ashour, A. S. (2014). LPA beamformer for tracking nonstationary accelerated near-field sources. International Journal of Advanced Computer Science and Applications, 5(3), 2–9. Ashour, A. S. (2014). LPA beamformer for tracking nonstationary accelerated near-field sources. International Journal of Advanced Computer Science and Applications, 5(3), 2–9.
7.
Zurück zum Zitat Ashour, A. S., & Dey, N. (2016). Adaptive window bandwidth selection for direction of arrival estimation of uniform velocity moving targets based relative intersection confidence interval technique. Ain Shams Engineering Journal. Ashour, A. S., & Dey, N. (2016). Adaptive window bandwidth selection for direction of arrival estimation of uniform velocity moving targets based relative intersection confidence interval technique. Ain Shams Engineering Journal.
8.
Zurück zum Zitat Brandstein, M., & Ward, D. (Eds.). (2013). Microphone arrays: signal processing techniques and applications. Berlin: Springer Science & Business Media. Brandstein, M., & Ward, D. (Eds.). (2013). Microphone arrays: signal processing techniques and applications. Berlin: Springer Science & Business Media.
9.
Zurück zum Zitat Zeira, A., & Friedlander, B. (1996). Direction of arrival estimation using parametric signal models. IEEE Transactions on Signal Processing, 44(2), 339–350.CrossRef Zeira, A., & Friedlander, B. (1996). Direction of arrival estimation using parametric signal models. IEEE Transactions on Signal Processing, 44(2), 339–350.CrossRef
10.
Zurück zum Zitat Stine, J. A. (1997). Beamforming illustrations (final report for the course project of EE381 k). Advanced Digital signal processing, pp. 1–9, July 1997. Stine, J. A. (1997). Beamforming illustrations (final report for the course project of EE381 k). Advanced Digital signal processing, pp. 1–9, July 1997.
11.
Zurück zum Zitat Schell, S. V. (1994). Performance analysis of the cyclic MUSIC method of direction estimation for cyclostationary signals. IEEE Transactions on Signal Processing, 42(11), 3043–3050. Schell, S. V. (1994). Performance analysis of the cyclic MUSIC method of direction estimation for cyclostationary signals. IEEE Transactions on Signal Processing, 42(11), 3043–3050.
12.
Zurück zum Zitat Ziskind, I., & Wax, M. (1988). Maximum likelihood location of multiple sources by alternating projection. IEEE Transactions on Acoustics, Speech, and Signal Processing, 36, 1553–1560. Ziskind, I., & Wax, M. (1988). Maximum likelihood location of multiple sources by alternating projection. IEEE Transactions on Acoustics, Speech, and Signal Processing, 36, 1553–1560.
13.
Zurück zum Zitat Katkovnik, V., & Gershman, A. B. (2002). Performance study of the local polynomial approximation based beamforming in the presence of moving sources. IEEE Transactions on Antennas and Propagation, 50(8), 1151–1157.CrossRef Katkovnik, V., & Gershman, A. B. (2002). Performance study of the local polynomial approximation based beamforming in the presence of moving sources. IEEE Transactions on Antennas and Propagation, 50(8), 1151–1157.CrossRef
14.
Zurück zum Zitat Krim, H., & Viberg, M. (1996). Two decades of array signal processing research. IEEE Signal Processing Magazine, 13(4), 67–94.CrossRef Krim, H., & Viberg, M. (1996). Two decades of array signal processing research. IEEE Signal Processing Magazine, 13(4), 67–94.CrossRef
15.
Zurück zum Zitat Katkovnik, V. (2000). Adaptive robust array signal processing for moving sources and impulse noise environment, TICSP Series #11, December 2000. Katkovnik, V. (2000). Adaptive robust array signal processing for moving sources and impulse noise environment, TICSP Series #11, December 2000.
16.
Zurück zum Zitat Swindlehurst, A. L., & Kailath, T. (1992). A performance analysis of subspace-based methods in the presence of model errors—part I: the MUSIC algorithm. IEEE Transactions on Signal Processing, SP-40, 1758–1774. Swindlehurst, A. L., & Kailath, T. (1992). A performance analysis of subspace-based methods in the presence of model errors—part I: the MUSIC algorithm. IEEE Transactions on Signal Processing, SP-40, 1758–1774.
17.
Zurück zum Zitat Dietrich, C. B., Jr., Stutzman, W. L., Kim, B., & Dietze, K. (2000). Smart antennas in wireless communications: Base-station diversity and handset beamforming. IEEE Antennas and Propagation Magazine, 42(5), 142–151. Dietrich, C. B., Jr., Stutzman, W. L., Kim, B., & Dietze, K. (2000). Smart antennas in wireless communications: Base-station diversity and handset beamforming. IEEE Antennas and Propagation Magazine, 42(5), 142–151.
18.
Zurück zum Zitat Hanssen, R. F. (2001). Radar interferometry: Data interpretation and error analysis (Vol. 2). Berlin: Springer Science & Business Media. Hanssen, R. F. (2001). Radar interferometry: Data interpretation and error analysis (Vol. 2). Berlin: Springer Science & Business Media.
19.
Zurück zum Zitat Grosicki, E., Abed-Meraim, K., & Hua, Y. (2005). A weighted linear prediction method for near-field source localization. IEEE Transactions on Signal Processing, 53(10), 3651–3660.MathSciNetCrossRefMATH Grosicki, E., Abed-Meraim, K., & Hua, Y. (2005). A weighted linear prediction method for near-field source localization. IEEE Transactions on Signal Processing, 53(10), 3651–3660.MathSciNetCrossRefMATH
20.
Zurück zum Zitat He, J., Ahmad, M. O., & Swamy, M. N. S. (2013). Near-field localization of partially polarized sources with a cross-dipole array. IEEE Transactions on Aerospace and Electronic Systems, 49(2), 857–870.CrossRef He, J., Ahmad, M. O., & Swamy, M. N. S. (2013). Near-field localization of partially polarized sources with a cross-dipole array. IEEE Transactions on Aerospace and Electronic Systems, 49(2), 857–870.CrossRef
21.
Zurück zum Zitat Poli, R., Kennedy, J., & Blackwell, T. (2007). Particle swarm optimization. Swarm Intelligence, 1(1), 33–57.CrossRef Poli, R., Kennedy, J., & Blackwell, T. (2007). Particle swarm optimization. Swarm Intelligence, 1(1), 33–57.CrossRef
22.
Zurück zum Zitat Rocca, P., Benedetti, M., Donelli, M., Franceschini, D., & Massa, A. (2009). Evolutionary optimization as applied to inverse scattering problems. Inverse Problems, 25(12), 123003.MathSciNetCrossRefMATH Rocca, P., Benedetti, M., Donelli, M., Franceschini, D., & Massa, A. (2009). Evolutionary optimization as applied to inverse scattering problems. Inverse Problems, 25(12), 123003.MathSciNetCrossRefMATH
23.
Zurück zum Zitat Zhang, J., Zhan, Z. H., Lin, Y., Chen, N., Gong, Y. J., Zhong, J. H., … & Shi, Y. H. (2011). Evolutionary computation meets machine learning: A survey. IEEE Computational Intelligence Magazine, 6(4), 68–75. Zhang, J., Zhan, Z. H., Lin, Y., Chen, N., Gong, Y. J., Zhong, J. H., … & Shi, Y. H. (2011). Evolutionary computation meets machine learning: A survey. IEEE Computational Intelligence Magazine6(4), 68–75.
24.
Zurück zum Zitat Ashour, A. S., Samanta, S., Dey, N., Kausar, N., Abdessalemkaraa, W. B., & Hassanien, A. E. (2015). Computed tomography image enhancement using cuckoo search: a log transform based approach. Journal of Signal and Information Processing, 6(03), 244.CrossRef Ashour, A. S., Samanta, S., Dey, N., Kausar, N., Abdessalemkaraa, W. B., & Hassanien, A. E. (2015). Computed tomography image enhancement using cuckoo search: a log transform based approach. Journal of Signal and Information Processing, 6(03), 244.CrossRef
25.
Zurück zum Zitat Dey, N., Ashour, A. S., Beagum, S., Pistola, D. S., Gospodinov, M., Gospodinova, E. P., et al. (2015). Parameter optimization for local polynomial approximation based intersection confidence interval filter using genetic algorithm: an application for brain MRI image de-noising. Journal of Imaging, 1(1), 60–84.CrossRef Dey, N., Ashour, A. S., Beagum, S., Pistola, D. S., Gospodinov, M., Gospodinova, E. P., et al. (2015). Parameter optimization for local polynomial approximation based intersection confidence interval filter using genetic algorithm: an application for brain MRI image de-noising. Journal of Imaging, 1(1), 60–84.CrossRef
26.
Zurück zum Zitat Saba, L., Dey, N., Ashour, A. S., Samanta, S., Nath, S. S., Chakraborty, S., … & Suri, J. S. (2016). Automated stratification of liver disease in ultrasound: An online accurate feature classification paradigm. Computer Methods and Programs in Biomedicine, 130, 118–134. Saba, L., Dey, N., Ashour, A. S., Samanta, S., Nath, S. S., Chakraborty, S., … & Suri, J. S. (2016). Automated stratification of liver disease in ultrasound: An online accurate feature classification paradigm. Computer Methods and Programs in Biomedicine, 130, 118–134.
27.
Zurück zum Zitat Chatterjee, S., Sarkar, S., Hore, S., Dey, N., Ashour, A. S., & Balas, V. E. (2017). Particle swarm optimization trained neural network for structural failure prediction of multistoried RC buildings. Neural Computing and Applications, 28(8), 2005–2016.CrossRef Chatterjee, S., Sarkar, S., Hore, S., Dey, N., Ashour, A. S., & Balas, V. E. (2017). Particle swarm optimization trained neural network for structural failure prediction of multistoried RC buildings. Neural Computing and Applications, 28(8), 2005–2016.CrossRef
28.
Zurück zum Zitat Jiankui, Z., Zishu, H., & Benyong, L. (2006). Maximum likelihood DOA estimation using particle swarm optimization algorithm. In 2006 CIE International Conference on Radar. Jiankui, Z., Zishu, H., & Benyong, L. (2006). Maximum likelihood DOA estimation using particle swarm optimization algorithm. In 2006 CIE International Conference on Radar.
29.
Zurück zum Zitat Karamalis, P., Marousis, A., Kanatas, A., & Constantinou, P. (2001). Direction of arrival estimation using genetic algorithms. In Vehicular Technology Conference, 2001. VTC 2001 Spring. IEEE VTS 53rd (Vol. 1, pp. 162–166). IEEE. Karamalis, P., Marousis, A., Kanatas, A., & Constantinou, P. (2001). Direction of arrival estimation using genetic algorithms. In Vehicular Technology Conference, 2001. VTC 2001 Spring. IEEE VTS 53rd (Vol. 1, pp. 162–166). IEEE.
30.
Zurück zum Zitat Karamalis, P., Marousis, A., Kanatas, A., & Constantinou, P. (2001). Direction of arrival estimation using genetic algorithms. In Vehicular Technology Conference, 2001. VTC 2001 Spring. IEEE VTS 53rd (Vol. 1, pp. 162–166). IEEE. Karamalis, P., Marousis, A., Kanatas, A., & Constantinou, P. (2001). Direction of arrival estimation using genetic algorithms. In Vehicular Technology Conference, 2001. VTC 2001 Spring. IEEE VTS 53rd (Vol. 1, pp. 162–166). IEEE.
31.
Zurück zum Zitat Choi, I. S. (2014, January). Direction of Arrival Estimation Using Particle Swarm Optimization-based SPECC. In Proceedings of the International Conference on Genetic and Evolutionary Methods (GEM) (p. 1). The Steering Committee of the World Congress in Computer Science, Computer Engineering and Applied Computing (WorldComp). Choi, I. S. (2014, January). Direction of Arrival Estimation Using Particle Swarm Optimization-based SPECC. In Proceedings of the International Conference on Genetic and Evolutionary Methods (GEM) (p. 1). The Steering Committee of the World Congress in Computer Science, Computer Engineering and Applied Computing (WorldComp).
32.
Zurück zum Zitat Sheikh, Y. A., Ullah, R., & Zhonfu, Y. (2016). Range and direction of arrival estimation of near-field sources in sensor arrays using differential evolution algorithm. International Journal of Computer Applications (IJCA), 139(4), 16–20. Sheikh, Y. A., Ullah, R., & Zhonfu, Y. (2016). Range and direction of arrival estimation of near-field sources in sensor arrays using differential evolution algorithm. International Journal of Computer Applications (IJCA)139(4), 16–20.
33.
Zurück zum Zitat Zotkin, D., Duraiswami, R., Philomin, V., & Davis, L. S. (2000). Smart videoconferencing. In 2000 IEEE International Conference on Multimedia and Expo, 2000. ICME 2000 (Vol. 3, pp. 1597–1600). IEEE. Zotkin, D., Duraiswami, R., Philomin, V., & Davis, L. S. (2000). Smart videoconferencing. In 2000 IEEE International Conference on Multimedia and Expo, 2000. ICME 2000 (Vol. 3, pp. 1597–1600). IEEE.
34.
Zurück zum Zitat Nordholm, S., Claesson, I., & Grbić, N. (2001). Optimal and adaptive microphone arrays for speech input in automobiles. In Microphone Arrays (pp. 307–329). Berlin: Springer. Nordholm, S., Claesson, I., & Grbić, N. (2001). Optimal and adaptive microphone arrays for speech input in automobiles. In Microphone Arrays (pp. 307–329). Berlin: Springer.
35.
Zurück zum Zitat Jeannes, W. L. B., Scalart, P., Faucon, G., & Beaugeant, C. (2001). Combined noise and echo reduction in hands-free systems: A survey. IEEE Transactions on Speech and Audio Processing, 9(8), 808–820.CrossRef Jeannes, W. L. B., Scalart, P., Faucon, G., & Beaugeant, C. (2001). Combined noise and echo reduction in hands-free systems: A survey. IEEE Transactions on Speech and Audio Processing, 9(8), 808–820.CrossRef
36.
Zurück zum Zitat Raykar, V. C., Yegnanarayana, B., Prasanna, S. M., & Duraiswami, R. (2005). Speaker localization using excitation source information in speech. IEEE Transactions on Speech and Audio Processing, 13(5), 751–761.CrossRef Raykar, V. C., Yegnanarayana, B., Prasanna, S. M., & Duraiswami, R. (2005). Speaker localization using excitation source information in speech. IEEE Transactions on Speech and Audio Processing, 13(5), 751–761.CrossRef
37.
Zurück zum Zitat DiBiase, J. H., Silverman, H. F., & Brandstein, M. S. (2001). Robust localization in reverberant rooms. In Microphone Arrays (pp. 157–180). Berlin: Springer. DiBiase, J. H., Silverman, H. F., & Brandstein, M. S. (2001). Robust localization in reverberant rooms. In Microphone Arrays (pp. 157–180). Berlin: Springer.
38.
Zurück zum Zitat Asaei, A., Taghizadeh, M., & Sameti, H. (2007). Speaker direction finding for practical systems: A comparison of different approaches. In Third Annual IEEE BENELUX/DSP valley signal processing symposium (No. EPFL-CONF-181697). Asaei, A., Taghizadeh, M., & Sameti, H. (2007). Speaker direction finding for practical systems: A comparison of different approaches. In Third Annual IEEE BENELUX/DSP valley signal processing symposium (No. EPFL-CONF-181697).
39.
Zurück zum Zitat Liu, R., & Wang, Y. (2010). Azimuthal source localization using interaural coherence in a robotic dog: Modeling and application. Robotica, 28(7), 1013–1020.CrossRef Liu, R., & Wang, Y. (2010). Azimuthal source localization using interaural coherence in a robotic dog: Modeling and application. Robotica, 28(7), 1013–1020.CrossRef
40.
Zurück zum Zitat Remaggi, L., Jackson, P. J., Coleman, P., Wang, W., Remaggi, L., Jackson, P. J., … & Wang, W. (2017). Acoustic reflector localization: Novel image source reversion and direct localization methods. IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP), 25(2), 296–309. Remaggi, L., Jackson, P. J., Coleman, P., Wang, W., Remaggi, L., Jackson, P. J., … & Wang, W. (2017). Acoustic reflector localization: Novel image source reversion and direct localization methods. IEEE/ACM Transactions on Audio, Speech and Language Processing (TASLP)25(2), 296–309.
Metadaten
Titel
Sources Localization and DOAE Techniques of Moving Multiple Sources
verfasst von
Nilanjan Dey
Amira S. Ashour
Copyright-Jahr
2018
DOI
https://doi.org/10.1007/978-3-319-73059-2_3

Neuer Inhalt