Abstract
In this article, a method based on blind source separation (BSS) is applied for separating multiple scattered electromagnetic signals. For BSS, we used fast independent component analysis (FastICA) algorithm. It is shown that individual echoes from the targets can be separated from multiple electromagnetic echoes collected at different spatially separated antennas. For generating the test data, we used a numerical electromagnetic tool. It is concluded that FastICA has the potential for separating echoes from multiple targets in the area of radar systems.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Yu, X., Hu, D., Xu, J.: Blind Source Separation: Theory and Applications. Wiley, New York (2013)
Hyvärinen, A., Karhunen, J., Oja, E.: Independent Component Analysis. Wiley Interscience (2001)
Hyvärinen, Aapo: Fast and robust fixed-point algorithms for independent component analysis. IEEE Trans. Neural New. 10(3), 626–634 (1999)
Saideep, N., Kurup, D.G.,Tripathi, S.: Detection of closely spaced sinusoids in noise using FastICA algorithm. In: 2017 International Conference on Advances in Computing, Communications and Informatics (ICACCI), pp. 3059–309. IEEE (2017)
Carlos, E., Takada, J.I.: ICA based blind source separation applied to radio surveillance. IEICE Trans. Commun. 86(12), 3491–3497 (2003)
Comon, P.: Independent component analysis, a new concept? Sig. Process. 36(3), 287–314 (1994)
Aapo Hyvärinen, E.: Oja: independent component analysis: algorithms and applications. Neural Netw. 13(4–5), 411–430 (2000)
Mansour, A., Barros, A.K., Ohnishi, N.: Blind separation of sources: methods, assumptions and applications. IEICE Trans. Fundam. Electron. Commun. Comput. Sci. 83(8), 1498–1512 (2000)
Lozano, H.M., Moreno, L.N.O.: Blind source separation of audio signals using independent component analysis and wavelets. In: 2011 21st International Conference on Electrical Communications and Computers (CONIELECOMP), pp. 152–157. IEEE (2011)
Vidal, F., Duarte, A., Medeiros, A., Huyart, B.: Blind calibration of five-port receiver based on Independent Component Analysis (ICA). In: Wireless Telecommunications Symposium (WTS), pp. 1–4. Phoenix, AZ (2013)
Ichige, K., Imai, M., Arai, H.: Fastica-based blind signal separation and its application to radio surveillance. In: IEEE Workshop on Statistical Signal Processing Proceedings, USA, pp. 546–550 (2007)
Wang, S., Jin, G., Jin, G., Wang, Y.: Method to remove the interference in reflected wave of passive radar based on the improved FastICA. In: 9th International Conference on Electronic Measurement and Instruments, Beijing, pp. 27–30 (2009)
Ionescu, V., Hnatiuc, M.: Fetal heart rate detection and monitoring from noninvasive abdominal ECG recordings. In: E-Health and Bioengineering Conference (EHB), pp. 1–4. IEEE (2015)
Zarzoso, V., Comon, P., Kallel, M.: How fast is Fastica? In: 14th European Signal Processing Confernce, Florence, pp. 1–5 (2006)
Candan, C.: Analysis and further improvement of fine resolution frequency estimation method from three DFT samples. IEEE Sig. Proc. Lett. 20(9), 913–916 (2013)
Narayanan, G., Kurup, D.G.: Detection of a real sinusoid in noise using differential evolution algorithm. In: Advances in Intelligent Systems and Computing, vol. 741, pp. 77–83 (2019)
Shruthi, N., Mathur, P., Kurup, D.G.: Performance of ultra wideband (UWB) pulsed Doppler radar for heart rate and respiration rate monitoring in noise. In: International Conference on Advances in Computing, Communications and Informatics, ICACCI, pp. 722–725 (2018)
Al-Rizzo, H.:Simulation of horn antenna using HFSS (2005). https://doi.org/10.13140/RG.2.1.1551.1202
Kaller, D., Schuster, C., Kwark, Y., Altabella, D., Truong, B., Chen, Z., Klink, E.: Using s-parameters successfully in time domain link simulations. In: IEEE 14th Topical Meeting on Electrical Performance of Electronic Packaging, pp. 95–98. IEEE (2005)
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2020 Springer Nature Singapore Pte Ltd.
About this chapter
Cite this chapter
Rao, M.P., Sunitha, R., Kurup, D.G. (2020). FastICA Algorithm Applied to Scattered Electromagnetic Signals. In: Bindhu, V., Chen, J., Tavares, J. (eds) International Conference on Communication, Computing and Electronics Systems. Lecture Notes in Electrical Engineering, vol 637. Springer, Singapore. https://doi.org/10.1007/978-981-15-2612-1_3
Download citation
DOI: https://doi.org/10.1007/978-981-15-2612-1_3
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-15-2611-4
Online ISBN: 978-981-15-2612-1
eBook Packages: EngineeringEngineering (R0)