Abstract
Full-duplex communication is a promising technique which guarantees an enhanced spectral efficiency in modern 5G wireless communications. In this technique, same set of frequency channels is used for simultaneous uplink and downlink signal transmissions and hence is termed as full-duplex (FD) communications or full-duplex radios. However, a major shortcoming of this technique is the presence of self-interference (SI), which arises due to the presence of both transmitters and receivers in close proximity and in fact several solutions have been proposed to mitigate it. In this paper, we give a new insight on the applicability of neural networks in solving (linear and nonlinear) SI problems using hybrid cancelations.
All authors have given equal contribution.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
References
Chávez-Santiago R, Szydełko M, Kliks A et al (2015) 5G: the convergence of wireless communications. Wirel Pers Commun 83:1617–1642. https://doi.org/10.1007/s11277-015-2467-2
Kim J, Sim MS, Chung M, Kim DK, Chae CB (2016) Full duplex radios in 5G: fundamentals, design and prototyping. In: Luo FL, Zhang C (eds) Signal processing for 5G. https://doi.org/10.1002/9781119116493.ch22
Zhou M, Liao Y, Song L (2017) Full-duplex wireless communications for 5G. In: Xiang W, Zheng K, Shen X (eds) 5G mobile communications. Springer, Cham. https://doi.org/10.1007/978-3-319-34208-5_11
Ahmed EA (2014) Self-interference cancellation in full-duplex wireless systems. UC Irvine. ProQuest ID: Ahmed_uci_0030D_12951. Merritt ID: ark:/13030/m5rz0s9d. Retrieved from https://escholarship.org/uc/item/7zh6f8fm
Nwankwo CD, Zhang L, Quddus A, Imran MA, Tafazolli R (2018) A survey of self-interference management techniques for single frequency full duplex systems. IEEE Access 6:30242–30268. https://doi.org/10.1109/ACCESS.2017.2774143
Farzaneh F (2018) Introduction to wireless communication circuits
Proakis John G, Manolakis Dimitris K (2006) Digital signal processing, 4th edn. Prentice-Hall Inc., USA
Kaiser T, Zarifeh N (2016) General principles and basic algorithms for full duplex transmission. In: Luo FL, Zhang C (eds) Signal processing for 5G. https://doi.org/10.1002/9781119116493.ch16
Haneda K, Valkama M, Riihonen T, Antonio Rodriguez E, Korpi D (2016) Design and implementation of full duplex transceivers. In: Luo FL, Zhang C (eds). https://doi.org/10.1002/9781119116493.ch17
Rumelhart DE, Hinton GE, Williams RJ (1986) Learning representations by back-propagating errors. Nature 323:533–536. https://doi.org/10.1038/323533a0
Rappaport T (2001) Wireless communications: principles and practice, 2nd edn. Prentice Hall PTR, USA
Author information
Authors and Affiliations
Corresponding author
Editor information
Editors and Affiliations
Rights and permissions
Copyright information
© 2021 Springer Nature Singapore Pte Ltd.
About this paper
Cite this paper
Yashvanth, L., Dharanya, V., Gopi, E.S. (2021). Novel Method of Self-interference Cancelation in Full-Duplex Radios for 5G Wireless Technology Using Neural Networks. In: Gopi, E.S. (eds) Machine Learning, Deep Learning and Computational Intelligence for Wireless Communication. Lecture Notes in Electrical Engineering, vol 749. Springer, Singapore. https://doi.org/10.1007/978-981-16-0289-4_5
Download citation
DOI: https://doi.org/10.1007/978-981-16-0289-4_5
Published:
Publisher Name: Springer, Singapore
Print ISBN: 978-981-16-0288-7
Online ISBN: 978-981-16-0289-4
eBook Packages: Intelligent Technologies and RoboticsIntelligent Technologies and Robotics (R0)