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Hyperparameter-Free RFF Based Post-Distorter for OTFS VLC System

dc.contributor.authorSharma, A.
dc.contributor.authorMitra, R.
dc.contributor.authorKrejcar, Ondřej
dc.contributor.authorChoi, K.
dc.contributor.authorDobrovolný, Michal
dc.contributor.authorBhatia, Vimal
dc.date.accessioned2025-12-05T12:42:58Z
dc.date.available2025-12-05T12:42:58Z
dc.date.issued2023
dc.description.abstractVisible light communication (VLC) has emerged as an eco-friendly and low-cost technology for the next-generation communication systems. However, for VLC systems, existing works report performance degradation due to light-emitting-diode (LED) non-linearity, multipath and relative mobility between the transmitter and the receiver. Additionally, multipath and user-mobility introduce inter-symbol-interference (ISI) and frequency-domain spreading which degrades the performance of VLC systems. For such scenarios, orthogonal time frequency space (OTFS) modulation is well-known to jointly addresses impairments due to multipath and user-mobility. To mitigate the distortions due to LED non-linearity, recently reproducing kernel Hilbert space (RKHS)-based random Fourier feature (RFF) techniques have emerged which alleviate the dependence on learning a dictionary and, outperforms classical polynomial based techniques. However, performance of these techniques is sensitive to the choice of kernel-width. Thus, for the OTFS systems impaired by LED non-linearity, this manuscript proposes a hyperparameter-free RFF-based post-distorter, under finite-memory budget without the need of explicitly tuning kernel-width for best performance. Analytical bounds for the bit-error-rate (BER) performance of the proposed post-distorter are presented, and validated via simulations over realistic VLC channels. From the results it is verified that the proposed receiver achieves better BER performance over uncompensated scenario and classical baseline polynomial based technique. © 2009-2012 IEEE.eng
dc.formatp. &quot;Article number 7301807&quot;
dc.identifier.doi10.1109/JPHOT.2023.3263560
dc.identifier.issn1943-0655
dc.identifier.obd43880001
dc.identifier.urihttp://hdl.handle.net/20.500.12603/1767
dc.language.isoeng
dc.peerreviewedyes
dc.publicationstatuspostprint
dc.publisherInstitute of Electrical and Electronics Engineers Inc.
dc.relation.ispartofIEEE Photonics Journal, volume 15, issue: 2eng
dc.relation.publisherversionhttps://ieeexplore.ieee.org/document/10089468
dc.rights.accessOpen Access
dc.rights.licenseCC BY
dc.source.urlhttps://ieeexplore.ieee.org/document/10089468
dc.subjectbit error rate (BER)eng
dc.subjectorthogonal time frequency space (OTFS)eng
dc.subjectrandom Fourier feature (RFF)eng
dc.subjectVisible light communication (VLC)eng
dc.titleHyperparameter-Free RFF Based Post-Distorter for OTFS VLC Systemeng
dc.typearticle

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