The CESAE multiple objection optimization network of the ACO-OFDM VLC system

Visible light communication (VLC) is a foreground technology in the sixth generation (6G) communication system. Simultaneously deep learning network is a novel approach to improve the properties of VLC system. In this paper, we put forward an asymmetric clipping optical orthogonal frequency division...

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Vydáno v:Optics communications Ročník 558; s. 130365
Hlavní autoři: Hao, Lili, Cao, Pan, Li, Chengdong, Wang, Dongyi
Médium: Journal Article
Jazyk:angličtina
Vydáno: Elsevier B.V 01.05.2024
Témata:
Constant envelope
Peak-to-average-power ratio reduction
Stacked autoencoder
Visible light communication
Stacked autoencoder
Constant envelope
Peak-to-average-power ratio reduction
Visible light communication
ISSN:0030-4018, 1873-0310
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Popis
Shrnutí:Visible light communication (VLC) is a foreground technology in the sixth generation (6G) communication system. Simultaneously deep learning network is a novel approach to improve the properties of VLC system. In this paper, we put forward an asymmetric clipping optical orthogonal frequency division multiplexing (ACO-OFDM) system based on the constant envelope stacked autoencoder (CESAE) network, which is a combination method of phase modulated constant envelope OFDM (CE-OFDM) and the SAE deep learning network. The CESAE network systematically improves the character of the whole system through multiple layers and the loss function. It is shown by the simulation results that tuning the phase modulation index can availably maintain the peak-to-average-power ratio (PAPR) to about 3 dB. In addition, a detailed comparison with traditional method reveals that the presented method fulfils superior BER performance and spectral efficiency. •Propose a novel PAPR reduction scheme based on a constant envelope stacked autoencoder(CESAE) network.•Utilizing phase modulation constant envelope (CE) in conjunction with an SAE network to improve the overall performance.•A distinct PAPR reduction has been obtained compared with the conventional methods.•A significant BER improvement in LOS channel.
ISSN:0030-4018
1873-0310
DOI:10.1016/j.optcom.2024.130365