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Showing papers by "Min Zhang published in 2018"


Journal ArticleDOI
TL;DR: A novel joint atmospheric turbulence (AT) detection and adaptive demodulation technique based on convolutional neural network (CNN) are proposed for the OAM-based free-space optical (FSO) communication, which has the potential to be embedded in charge-coupled device (CCD) cameras deployed at the receiver to improve the reliability and flexibility for theOAM-FSO communication.
Abstract: A novel joint atmospheric turbulence (AT) detection and adaptive demodulation technique based on convolutional neural network (CNN) are proposed for the OAM-based free-space optical (FSO) communication. The AT detecting accuracy (ATDA) and the adaptive demodulating accuracy (ADA) of the 4-OAM, 8-OAM, 16-OAM FSO communication systems over computer-simulated 1000-m turbulent channels with 4, 6, 10 kinds of classic ATs are investigated, respectively. Compared to previous approaches using the self-organizing mapping (SOM), deep neural network (DNN) and other CNNs, the proposed CNN achieves the highest ATDA and ADA due to the advanced multi-layer representation learning without feature extractors designed carefully by numerous experts. For the AT detection, the ATDA of CNN is near 95.2% for 6 kinds of typical ATs, in cases of both weak and strong ATs. For the adaptive demodulation of optical vortices (OV) carrying OAM modes, the ADA of CNN is about 99.8% for the 8-OAM system over the computer-simulated 1000-m free-space strong turbulent link. In addition, the effects of image resolution, iteration number, activation functions and the structure of the CNN are also studied comprehensively. The proposed technique has the potential to be embedded in charge-coupled device (CCD) cameras deployed at the receiver to improve the reliability and flexibility for the OAM-FSO communication.

125 citations


Journal ArticleDOI
TL;DR: The principles of three categories of modulation schemes for OCC systems using a low-frame-rate camera detector are provided and a series of undersampled modulation schemes are proposed and discussed to achieve flicker-free OCC with higher spectral efficiency.
Abstract: Widespread use of white light-emitting diodes and ubiquitous smart devices offer the opportunity to establish VLC, which has become a hot research topic based on the growing number of publications over the last decade Camera-based VLC, namely OCC, provides many unique features when compared to a single-photodiode-based system, such as the ability to separate incident light in the spatial and color domains OCC technology represents a promising approach to utilize the benefits of VLC in beyond-5G scenarios and is one of the key technologies of the Internet of Things Establishing a long communication channel in OCC, as well as non-flickering illumination by using low-frame-rate camera detectors, requires special modulation schemes This article provides an overview of the principles of three categories of modulation schemes for OCC systems using a low-frame-rate camera detector In addition, a series of undersampled modulation schemes are proposed and discussed to achieve flicker-free OCC with higher spectral efficiency In addition, framing structures are designed to solve problems occurring in OCC systems using particular modulation schemes To evaluate the performance of these modulation schemes, measured bit error rate values are shown Finally, challenges in the implementation of OCC systems are also outlined

68 citations


Journal ArticleDOI
TL;DR: In this article, the authors focused on transmission of two phase shift key encoded independent radio channels, each carrying 20Gbps-40GHz data, by mode division multiplexing of two modes: Laguarre Gaussian (LG) 00 and Hermite Gaussian(HG) 01.
Abstract: Bandwidth shortage of wireless carriers is a global issue that has further led to investigating the use of millimeter wave (mm-wave) in broadband cellular communication infrastructure. Radio over free space (Ro-FSO) optical system provides seamless integration of radio and optical platforms and makes it suitable for millimeter applications. This work is focused on transmission of two phase shift key encoded independent radio channels, each carrying 20 Gbps–40 GHz data, by mode division multiplexing of two modes: Laguarre Gaussian (LG) 00 and Hermite Gaussian (HG) 01. Furthermore, the modal decomposition of both channels is reported in terms of power coupling coefficient.

32 citations


Journal ArticleDOI
TL;DR: An innovative CPE scheme outperforming existing CPEs in both universality and performance is presented and verified for multiple quadrature amplitude modulation (QAM) formats and shows the potential application for flexible receiver-side DSP unit in EONs.
Abstract: Multi-format and linewidth-tolerant carrier phase estimation (CPE) is a vital part of digital signal processing (DSP) units for future elastic optical transmissions to relax the laser linewidth limitation. In this paper, an innovative CPE scheme outperforming existing CPEs in both universality and performance is presented and verified for multiple quadrature amplitude modulation (QAM) formats. Based on the technique of extended QPSK partitioning and quasi-linear approximation, accurate phase estimation is determined by calculating the intersection of two symmetric straight lines with very low complexity. Comprehensive simulation results of square 4/16/32/64-QAM not only demonstrate that the scheme can be applied to different modulation formats with a universal structure, i.e., indicate its flexibility in the format-adaptive elastic optical networks (EONs), but also show that the linewidth tolerance is greatly enhanced even in comparison with traditional BPS schemes. In addition, taking 64-QAM as an example, the computational efforts can be significantly reduced by a factor of 15.7 (or 10.3) in the form of multipliers (or adders). The slightly better OSNR performance is experimentally validated in polarization multiplexing 16GBaud 4/16-QAM systems respectively, which shows the potential application for flexible receiver-side DSP unit in EONs.

26 citations


Journal ArticleDOI
TL;DR: A digital predistortion waveform shaping scheme combined with a blue filter is proposed to optimize both the rise and fall times of a light-emitting diode (LED) and the optical receiver current of the signal of the real-time visible light communication (VLC) system.
Abstract: A digital predistortion waveform shaping scheme combined with a blue filter is proposed to optimize both the rise and fall times of a light-emitting diode (LED) and the optical receiver current of the signal of the real-time visible light communication (VLC) system. The proposed scheme is implemented on a field-programmable gate array (FPGA) and a digital-to-analog converter based test bed, which is flexible and reconfigurable by programming the FPGA to match different LED characteristics and varied data rates. A 262-Mb/s non-return-to-zero on-off keying modulation based real-time VLC link with a bit error rate of less than $1.0\times 10^{-6}$ is achieved over a transmission distance of 5.0 m, which uses a single white phosphorous LED with a limited power of 0.1 W.

25 citations


Journal ArticleDOI
TL;DR: A UV channel-related Bayesian scheme that can simultaneously estimate the channel characteristics and detect informative signals, which therefore can address the ISI disturbance and gain an extra 4dB detection performance compared with imperfect maximum-likelihood sequence detection (MLSD).
Abstract: One primary challenge in wireless ultraviolet communications (UVCs) is the inter-symbol-interference (ISI), which may block the detection of current informative signal, especially when channel-related characteristics are unknown In this paper, we propose a UV channel-related Bayesian scheme that can simultaneously estimate the channel characteristics and detect informative signals, which therefore can address the ISI disturbance By investigating the UV single-scattering photon model, the dynamic behaviors of the channel state information (CSI), which involve the uncertain signal and the unknown channel parameters are formulated Hence, a sequential Bayesian process is suggested to estimate the UV CSI Numerical analysis shows that the proposed scheme can obtain a promising estimation performance (ie, the relative errors are less than 4%), and gain an extra 4dB detection performance compared with imperfect maximum-likelihood sequence detection (MLSD) scheme

18 citations


Journal ArticleDOI
TL;DR: This article describes the principles of different colorless- light-source schemes and the architectures of the corresponding TWDM and WDM PON systems, and four types of wavelength control methods for light sources based on tunable laser diodes are described and analyzed.
Abstract: The passive optical network (PON) has recently emerged as the most widely deployed and successful optical access solution. Data rate demands, driven by the growing use of broadband services, are expected to increase continuously over the next few decades. TWDM PONs and WDM PONs show the most promise for emerging broadband services involving various applications. In both TWDM and WDM PONs, a colorless light source or tunable transmitter is used on the ONU side and is indispensable for low-cost and plug-and-play ONUs. This article describes the principles of different colorless- light-source schemes and the architectures of the corresponding TWDM and WDM PON systems. Also, their transmission performances are analyzed and compared. Further, four types of wavelength control methods for light sources based on tunable laser diodes are described and analyzed. The features, characteristics, and applicability of the various colorless-light and tunablelight- source schemes are analyzed and compared.

12 citations


Proceedings ArticleDOI
13 May 2018
TL;DR: A machine-learning-based traffic-aware approach for dynamic network slicing in optical networks achieves 96% traffic prediction accuracy, 49% blocking reduction and 29% delay reduction compared with conventional solutions.
Abstract: We demonstrate a machine-learning-based traffic-aware approach for dynamic network slicing in optical networks. Experimental results indicate that the proposed framework achieves 96% traffic prediction accuracy, 49% blocking reduction and 29% delay reduction compared with conventional solutions.

12 citations


Journal ArticleDOI
TL;DR: Both theoretical analysis and simulation results are conducted to analyze the feasibility of the dual-channel all-optical encryption for QPSK and BPSK signals.
Abstract: A multifunctional optical signal processing scheme for 10-Gbaud quadrature phase shift keying (QPSK) and binary phase shift keying (BPSK) signals based on four-wave mixing (FWM) in highly nonlinear fiber (HNLF) is proposed. Wavelength-division-multiplexing (WDM) multicast, wavelength conversion, modulation format conversion, and hybrid modulation format exclusive-OR (HMF-XOR) logic gates are realized simultaneously by simulation. One-to-three WDM multicast of 20-Gbps QPSK signals are achieved paying the optical signal-to-noise ratio (OSNR) penalties <0.8 dB at the bit error rate (BER) of 10−3. The converted BPSK signals with high performance are obtained; they are generated from wavelength conversion of 10-Gbps BPSK and format conversion from 20-Gpbs QPSK. In the case of HFM-XOR logic gates, we discuss the extension application in all-optical encryption. Therefore, both theoretical analysis and simulation results are conducted to analyze the feasibility of the dual-channel all-optical encryption for QPSK and BPSK signals. The OSNR penalties of decrypted QPSK and BPSK signals at the BER of 10−3 are 1 dB and 0.7 dB, respectively. The concentrated constellations and clear eye diagrams indicate the high performance of decrypted signals.

8 citations


Proceedings ArticleDOI
01 Jul 2018
TL;DR: Experiments show that the approach is practical in alarm compression, and the performance of KNA method is better than the classical Apriori algorithm.
Abstract: A method based on machine learning and association rules mining was proposed. Experiments show that the approach is practical in alarm compression, and the performance of KNA method is better than the classical Apriori algorithm.

6 citations


Journal ArticleDOI
TL;DR: The performances of the generated signals for two strategies of setting CM in the data center interconnect node and coherent PON ONU, which are over 10 km fiber transmission, have been verified and the optimum bias current of SOA is 300 mA.
Abstract: We propose an all-optical wavelength and format conversion model (CM) for a dynamic data center interconnect node and coherent passive optical network (PON) optical network unit (ONU) in software-defined networking and network function virtualization system based on four-wave mixing in a semiconductor optical amplifier. Five wavelength converted DQPSK signals and two format converted DPSK signals are generated; the performances of the generated signals for two strategies of setting CM in the data center interconnect node and coherent PON ONU, which are over 10 km fiber transmission, have been verified. All of the converted signals are with a power penalty less than 2.2 dB at FEC threshold of 3.8 × 10 − 3, and the optimum bias current of SOA is 300 mA.

Proceedings ArticleDOI
01 Jul 2018
TL;DR: A machine learning-based intelligent optical spectrum analyzer is proposed to perform center wavelength detection and OSNR calculation for QPSK signals, achieving the optimal accuracy (100%) and the least test time (< 0.34 s).
Abstract: A machine learning-based intelligent optical spectrum analyzer is proposed to perform center wavelength detection and OSNR calculation for QPSK signals. The good performance and fast speed are obtained, especially for SVM, achieving the optimal accuracy (100%) and the least test time (< 0.34 s).

Proceedings ArticleDOI
01 Jul 2018
TL;DR: An ADTP-based OSNR monitoring scheme using convolutional neural network is proposed and the OSNR over a range of 15-30 dB can be estimated accurately.
Abstract: An ADTP-based OSNR monitoring scheme using convolutional neural network is proposed. The OSNR over a range of 15-30 dB can be estimated accurately.

Proceedings ArticleDOI
01 Jul 2018
TL;DR: The experiment results demonstrate that the service-aware dynamic network slicing scheme is able to effectively reduce the end-to-end delay of services.
Abstract: A service-aware dynamic network slicing scheme for wavelength resource supporting delay-sensitive services in 5G fronthaul is proposed. The experiment results demonstrate that this scheme is able to effectively reduce the end-to-end delay of services.

25 Apr 2018
TL;DR: This paper investigates security in a UV communications system by adopting two well-known coding schemes of low-density parity-check (LDPC) and polar codes (PCs), and shows that the UV system with coding offers enhanced security performance compared to the un-coded system.
Abstract: The growing demand for access to high-capacity wireless communication systems opens up the need for the alternative and complementary technology of optical wireless communications including ultraviolet (UV). In modern wireless communications networks the users and data security, which is extremely important in order to ensure users’ data protection and confidentiality, has become a hot topic. In this paper, we investigate security in a UV communications system by adopting two well-known coding schemes of low-density parity-check (LDPC) and polar codes (PCs). We show that the UV system with coding offers enhanced security performance compared to the un-coded system with the PCs offering a higher security level and a longer transmission span compared to the LDPC.

Proceedings ArticleDOI
01 Jul 2018
TL;DR: A joint fiber link analysis and Q-factor estimation scheme using CNN-based deep learning technique on eye-diagram is proposed, which achieves the highest accuracy.
Abstract: A joint fiber link analysis and Q-factor estimation scheme using CNN-based deep learning technique on eye-diagram is proposed. Compared with the other five machine learning algorithms, the proposed one achieves the highest accuracy.

Proceedings ArticleDOI
01 Jul 2018
TL;DR: The experimental results demonstrate that TALB scheme is able to improve network performance significantly and establish a software-defined optical fronthaul network (SD-OFNet) testbed.
Abstract: We propose a traffic-aware load balancing (TALB) scheme of fronthaul network and establish a software-defined optical fronthaul network (SD-OFNet) testbed. The experimental results demonstrate that TALB scheme is able to improve network performance significantly.

Patent
06 Nov 2018
TL;DR: In this paper, a visible light application device for acquiring data by scanning a light source through a camera is presented, which comprises a short message source, an informationsending end and an information receiving end.
Abstract: The embodiment of the invention provides a visible light application device for acquiring data by scanning a light source through a camera. The device comprises a short message source, an informationsending end and an information receiving end, wherein the short message source is connected to the information sending end and is used to provide short messages to represent information correspondingto different light sources; the information sending end is connected to the information receiving end, and is configured to code and modulate the short messages and send the coded and modulated shortmessages to the information receiving end in a manner of optical signals; and the information receiving end is connected to the information sending end, and is configured to perform image processing on the received optical signals and obtain the short messages through frame synchronization and decoding. The scheme of the invention can achieve the effective transmission of the short messages whiletaking into consideration the illumination.

Proceedings ArticleDOI
02 Jul 2018
TL;DR: An all-optical wavelength and format conversion model in data center interconnect node based on FWM in an SOA is proposed to enable interconnection between data centers for NFV/SDN flexible optical network.
Abstract: We propose an all-optical wavelength and format conversion model in data center interconnect node based on FWM in an SOA. Experimental results present useful to enable interconnection between data centers for NFV/SDN flexible optical network.