研究目的
To investigate the feasibility of using intensity modulation and direct detection (IMDD) technology for 100Gb/s/λ passive optical network (PON) by employing neural network (NN) based equalizer to mitigate system distortions.
研究成果
The study demonstrates the feasibility of achieving 100Gb/s/λ IMDD PON using 20G-class optical and electrical devices with the aid of NN-based equalizer. By increasing the launch power to 18 dBm, a 30-dB loss budget is achieved, meeting IEEE802.3av PR30 requirement for PON applications. The NN-based equalizer shows superior performance in mitigating nonlinear distortions compared to FFE and VNE.
研究不足
The use of EDFA in the ONU may not be practical for all applications. The system's performance is limited by the bandwidth of the AWG and the quality of the electrical back-to-back signal. The complexity of NN-based equalizer may be high for some applications.
1:Experimental Design and Method Selection:
The experiment utilizes 20G-class optical and electrical devices to achieve 100Gb/s/λ IMDD PON. Neural network (NN) based equalizer is employed and compared with feedforward equalizer (FFE) and Volterra nonlinear equalizer (VNE).
2:Sample Selection and Data Sources:
Random data is used for training the NN-based equalizer, while both random data and pseudo-random bit sequence (PRBS) are used for testing.
3:List of Experimental Equipment and Materials:
Includes Keysight M8195A AWG, 20 GHz Mach–Zehnder modulator (MZM), 1550 nm directly-modulated laser (DML), EDFA, SSMF, variable optical attenuator (VOA), photo-detector (PD), and LeCroy digital sampling oscilloscope (DSO).
4:Experimental Procedures and Operational Workflow:
The signal from AWG is modulated by MZM, amplified by EDFA, transmitted over 20-km SSMF, attenuated by VOA, and detected by PD. The sampled signal is processed offline in Matlab and Python.
5:Data Analysis Methods:
The performance of NN-based equalizer is compared with FFE and VNE in terms of bit error rate (BER) under different launch powers and received powers.
独家科研数据包,助您复现前沿成果,加速创新突破
获取完整内容