研究目的
Investigating the performance of multilayer perceptron-based equalizer in mitigating intersymbol interference and non-linearity in a step-index plastic optical fiber (SI-POF) system using M-PAM.
研究成果
The MLP equalizer offers superior performance over conventional equalizers for POF systems with higher order M-PAM, achieving a data rate of 10 Gbps over 10 m SI-POF at a BER of 10?2, below the 20% FEC limit.
研究不足
The MLP-DFE is more complex and computationally expensive than the conventional equalizer. It is also more prone to error propagation, especially at higher data rates.
1:Experimental Design and Method Selection:
The experiment involves transmitting data over a 10-m SI-POF using M-PAM and employing a multilayer perceptron-based equalizer to mitigate ISI and non-linearity. The conventional transversal DFE is also used for comparison.
2:Sample Selection and Data Sources:
A uniformly distributed random binary data of length 106 bits is used, preceded by a preamble of 4000 symbols for synchronization and training.
3:List of Experimental Equipment and Materials:
- Optical source: Red laser diode (LD, L650P007, 650 nm wavelength, numerical aperture ≈ 0.15, 7 mW optical power).
4:15, 7 mW optical power). - Receiver:
4. Experimental Procedures and Operational Workflow: The binary data is M-PAM modulated, upsampled, and fed through a digital pulse shaping filter. The modulated signal is then loaded to an AWG, transmitted through the SI-POF, received, converted to an electrical signal, captured, and post-processed for BER evaluation.
5:45 A/W. - SI-POF:
5. Data Analysis Methods: The BER is evaluated for different training examples and PAM levels, comparing the performance of MLP-DFE and TR-DFE.
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Keysight 81180A
81180A
Keysight
Arbitrary waveform generator used in the experiment
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L650P007
L650P007
Optical source for the experiment
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New Focus Model 1601
1601
New Focus
Receiver for the experiment
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HFBR-RUD500Z
HFBR-RUD500Z
Step-index plastic optical fiber used in the experiment
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MSO7104B
MSO7104B
Oscilloscope used to capture the received signal
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