Reservoir-Computing for Dispersion Compensation in Digital Filter Multiple Access PON

Yixian Dong, Liang Liu, Yiqian Shi,Xihua Zou,Wei Pan,Lianshan Yan

IEEE PHOTONICS JOURNAL(2024)

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摘要
Chromatic dispersion (CD) is one of the key limitations of increasing the transmission performance for short-reach transmission. The available optical dispersion-compensation techniques are not favored due to their high complexity and other expenses such as power. Reservoir computing is reviewed as a promising technique to provide equalization with memory in an easily trainable fashion, and the properties of the reservoir network are directly linked to system performance. In this article, the digital reservoir computing (RC) based CD-compensation technique is investigated to enhance the transmission performance for digital filter multiple access passive optical network (PON). Numerical results show within 50-km single mode fiber transmission distance for 16 GHz signal bandwidth, the RC-based technique is effective for CD compensation to improve the capacity by 25%.
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关键词
Optical filters,Reservoirs,Digital filters,Passive optical networks,Optical fibers,Training,Optical network units,Reservoir computing,short-reach transmission,multiple access,chromatic dispersion compensation
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