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基于递进感知Transformer的通感一体化链路损伤补偿方法

黄首杰 樊昕昱 何海军 蒲正宇 何祖源

光通信技术2026,Vol.50Issue(3):12-16,5.
光通信技术2026,Vol.50Issue(3):12-16,5.DOI:10.13921/j.cnki.issn1002-5561.2026.03.002

基于递进感知Transformer的通感一体化链路损伤补偿方法

Progressive perception Transformer-based link impairment compensation method for integrated sensing and communication

黄首杰 1樊昕昱 1何海军 2蒲正宇 2何祖源1

作者信息

  • 1. 上海交通大学 光子传输与通信全国重点实验室,上海 200240
  • 2. 西南交通大学 光电融合集成与通信感知教育部重点实验室,成都 611756
  • 折叠

摘要

Abstract

To achieve low-impairment reception and demodulation of communication signals in an integrated sensing and com-munication fiber link,this paper proposes a link impairment compensation method based on a progressive perception Trans-former.By limiting the receptive field of the attention mechanism,the proposed progressive perception Transformer model fo-cuses on the neighborhood information of each symbol.The receptive field is increased layer by layer to emulate the formation and accumulation process of physical impairments in the actual link,thereby compensating for link signal impairments more ef-fectively.Experiments are conducted on a 25 km fiber integrated sensing and communication link transmitting a 4-level pulse amplitude modulation(PAM-4)signal in an access network scenario.The experimental results show that,compared with the decision-directed least mean square method,the progressive perception Transformer model achieves a received optical power penalty reduction of more than 2 dB at a bit error rate of 10⁻².

关键词

通感一体化/链路损伤补偿/神经网络/递进感知Transformer/通信接收光功率代价

Key words

integrated sensing and communication/link damage compensation/neural network/progressive perception trans-former/communication received optical power penalty

分类

信息技术与安全科学

引用本文复制引用

黄首杰,樊昕昱,何海军,蒲正宇,何祖源..基于递进感知Transformer的通感一体化链路损伤补偿方法[J].光通信技术,2026,50(3):12-16,5.

基金项目

国家重点研发计划项目(2023YFB2804900)资助. (2023YFB2804900)

光通信技术

1002-5561

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