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Sufen Ren

Hainan University

No. 58, Renmin Avenue

570228, P.R.

Haikou, HainanProvince

China

  • Hainan University

SCHOLARLY PAPERS

2

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128

TOTAL CITATIONS

0

Scholarly Papers (2)

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1.

A Distributed Photonic Crystal Fibre Reverse Design Framework Based on Multi-Source Knowledge Fusion

Downloads 100 (704,534)

A Distributed Photonic Crystal Fibre Reverse Design Framework Based on Multi-Source Knowledge Fusion

Number of pages: 14 Posted: 26 Dec 2023
Sufen Ren, Shengchao Chen, Jiahao Wang, Haoyang Xu, Xuan Hou, Mengxing Huang, Jianxun Liu and Guanjun Wang
Hainan University, affiliation not provided to SSRN, Hainan University, Hainan University, Hainan University, Hainan University, Hainan University and Hainan University
Downloads 60 (996,491)

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PCF reverse design, Distributed optimization framework, Machine Learning, Datadecentralized training, neural network

A Distributed Photonic Crystal Fibre Reverse Design Framework Based on Multi-Source Knowledge Fusion

Number of pages: 14 Posted: 18 Nov 2023
Sufen Ren, Shengchao Chen, Jiahao Wang, Haoyang Xu, Xuan Hou, Mengxing Huang, Jianxun Liu and Guanjun Wang
Hainan University, affiliation not provided to SSRN, Hainan University, Hainan University, Hainan University, Hainan University, Hainan University and Hainan University
Downloads 40 (1,224,220)

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PCF reverse design, Distributed optimization framework, Machine Learning, Datadecentralized training, Neural Network

2.

Towards Robust Machine Learning-Based Lpfg Temperature Sensing Demodulation with Limited Data Via Diffusion Models

Number of pages: 32 Posted: 06 May 2025
Guanjun Wang, Jianxun Liu, Shengchao Chen and Sufen Ren
Hainan University, Hainan University, Guangdong-Hongkong-Macao Greater Bay Area Weather Research Center for Monitoring Warning and Forecasting (Shenzhen Institute of Meteorological Innovation) and Hainan University
Downloads 28 (1,359,097)

Abstract:

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Long Period Fiber Grating, Denoising Diffusion Probabilistic Models, Signal Demodulation, Temperature Monitoring.