DyScaleNet: A dynamic multi-scale network for spectral and temporal supercontinuum evolution prediction
Authors:
- Yiteng LiYLYiteng Li
- Dan YangDYDan Yang
- Zhenzhen MaZMZhenzhen Ma
- Yuhan XieYXYuhan Xie
- Zheng HuangZHZheng Huang
- 21 July 2026
- journal article
- Published by Elsevier in Optics Communications
- Vol. 620
Abstract
No abstract availableFunding Information
- Higher Education Discipline Innovation Project (B16009)
- National Natural Science Foundation of China (52477230)
- National Natural Science Foundation of China (U22A20221)
- National Natural Science Foundation of China (62573096)
- National Natural Science Foundation of China (71790614)
- Natural Science Foundation of Liaoning Province (2022-MS119)
This publication has 25 references indexed in Scilit:
- Prediction of supercontinuum spectrum based on LSTM with multi-head attention mechanismOptics Communications, 2025
- Supercontinuum generation dynamics in highly nonlinear photonic crystal fiber with normal and anomalous dispersionJournal of Computational Electronics, 2025
- Ultra-broadband coherent open-path spectroscopy for multi-gas monitoring in wastewater treatmentEnvironmental Science and Ecotechnology, 2025
- Ultra-broadband mid-infrared supercontinuum generation in square lattice As2S3 chalcogenide photonic crystal fibersOptik, 2024
- A general framework for multi-step ahead adaptive conformal heteroscedastic time series forecastingNeurocomputing, 2024
- Rethinking deep learning for supercontinuum: Efficient modeling based on integrated and compressed networksChaos, Solitons & Fractals, 2024
- MEAformer: An all-MLP transformer with temporal external attention for long-term time series forecastingInformation Sciences, 2024
- Employing deep learning for predicting supercontinuum generation in chalcogenide planar waveguideOptik, 2024
- Predicting the evolution of the mid-infrared supercontinuum in the near-zero dispersion region under weak triggering using LSTM neural networksOptics Communications, 2023
- Mid-infrared supercontinuum generation spanning from 1.9 to 5.7 μm in a chalcogenide fiber taper with ultra-high NAInfrared Physics & Technology, 2018