Meta-DSP: A Meta-Learning Approach for Data-Driven Nonlinear Compensation in High-Speed Optical Fiber Systems
Fuente:
arXiv
Saved in:
| Main Authors: | Xiao, Xinyu, Zhou, Zhennan, Dong, Bin, Ma, Dingjiong, Zhou, Li, Sun, Jie |
|---|---|
| Format: | Preprint |
| Published: |
2023
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Deep Learning for High Speed Optical Coherence Elastography with a Fiber Scanning Endoscope
by: Neidhardt, Maximilian, et al.
Published: (2025)
by: Neidhardt, Maximilian, et al.
Published: (2025)
Meta-Learning Driven Lightweight Phase Shift Compression for IRS-Assisted Wireless Systems
by: Yu, Xianhua, et al.
Published: (2025)
by: Yu, Xianhua, et al.
Published: (2025)
On Shaping Gain of Multidimensional Constellation in Linear and Nonlinear Optical Fiber Channel
by: Chen, Bin, et al.
Published: (2024)
by: Chen, Bin, et al.
Published: (2024)
Fiber Nonlinearity Mitigation in Coherent Optical Systems
by: Civelli, Stella, et al.
Published: (2025)
by: Civelli, Stella, et al.
Published: (2025)
Application of Transformers for Nonlinear Channel Compensation in Optical Systems
by: Hamgini, Behnam Behinaein, et al.
Published: (2023)
by: Hamgini, Behnam Behinaein, et al.
Published: (2023)
Distributed High Speed Optical Network for Digital Radar Systems
by: Maheshwari, Vishal, et al.
Published: (2019)
by: Maheshwari, Vishal, et al.
Published: (2019)
Fuzzy Clustering for Low-Complexity Time Domain Chromatic Dispersion Compensation Scheme in Coherent Optical Fiber Communication Systems
by: Wan, Wenkai, et al.
Published: (2025)
by: Wan, Wenkai, et al.
Published: (2025)
Pushing DSP-Free Coherent Interconnect to the Last Inch by Optically Analog Signal Processing
by: Zhang, Mingming, et al.
Published: (2025)
by: Zhang, Mingming, et al.
Published: (2025)
Traffic Flow and Speed Monitoring Based On Optical Fiber Distributed Acoustic Sensor
by: Wang, Linlin, et al.
Published: (2024)
by: Wang, Linlin, et al.
Published: (2024)
Meta-Learning-Driven GFlowNets for 3D Directional Modulation in Mobile Wireless Systems
by: Tao, Zhihao, et al.
Published: (2025)
by: Tao, Zhihao, et al.
Published: (2025)
Dual-Tap Optical-Digital Feedforward Equalization Enabling High-Speed Optical Transmission in IM/DD Systems
by: Guo, Yu, et al.
Published: (2024)
by: Guo, Yu, et al.
Published: (2024)
Meta-Learning-Driven Adaptive Codebook Design for Near-Field Communications
by: Zhang, Mianyi, et al.
Published: (2024)
by: Zhang, Mianyi, et al.
Published: (2024)
LiTformer: Efficient Modeling and Analysis of High-Speed Link Transmitters Using Non-Autoregressive Transformer
by: Sun, Songyu, et al.
Published: (2024)
by: Sun, Songyu, et al.
Published: (2024)
Recent Advances on Machine Learning-aided DSP for Short-reach and Long-haul Optical Communications
by: Schmalen, Laurent, et al.
Published: (2024)
by: Schmalen, Laurent, et al.
Published: (2024)
Data-Driven Nonlinear TDOA for Accurate Source Localization in Complex Signal Dynamics
by: Sahu, Chinmay, et al.
Published: (2023)
by: Sahu, Chinmay, et al.
Published: (2023)
Meta-Learning-Driven Resource Optimization in Full-Duplex ISAC with Movable Antennas
by: Amhaz, Ali, et al.
Published: (2025)
by: Amhaz, Ali, et al.
Published: (2025)
Efficient Aberration Correction via Optimal Bulk Speed of Sound Compensation
by: Schoen Jr, Scott, et al.
Published: (2023)
by: Schoen Jr, Scott, et al.
Published: (2023)
MetaFAP: Meta-Learning for Frequency Agnostic Prediction of Metasurface Properties
by: Murshed, Rafid Umayer, et al.
Published: (2025)
by: Murshed, Rafid Umayer, et al.
Published: (2025)
Environment-Conditioned Diffusion Meta-Learning for Data-Efficient WiFi Localization
by: Gao, Jun, et al.
Published: (2026)
by: Gao, Jun, et al.
Published: (2026)
Experimental Investigation into Split Nonlinearity Compensation in Single and Multi-channel WDM Systems
by: Sohanpal, Ronit, et al.
Published: (2024)
by: Sohanpal, Ronit, et al.
Published: (2024)
Online Data Generation for MIMO-OFDM Channel Denoising: Transfer Learning vs. Meta Learning
by: Ha, Sungyoung, et al.
Published: (2025)
by: Ha, Sungyoung, et al.
Published: (2025)
Equalization-Enhanced Phase Noise: Modeling and DSP-aware Analysis
by: Jung, Sebastian, et al.
Published: (2025)
by: Jung, Sebastian, et al.
Published: (2025)
Meta-learning based Selective Fixed-filter Active Noise Control System with ResNet Classifier
by: Xiao, Y., et al.
Published: (2025)
by: Xiao, Y., et al.
Published: (2025)
GSP = DSP + Boundary Conditions -- The Graph Signal Processing Companion Model
by: Shi, John, et al.
Published: (2023)
by: Shi, John, et al.
Published: (2023)
CycloDSP: A cyclostationary signal analysis tool for GNU Radio
by: Darsena, Donatella, et al.
Published: (2024)
by: Darsena, Donatella, et al.
Published: (2024)
Optimized Inverse Dead‐Zone Control Using Reinforcement Learning for a Class of Nonlinear Systems
by: Wenxia Sun, et al.
Published: (2024)
by: Wenxia Sun, et al.
Published: (2024)
Deep Learning Waveform Channel Modeling for Wideband Optical Fiber Transmission: Model Comparisons, Challenges and Potential Solutions
by: Shi, Minghui, et al.
Published: (2025)
by: Shi, Minghui, et al.
Published: (2025)
Meta-Learning for Hybrid Precoding in Millimeter Wave MIMO System
by: Guo, Yifan
Published: (2024)
by: Guo, Yifan
Published: (2024)
Meta-Learning Based Optimization for Large Scale Wireless Systems
by: Loli, Rafael Cerna, et al.
Published: (2024)
by: Loli, Rafael Cerna, et al.
Published: (2024)
Efficient and Sustainable Task Offloading in UAV-Assisted MEC Systems via Meta Deep Reinforcement Learning
by: Dehkordi, Maryam Farajzadeh, et al.
Published: (2025)
by: Dehkordi, Maryam Farajzadeh, et al.
Published: (2025)
Personalized Federated Learning-Driven Beamforming Optimization for Integrated Sensing and Communication Systems
by: Ni, Zhou, et al.
Published: (2025)
by: Ni, Zhou, et al.
Published: (2025)
Bayesian Cramér-Rao Bound for Sensing Performance in Meta-Backscatter Systems
by: Cao, Mengyuan, et al.
Published: (2026)
by: Cao, Mengyuan, et al.
Published: (2026)
Resource Allocation and Beamforming in FIM-Assisted BS and STAR-BD-RIS-Aided NOMA: An AIW-Meta-Learning Approach
by: Farhadi, Armin, et al.
Published: (2025)
by: Farhadi, Armin, et al.
Published: (2025)
Decision Transformer for IRS-Assisted Systems with Diffusion-Driven Generative Channels
by: Zhang, Jie, et al.
Published: (2024)
by: Zhang, Jie, et al.
Published: (2024)
Energy-efficient Beamforming for RISs-aided Communications: Gradient Based Meta Learning
by: Wang, Xinquan, et al.
Published: (2023)
by: Wang, Xinquan, et al.
Published: (2023)
Advanced Digital Signal Processing Techniques for High-Speed Optical Communications Links
by: Pilori, Dario
Published: (2019)
by: Pilori, Dario
Published: (2019)
Meta-Heuristic Fronthaul Bit Allocation for Cell-free Massive MIMO Systems
by: Kim, Minje, et al.
Published: (2024)
by: Kim, Minje, et al.
Published: (2024)
Meta-Learning Based Radio Frequency Fingerprinting for GNSS Spoofing Detection
by: Marata, Leatile, et al.
Published: (2025)
by: Marata, Leatile, et al.
Published: (2025)
Gradient-Based Meta Learning for Uplink RSMA with Beyond Diagonal RIS
by: Khisa, Shreya, et al.
Published: (2024)
by: Khisa, Shreya, et al.
Published: (2024)
Meta-Learning Empowered Graph Neural Networks for Radio Resource Management
by: Huang, Kai, et al.
Published: (2024)
by: Huang, Kai, et al.
Published: (2024)
Similar Items
-
Deep Learning for High Speed Optical Coherence Elastography with a Fiber Scanning Endoscope
by: Neidhardt, Maximilian, et al.
Published: (2025) -
Meta-Learning Driven Lightweight Phase Shift Compression for IRS-Assisted Wireless Systems
by: Yu, Xianhua, et al.
Published: (2025) -
On Shaping Gain of Multidimensional Constellation in Linear and Nonlinear Optical Fiber Channel
by: Chen, Bin, et al.
Published: (2024) -
Fiber Nonlinearity Mitigation in Coherent Optical Systems
by: Civelli, Stella, et al.
Published: (2025) -
Application of Transformers for Nonlinear Channel Compensation in Optical Systems
by: Hamgini, Behnam Behinaein, et al.
Published: (2023)