Artificial neural networks for photonic applications—from algorithms to implementation: tutorial
出版年份 2023 全文链接
标题
Artificial neural networks for photonic applications—from algorithms to implementation: tutorial
作者
关键词
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出版物
Advances in Optics and Photonics
Volume 15, Issue 3, Pages 739
出版商
Optica Publishing Group
发表日期
2023-08-03
DOI
10.1364/aop.484119
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注意：仅列出部分参考文献，下载原文获取全部文献信息。- Learning photons go backward
- (2023) Charles Roques-Carmes SCIENCE
- Experimentally realized in situ backpropagation for deep learning in photonic neural networks
- (2023) Sunil Pai et al. SCIENCE
- Photonic unsupervised learning variational autoencoder for high-throughput and low-latency image transmission
- (2023) Yitong Chen et al. Science Advances
- Model Parallelism Optimization for CNN FPGA Accelerator
- (2023) Jinnan Wang et al. Algorithms
- Integrated Photonic Tensor Processing Unit for a Matrix Multiply: A Review
- (2023) Nicola Peserico et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Knowledge Distillation Circumvents Nonlinearity forOptical Convolutional Neural Networks
- (2022) Jinlin Xiang et al. APPLIED OPTICS
- Low Complexity Neural Network Equalization Based on Multi-Symbol Output Technique For 200+ Gbps IM/DD Short Reach Optical System
- (2022) Bohan Sang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- End-to-End Deep Learning for Long-haul Fiber Transmission Using Differentiable Surrogate Channel
- (2022) Zekun Niu et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Principle-Driven Fiber Transmission Model Based on PINN Neural Network
- (2022) Yubin Zang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Convolutional Neural Network-Aided DP-64 QAM Coherent Optical Communication Systems
- (2022) Chao Li et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Ultralow complexity long short-term memory network for fiber nonlinearity mitigation in coherent optical communication systems
- (2022) Hao Ming et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Photonic matrix multiplication lights up photonic accelerator and beyond
- (2022) Hailong Zhou et al. Light-Science & Applications
- Learning to image and compute with multimode optical fibers
- (2022) Babak Rahmani et al. Nanophotonics
- MaxwellNet: Physics-driven deep neural network training based on Maxwell’s equations
- (2022) Joowon Lim et al. APL Photonics
- Hands-On Bayesian Neural Networks—A Tutorial for Deep Learning Users
- (2022) Laurent Valentin Jospin et al. IEEE Computational Intelligence Magazine
- Artificial Intelligence in Classical and Quantum Photonics
- (2022) Federico Vernuccio et al. Laser & Photonics Reviews
- Brain-inspired computing needs a master plan
- (2022) A. Mehonic et al. NATURE
- Machine learning method for calculating mode-locking performance of linear cavity fiber lasers
- (2022) Xuexiao Ma et al. OPTICS AND LASER TECHNOLOGY
- Machine learning analysis of instabilities in noise-like pulse lasers
- (2022) Mehdi Mabed et al. OPTICS EXPRESS
- Feed-forward neural network as nonlinear dynamics integrator for supercontinuum generation: erratum
- (2022) Lauri Salmela et al. OPTICS LETTERS
- All-fiber high-speed image detection enabled by deep learning
- (2022) Zhoutian Liu et al. Nature Communications
- Emerging devices and packaging strategies for electronic-photonic AI accelerators: opinion
- (2022) Nicola Peserico et al. Optical Materials Express
- Real-time reconstruction of high energy, ultrafast laser pulses using deep learning
- (2022) Matthew Stanfield et al. Scientific Reports
- Experimental implementation of a neural network optical channel equalizer in restricted hardware using pruning and quantization
- (2022) Diego Argüello Ron et al. Scientific Reports
- Deep reinforcement learning for self-tuning laser source of dissipative solitons
- (2022) Evgeny Kuprikov et al. Scientific Reports
- Serial and parallel convolutional neural network schemes for NFDM signals
- (2022) Wen Qi Zhang et al. Scientific Reports
- Deep learning in optical metrology: a review
- (2022) Chao Zuo et al. Light-Science & Applications
- Deep reinforcement with spectrum series learning control for a mode-locked fiber laser
- (2022) Zhan Li et al. Photonics Research
- Robot Learning From Randomized Simulations: A Review
- (2022) Fabio Muratore et al. Frontiers in Robotics and AI
- Evolutionary approximation and neural architecture search
- (2022) Michal Pinos et al. Genetic Programming and Evolvable Machines
- Model-Based End-to-End Learning for WDM Systems With Transceiver Hardware Impairments
- (2022) Jinxiang Song et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- Neural Networks-Based Equalizers for Coherent Optical Transmission: Caveats and Pitfalls
- (2022) Pedro J. Freire et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- Principled Machine Learning
- (2022) Yordan P. Raykov et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- 10.83 Tb/s Over 800 Km Nonlinear Frequency Division Multiplexing WDM Transmission
- (2022) Xinyu Chen et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Spectral and Spatial Power Evolution Design With Machine Learning-Enabled Raman Amplification
- (2022) Mehran Soltani et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Automatic Optimization of Volterra Equalizer With Deep Reinforcement Learning for Intensity-Modulated Direct-Detection Optical Communications
- (2022) Yongxin Xu et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Physics‐Informed Neural Network for Nonlinear Dynamics in Fiber Optics
- (2022) Xiaotian Jiang et al. Laser & Photonics Reviews
- Attention-Aided Partial Bidirectional RNN-Based Nonlinear Equalizer in Coherent Optical Systems
- (2022) Yifan Liu et al. OPTICS EXPRESS
- OptiDistillNet: Learning nonlinear pulse propagation using the student-teacher model
- (2022) Naveenta Gautam et al. OPTICS EXPRESS
- Inverse regular perturbation with ML-assisted phasor correction for fiber nonlinearity compensation
- (2022) Hubert Dzieciol et al. OPTICS LETTERS
- Data-driven model discovery of ideal four-wave mixing in nonlinear fibre optics
- (2022) Andrei V. Ermolaev et al. Scientific Reports
- Nonlinear multimode photonics: nonlinear optics with many degrees of freedom
- (2022) Logan G. Wright et al. Optica
- Applications of Physics-Informed Neural Network for Optical Fiber Communications
- (2022) Danshi Wang et al. IEEE COMMUNICATIONS MAGAZINE
- Enhancing the Spectral Efficiency of Nonlinear Frequency Division Multiplexing Systems via Hermite-Gaussian Subcarriers
- (2022) Muyiwa Balogun et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Nonlinear Fourier transform receiver based on a time domain diffractive deep neural network
- (2022) Junhe Zhou et al. OPTICS EXPRESS
- Design of fully interpretable neural networks for digital coherent demodulation
- (2022) Xiatao Huang et al. OPTICS EXPRESS
- A review of machine learning-based failure management in optical networks
- (2022) Danshi Wang et al. Science China-Information Sciences
- Noise equalization scheme based on complex-valued ANN for multiple-eigenvalue modulated nonlinear frequency division multiplexing systems
- (2022) Xiuhua Lv et al. APPLIED OPTICS
- Deep Neural Network-Aided Soft-Demapping in Coherent Optical Systems: Regression Versus Classification
- (2022) Pedro J. Freire et al. IEEE TRANSACTIONS ON COMMUNICATIONS
- Enhanced Atmospheric Turbulence Resiliency With Successive Interference Cancellation DSP in Mode Division Multiplexing Free-Space Optical Links
- (2022) Yiming Li et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- A Multi-Rate Approach for Nonlinear Pre-Distortion Using End-to-End Deep Learning in IM-DD Systems
- (2022) Leonardo Minelli et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Transformer-Based Long Distance Fiber Channel Modeling for Optical OFDM Systems
- (2022) Niuyong Zhang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Deep learning‐based motion compensation for four‐dimensional cone‐beam computed tomography (4D‐CBCT) reconstruction
- (2022) Zhehao Zhang et al. MEDICAL PHYSICS
- Memory-aware end-to-end learning of channel distortions in optical coherent communications
- (2022) Vladislav Neskorniuk et al. OPTICS EXPRESS
- A Deep Reinforcement Learning Algorithm for Smart Control of Hysteresis Phenomena in a Mode-Locked Fiber Laser
- (2022) Alexey Kokhanovskiy et al. Photonics
- Nonlinear Impairment Compensation Using Transfer Learning-Assisted Convolutional Bidirectional Long Short-Term Memory Neural Network for Coherent Optical Communication Systems
- (2022) Xueyuan Luo et al. Photonics
- Fourier Neural Operator for Accurate Optical Fiber Modeling With Low Complexity
- (2022) Xingchen He et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Joint OSNR monitoring and modulation format identification on signal amplitude histograms using convolutional neural network
- (2021) Hongjing Lv et al. OPTICAL FIBER TECHNOLOGY
- Channel model and capacity limits of the optical nonlinear frequency division-multiplexed systems employing b-modulation
- (2021) Stanislav Derevyanko et al. OPTICS EXPRESS
- An optical neural chip for implementing complex-valued neural network
- (2021) H. Zhang et al. Nature Communications
- Tackling Photonic Inverse Design with Machine Learning
- (2021) Zhaocheng Liu et al. Advanced Science
- Automated Design of Deep Neural Networks
- (2021) El-Ghazali Talbi ACM COMPUTING SURVEYS
- Review on Convolutional Neural Networks (CNN) in vegetation remote sensing
- (2021) Teja Kattenborn et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Photonics for artificial intelligence and neuromorphic computing
- (2021) Bhavin J. Shastri et al. Nature Photonics
- Convolutional long-short term memory neural network equaliser for nonlinear Fourier transform-based optical transmission systems
- (2021) Morteza Kamalian Kopae et al. OPTICS EXPRESS
- Interfacing Photonics with Artificial Intelligence: A New Design Strategy for Photonic Structures and Devices based on Artificial Neural Networks
- (2021) Yihao Xu et al. Photonics Research
- Deep learning in nano-photonics: inverse design and beyond
- (2021) Peter Wiecha et al. Photonics Research
- UNIQ
- (2021) Chaim Baskin et al. ACM TRANSACTIONS ON COMPUTER SYSTEMS
- How Reduced Data Precision and Degree of Parallelism Impact the Reliability of Convolutional Neural Networks on FPGAs
- (2021) F. Libano et al. IEEE TRANSACTIONS ON NUCLEAR SCIENCE
- Knowledge Distillation: A Survey
- (2021) Jianping Gou et al. INTERNATIONAL JOURNAL OF COMPUTER VISION
- Advanced Convolutional Neural Networks for Nonlinearity Mitigation in Long-Haul WDM Transmission Systems
- (2021) Oleg Sidelnikov et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Direct decoding of nonlinear OFDM-QAM signals using convolutional neural network
- (2021) Wen Qi Zhang et al. OPTICS EXPRESS
- Two-stage artificial neural network-based burst-subcarrier joint equalization in nonlinear frequency division multiplexing systems
- (2021) Xinyu Chen et al. OPTICS LETTERS
- Eigenvalue-Domain Neural Network Demodulator for Eigenvalue-Modulated Signal
- (2021) Ken Mishina et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Bayesian Optimization for Nonlinear System Identification and Pre-Distortion in Cognitive Transmitters
- (2021) Matheus Sena et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Correlation-Aided Nonlinear Spectrum Detection
- (2021) Qun Zhang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Performance and Complexity Analysis of Bi-Directional Recurrent Neural Network Models Versus Volterra Nonlinear Equalizers in Digital Coherent Systems
- (2021) Stavros Deligiannidis et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Concept and implementation study of advanced DSP-based fiber-longitudinal optical power profile monitoring toward optical network tomography [Invited]
- (2021) Takahito Tanimura et al. Journal of Optical Communications and Networking
- Forecasting loss of signal in optical networks with machine learning
- (2021) Wenjie Du et al. Journal of Optical Communications and Networking
- Signal recovery based on optoelectronic reservoir computing for high speed optical fiber communication system
- (2021) Shuai Wang et al. OPTICS COMMUNICATIONS
- A modified convolutional neural network-based signal demodulation method for direct detection OFDM/OQAM-PON
- (2021) Hui Yang et al. OPTICS COMMUNICATIONS
- Neural network enabled time stretch spectral regression
- (2021) Guoqing Pu et al. OPTICS EXPRESS
- High-throughput Hardware Deployment of Pruning Neural Network Based Nonlinear Equalization for 100-Gbps Short-Reach Optical Interconnect
- (2021) Mingyuan Li et al. OPTICS LETTERS
- Inverse design of mode-locked fiber laser by particle swarm optimization algorithm
- (2021) Alexey Kokhanovskiy et al. Scientific Reports
- Photonic Matrix Computing: From Fundamentals to Applications
- (2021) Junwei Cheng et al. Nanomaterials
- A Review on Generative Adversarial Networks: Algorithms, Theory, and Applications
- (2021) Jie Gui et al. IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING
- Low complexity deep learning algorithms for compensating atmospheric turbulence in the free space optical communication system
- (2021) Mohammad Ali Amirabadi et al. IET Optoelectronics
- Training algorithm matters for the performance of neural network potential: A case study of Adam and the Kalman filter optimizers
- (2021) Yunqi Shao et al. JOURNAL OF CHEMICAL PHYSICS
- Deep Neural Network-Based Digital Pre-Distortion for High Baudrate Optical Coherent Transmission
- (2021) Vinod Bajaj et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Performance Versus Complexity Study of Neural Network Equalizers in Coherent Optical Systems
- (2021) Pedro J. Freire et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Transfer Learning for Neural Networks-Based Equalizers in Coherent Optical Systems
- (2021) Pedro J. Freire et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Gradient-Free Training of Autoencoders for Non-Differentiable Communication Channels
- (2021) Ognjen Jovanovic et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Pruning and quantization for deep neural network acceleration: A survey
- (2021) Tailin Liang et al. NEUROCOMPUTING
- Fiber nonlinearity mitigation with a perturbation based Siamese neural network receiver
- (2021) Marina M. Melek et al. OPTICAL FIBER TECHNOLOGY
- Low-complexity nonlinear equalizer based on artificial neural network for 112 Gbit/s PAM-4 transmission using DML
- (2021) Lei Wang et al. OPTICAL FIBER TECHNOLOGY
- Intensity-only-measurement mode decomposition in few-mode fibers
- (2021) Egor Manuylovich et al. OPTICS EXPRESS
- Multimode Mamyshev oscillator
- (2021) Henry Haig et al. OPTICS LETTERS
- Neural network for calculating direct and inverse nonlinear Fourier transform
- (2021) E.V. Sedov et al. QUANTUM ELECTRONICS
- Application of complex fully connected neural networks to compensate for nonlinearity in fibre-optic communication lines with polarisation division multiplexing
- (2021) S.A. Bogdanov et al. QUANTUM ELECTRONICS
- A Fiber Nonlinearity Compensation Scheme With Complex-Valued Dimension-Reduced Neural Network
- (2021) Pinjing He et al. IEEE Photonics Journal
- Optical Phase Conjugation With Complex-Valued Deep Neural Network for WDM 64-QAM Coherent Optical Systems
- (2021) Lei Wang et al. IEEE Photonics Journal
- Neural networks for computing and denoising the continuous nonlinear Fourier spectrum in focusing nonlinear Schrödinger equation
- (2021) Egor V. Sedov et al. Scientific Reports
- Machine learning framework for quantum sampling of highly constrained, continuous optimization problems
- (2021) Blake A. Wilson et al. Applied Physics Reviews
- Photonic neural field on a silicon chip: large-scale, high-speed neuro-inspired computing and sensing
- (2021) Satoshi Sunada et al. Optica
- Learning the solution operator of parametric partial differential equations with physics-informed DeepONets
- (2021) Sifan Wang et al. Science Advances
- Prospects and applications of photonic neural networks
- (2021) Chaoran Huang et al. Advances in Physics-X
- Machine learning for optical fiber communication systems: An introduction and overview
- (2021) Josh W. Nevin et al. APL Photonics
- A silicon photonic–electronic neural network for fibre nonlinearity compensation
- (2021) Chaoran Huang et al. Nature Electronics
- Multiagent Reinforcement Learning for Hyperparameter Optimization of Convolutional Neural Networks
- (2021) Arman Iranfar et al. IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS
- Low-Complexity Recurrent Neural Network Based Equalizer With Embedded Parallelization for 100-Gbit/s/λ PON
- (2021) Xiaoan Huang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Convolutional Neural Network for Behavioral Modeling and Predistortion of Wideband Power Amplifiers
- (2021) Xin Hu et al. IEEE Transactions on Neural Networks and Learning Systems
- Perturbation-Based Frequency Domain Linear and Nonlinear Noise Estimation
- (2021) F. J. Vaquero-Caballero et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Using machine learning in an open optical line system controller
- (2020) Andrea D’Amico et al. Journal of Optical Communications and Networking
- Mechanisms of spatiotemporal mode-locking
- (2020) Logan G. Wright et al. Nature Physics
- Transfer learning simplified multi-task deep neural network for PDM-64QAM optical performance monitoring
- (2020) Yijun Cheng et al. OPTICS EXPRESS
- Single-shot absolute 3D shape measurement with deep-learning-based color fringe projection profilometry
- (2020) Jia Ming Qian et al. OPTICS LETTERS
- Fiber Optic Train Monitoring with Distributed Acoustic Sensing: Conventional and Neural Network Data Analysis
- (2020) Stefan Kowarik et al. SENSORS
- Using a Machine Learning Algorithm Integrated with Data De-Noising Techniques to Optimize the Multipoint Sensor Network
- (2020) Yibeltal Chanie Manie et al. SENSORS
- Compensation of Nonlinear Impairments Using Inverse Perturbation Theory With Reduced Complexity
- (2020) Alexey Redyuk et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Demonstration of a Novel Framework for Proactive Maintenance Using Failure Prediction and Bit Lossless Protection With Autonomous Network Diagnosis System
- (2020) Fumikazu Inuzuka et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Compressed Neural Network Equalization Based on Iterative Pruning Algorithm for 112-Gbps VCSEL-Enabled Optical Interconnects
- (2020) Ling Ge et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Machine learning for intelligent optical networks: A comprehensive survey
- (2020) Rentao Gu et al. JOURNAL OF NETWORK AND COMPUTER APPLICATIONS
- Robust neural network receiver for multiple-eigenvalue modulated nonlinear frequency division multiplexing system
- (2020) Lixia Xi et al. OPTICS EXPRESS
- Residual D2NN: training diffractive deep neural networks via learnable light shortcuts
- (2020) Hongkun Dou et al. OPTICS LETTERS
- Combining nonlinear Fourier transform and neural network-based processing in optical communications
- (2020) Oleksandr Kotlyar et al. OPTICS LETTERS
- Managing computational complexity using surrogate models: a critical review
- (2020) Reza Alizadeh et al. RESEARCH IN ENGINEERING DESIGN
- Special Issue on “Optics for AI and AI for Optics”
- (2020) Jinlong Wei et al. Applied Sciences-Basel
- Deep Learning-Based Real-Time Mode Decomposition for Multimode Fibers
- (2020) Yi An et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- Autoencoder and Adversarial-Learning-Based Semisupervised Background Estimation for Hyperspectral Anomaly Detection
- (2020) Weiying Xie et al. IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING
- Temporal data-driven failure prognostics using BiGRU for optical networks
- (2020) Chunyu Zhang et al. Journal of Optical Communications and Networking
- Roadmap on emerging hardware and technology for machine learning
- (2020) Qiangfei Xia et al. NANOTECHNOLOGY
- Deep learning-based fringe modulation-enhancing method for accurate fringe projection profilometry
- (2020) Haotian Yu et al. OPTICS EXPRESS
- Advancing theoretical understanding and practical performance of signal processing for nonlinear optical communications through machine learning
- (2020) Qirui Fan et al. Nature Communications
- Machine learning analysis of rogue solitons in supercontinuum generation
- (2020) Lauri Salmela et al. Scientific Reports
- Machine-learning-assisted metasurface design for high-efficiency thermal emitter optimization
- (2020) Zhaxylyk A. Kudyshev et al. Applied Physics Reviews
- Generative adversarial networks
- (2020) Ian Goodfellow et al. COMMUNICATIONS OF THE ACM
- Deep learning models for global coordinate transformations that linearise PDEs
- (2020) CRAIG GIN et al. EUROPEAN JOURNAL OF APPLIED MATHEMATICS
- Reservoir-Computing Based Equalization With Optical Pre-Processing for Short-Reach Optical Transmission
- (2020) Francesco Da Ros et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- SIMBA: Scalable Inversion in Optical Tomography Using Deep Denoising Priors
- (2020) Zihui Wu et al. IEEE Journal of Selected Topics in Signal Processing
- A Ubiquitous Machine Learning Accelerator With Automatic Parallelization on FPGA
- (2020) Chao Wang et al. IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS
- Programmable photonic circuits
- (2020) Wim Bogaerts et al. NATURE
- Deep learning for the design of photonic structures
- (2020) Wei Ma et al. Nature Photonics
- Nonlinearity mitigation with a perturbation based neural network receiver
- (2020) Marina M. Melek et al. OPTICAL AND QUANTUM ELECTRONICS
- Wiener-Hammerstein model and its learning for nonlinear digital pre-distortion of optical transmitters
- (2020) Takeo Sasai et al. OPTICS EXPRESS
- Deep learning based digital backpropagation demonstrating SNR gain at low complexity in a 1200 km transmission link
- (2020) Bertold Ian Bitachon et al. OPTICS EXPRESS
- Artificial Intelligence for Photonics and Photonic Materials
- (2020) Davide Piccinotti et al. REPORTS ON PROGRESS IN PHYSICS
- Compressed Nonlinear Equalizers for 112-Gbps Optical Interconnects: Efficiency and Stability
- (2020) Wenjia Zhang et al. SENSORS
- Compressing Deep Networks by Neuron Agglomerative Clustering
- (2020) Li-Na Wang et al. SENSORS
- Photonic tensor cores for machine learning
- (2020) Mario Miscuglio et al. Applied Physics Reviews
- Physics-Based Deep Learning for Fiber-Optic Communication Systems
- (2020) Christian Hager et al. IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS
- End-to-End Optimization of Coherent Optical Communications Over the Split-Step Fourier Method Guided by the Nonlinear Fourier Transform Theory
- (2020) Simone Gaiarin et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Feedforward and Recurrent Neural Network-Based Transfer Learning for Nonlinear Equalization in Short-Reach Optical Links
- (2020) Zhaopeng Xu et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Topological nanophotonics and artificial neural networks
- (2020) Laura Pilozzi et al. NANOTECHNOLOGY
- Inference in artificial intelligence with deep optics and photonics
- (2020) Gordon Wetzstein et al. NATURE
- Machine learning and applications in ultrafast photonics
- (2020) Goëry Genty et al. Nature Photonics
- Massively parallel amplitude-only Fourier neural network
- (2020) Mario Miscuglio et al. Optica
- Deep neural networks for the evaluation and design of photonic devices
- (2020) Jiaqi Jiang et al. Nature Reviews Materials
- Low Voltage Time-Based Matrix Multiplier-and-Accumulator for Neural Computing System
- (2020) Sungjin Hong et al. Electronics
- Fast and Accurate Optical Fiber Channel Modeling Using Generative Adversarial Network
- (2020) Hang Yang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Complex-Valued Neural Network Design for Mitigation of Signal Distortions in Optical Links
- (2020) Pedro J. Freire et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- 1D convolutional neural networks and applications: A survey
- (2020) Serkan Kiranyaz et al. MECHANICAL SYSTEMS AND SIGNAL PROCESSING
- Intelligent programmable mode-locked fiber laser with a human-like algorithm
- (2019) Guoqing Pu et al. Optica
- Machine Learning Methods for Control of Fibre Lasers with Double Gain Nonlinear Loop Mirror
- (2019) Alexey Kokhanovskiy et al. Scientific Reports
- Deep Neural Network Inverse Design of Integrated Photonic Power Splitters
- (2019) Mohammad H. Tahersima et al. Scientific Reports
- Review of numerical optimization techniques for meta-device design [Invited]
- (2019) Sawyer D. Campbell et al. Optical Materials Express
- Learning to decompose the modes in few-mode fibers with deep convolutional neural network
- (2019) Yi An et al. OPTICS EXPRESS
- Real-time dynamic strain sensing in optical fibers using artificial neural networks
- (2019) Sascha Liehr et al. OPTICS EXPRESS
- Fiber echo state network analogue for high-bandwidth dual-quadrature signal processing
- (2019) Mariia Sorokina et al. OPTICS EXPRESS
- Deep learning and process understanding for data-driven Earth system science
- (2019) Markus Reichstein et al. NATURE
- Machine Learning With Neuromorphic Photonics
- (2019) Thomas Ferreira de Lima et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- An Optical Communication's Perspective on Machine Learning and Its Applications
- (2019) Faisal Nadeem Khan et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Dual-Polarization Non-Linear Frequency-Division Multiplexed Transmission With $b$ -Modulation
- (2019) Xianhe Yangzhang et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Transmission of natural scene images through a multimode fibre
- (2019) Piergiorgio Caramazza et al. Nature Communications
- Deep learning in remote sensing applications: A meta-analysis and review
- (2019) Lei Ma et al. ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING
- Global Optimization of Dielectric Metasurfaces Using a Physics-Driven Neural Network
- (2019) Jiaqi Jiang et al. NANO LETTERS
- End-to-end optimized transmission over dispersive intensity-modulated channels using bidirectional recurrent neural networks
- (2019) Boris Karanov et al. OPTICS EXPRESS
- Field and lab experimental demonstration of nonlinear impairment compensation using neural networks
- (2019) Shaoliang Zhang et al. Nature Communications
- Transductive Transfer Learning-Based Spectrum Optimization for Resource Reservation in Seven-Core Elastic Optical Networks
- (2019) Qiuyan Yao et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Label enhanced and patch based deep learning for phase retrieval from single frame fringe pattern in fringe projection 3D measurement
- (2019) Jiashuo Shi et al. OPTICS EXPRESS
- Fast remodeling for nonlinear distortion mitigation based on transfer learning
- (2019) Jing Zhang et al. OPTICS LETTERS
- An Event Recognition Method for Φ-OTDR Sensing System Based on Deep Learning
- (2019) Yi Shi et al. SENSORS
- A survey on semi-supervised learning
- (2019) Jesper E. van Engelen et al. MACHINE LEARNING
- Spectral mixture analysis in Google Earth Engine to model and delineate fire scars over a large extent and a long time-series in a rainforest-savanna transition zone
- (2019) Gabriel Antunes Daldegan et al. REMOTE SENSING OF ENVIRONMENT
- Autoencoder-Based Transceiver Design for OWC Systems in Log-Normal Fading Channel
- (2019) Zhao-Rui Zhu et al. IEEE Photonics Journal
- Deep neural network for plasmonic sensor modeling
- (2019) Xiaozhong Li et al. Optical Materials Express
- Optical fringe patterns filtering based on multi-stage convolution neural network
- (2019) Bowen Lin et al. OPTICS AND LASERS IN ENGINEERING
- Comprehensive Eye Diagram Analysis: A Transfer Learning Approach
- (2019) Danshi Wang et al. IEEE Photonics Journal
- Compact and Computationally Efficient Representation of Deep Neural Networks
- (2019) Simon Wiedemann et al. IEEE Transactions on Neural Networks and Learning Systems
- Wave physics as an analog recurrent neural network
- (2019) Tyler W. Hughes et al. Science Advances
- On Numerical Simulations of Ultra-Wideband Long-Haul Optical Communication Systems
- (2019) Paolo Serena et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Deep-Learning-Enabled On-Demand Design of Chiral Metamaterials
- (2018) Wei Ma et al. ACS Nano
- Time-Domain Neural Network Receiver for Nonlinear Frequency Division Multiplexed Systems
- (2018) Rasmus T. Jones et al. IEEE PHOTONICS TECHNOLOGY LETTERS
- Nonlinear Equalizer based on Neural Networks for PAM-4 Signal Transmission using DML
- (2018) Ahmed Galib Reza et al. IEEE PHOTONICS TECHNOLOGY LETTERS
- Deep learning and model predictive control for self-tuning mode-locked lasers
- (2018) Thomas Baumeister et al. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS
- Joint atmospheric turbulence detection and adaptive demodulation technique using the CNN for the OAM-FSO communication
- (2018) Jin Li et al. OPTICS EXPRESS
- Nonlinear equalization based on pruned artificial neural networks for 112-Gb/s SSB-PAM4 transmission over 80-km SSMF
- (2018) Zhiquan Wan et al. OPTICS EXPRESS
- Several new directions for ultrafast fiber lasers [Invited]
- (2018) Walter Fu et al. OPTICS EXPRESS
- Turbulence correction with artificial neural networks
- (2018) Sanjaya Lohani et al. OPTICS LETTERS
- Recent advances in convolutional neural networks
- (2018) Jiuxiang Gu et al. PATTERN RECOGNITION
- Urban land-use mapping using a deep convolutional neural network with high spatial resolution multispectral remote sensing imagery
- (2018) Bo Huang et al. REMOTE SENSING OF ENVIRONMENT
- Deep learning reconstruction of ultrashort pulses
- (2018) Tom Zahavy et al. Optica
- Reinforcement learning in a large-scale photonic recurrent neural network
- (2018) J. Bueno et al. Optica
- Fast inference of deep neural networks in FPGAs for particle physics
- (2018) J. Duarte et al. Journal of Instrumentation
- End-to-End Deep Learning of Optical Fiber Communications
- (2018) Boris Karanov et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Analyzing modal power in multi-mode waveguide via machine learning
- (2018) Ang Liu et al. OPTICS EXPRESS
- Fiber-optic transmission and networking: the previous 20 and the next 20 years [Invited]
- (2018) Peter J. Winzer et al. OPTICS EXPRESS
- Hybrid optical-electronic convolutional neural networks with optimized diffractive optics for image classification
- (2018) Julie Chang et al. Scientific Reports
- Denoising Adversarial Autoencoders
- (2018) Antonia Creswell et al. IEEE Transactions on Neural Networks and Learning Systems
- Dual-Polarization NFDM Transmission Using Distributed Raman Amplification and NFT-Domain Equalization
- (2018) Simone Gaiarin et al. IEEE PHOTONICS TECHNOLOGY LETTERS
- On the Accuracy of Split-Step Fourier Simulations for Wideband Nonlinear Optical Communications
- (2018) Simone Musetti et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Convolutional Neural Network-Based Optical Performance Monitoring for Optical Transport Networks
- (2018) Takahito Tanimura et al. Journal of Optical Communications and Networking
- Inverse design in nanophotonics
- (2018) Sean Molesky et al. Nature Photonics
- Nonlinear frequency division multiplexing with b-modulation: shifting the energy barrier
- (2018) Tao Gui et al. OPTICS EXPRESS
- Turbo-coded 16-ary OAM shift keying FSO communication system combining the CNN-based adaptive demodulator
- (2018) Qinghua Tian et al. OPTICS EXPRESS
- Equalization performance and complexity analysis of dynamic deep neural networks in long haul transmission systems
- (2018) Oleg Sidelnikov et al. OPTICS EXPRESS
- Color image identification and reconstruction using artificial neural networks on multimode fiber images: towards an all-optical design
- (2018) Nadav Shabairou et al. OPTICS LETTERS
- Machine learning analysis of extreme events in optical fibre modulation instability
- (2018) Mikko Närhi et al. Nature Communications
- All-optical nonlinear activation function for photonic neural networks [Invited]
- (2018) Mario Miscuglio et al. Optical Materials Express
- Linear programmable nanophotonic processors
- (2018) Nicholas C. Harris et al. Optica
- Analog programmable neuron and case study on VLSI implementation of Multi-Layer Perceptron (MLP)
- (2018) Mahsa Heidari et al. MICROELECTRONICS JOURNAL
- Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations
- (2018) M. Raissi et al. JOURNAL OF COMPUTATIONAL PHYSICS
- Fringe pattern denoising based on deep learning
- (2018) Ketao Yan et al. OPTICS COMMUNICATIONS
- Applying Neural Networks in Optical Communication Systems: Possible Pitfalls
- (2017) Tobias A. Eriksson et al. IEEE PHOTONICS TECHNOLOGY LETTERS
- Convolutional Neural Networks for Inverse Problems in Imaging: A Review
- (2017) Michael T. McCann et al. IEEE SIGNAL PROCESSING MAGAZINE
- A Multilevel Artificial Neural Network Nonlinear Equalizer for Millimeter-Wave Mobile Fronthaul Systems
- (2017) Siming Liu et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Machine learning under the spotlight
- (2017) Darko Zibar et al. Nature Photonics
- Nonlinear signal multiplexing for communication beyond the Kerr nonlinearity limit
- (2017) Son Thai Le et al. Nature Photonics
- Deep learning with coherent nanophotonic circuits
- (2017) Yichen Shen et al. Nature Photonics
- Electronic initiation and optimization of nonlinear polarization evolution mode-locking in a fiber laser
- (2017) David G. Winters et al. OPTICS EXPRESS
- Digital signal processing for fiber nonlinearities [Invited]
- (2017) John C. Cartledge et al. OPTICS EXPRESS
- Genetic algorithm-based control of birefringent filtering for self-tuning, self-pulsing fiber lasers
- (2017) R. I. Woodward et al. OPTICS LETTERS
- Efficient Processing of Deep Neural Networks: A Tutorial and Survey
- (2017) Vivienne Sze et al. PROCEEDINGS OF THE IEEE
- Brain-Inspired Wireless Communications: Where Reservoir Computing Meets MIMO-OFDM
- (2017) Somayeh Mosleh et al. IEEE Transactions on Neural Networks and Learning Systems
- Advances in photonic reservoir computing
- (2017) Guy Van der Sande et al. Nanophotonics
- Progress in neuromorphic photonics
- (2017) Thomas Ferreira de Lima et al. Nanophotonics
- Nonlinear Fourier transform for optical data processing and transmission: advances and perspectives
- (2017) Sergei K. Turitsyn et al. Optica
- Neuromorphic photonic networks using silicon photonic weight banks
- (2017) Alexander N. Tait et al. Scientific Reports
- Guest Editorial Deep Learning in Medical Imaging: Overview and Future Promise of an Exciting New Technique
- (2016) Hayit Greenspan et al. IEEE TRANSACTIONS ON MEDICAL IMAGING
- Machine Learning Techniques in Optical Communication
- (2016) Darko Zibar et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Toward an autosetting mode-locked fiber laser cavity
- (2016) U. Andral et al. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS
- Mastering the game of Go with deep neural networks and tree search
- (2016) David Silver et al. NATURE
- Experimental characterization of a 400 Gbit/s orbital angular momentum multiplexed free-space optical link over 120 m
- (2016) Yongxiong Ren et al. OPTICS LETTERS
- Taking the Human Out of the Loop: A Review of Bayesian Optimization
- (2016) Bobak Shahriari et al. PROCEEDINGS OF THE IEEE
- Towards ‘smart lasers’: self-optimisation of an ultrafast pulse source using a genetic algorithm
- (2016) R. I. Woodward et al. Scientific Reports
- Artificial Neural Network Nonlinear Equalizer for Coherent Optical OFDM
- (2015) Mutsam A. Jarajreh et al. IEEE PHOTONICS TECHNOLOGY LETTERS
- Numerical methods for nanophotonics: standard problems and future challenges
- (2015) Benjamin Gallinet et al. Laser & Photonics Reviews
- Human-level control through deep reinforcement learning
- (2015) Volodymyr Mnih et al. NATURE
- Intelligent Systems for Stabilizing Mode-Locked Lasers and Frequency Combs: Machine Learning and Equation-Free Control Paradigms for Self-Tuning Optics
- (2015) J. Nathan Kutz et al. Nanophotonics
- Learning approach to optical tomography
- (2015) Ulugbek S. Kamilov et al. Optica
- Survey on Free Space Optical Communication: A Communication Theory Perspective
- (2014) Mohammad Ali Khalighi et al. IEEE Communications Surveys and Tutorials
- Self-Tuning Fiber Lasers
- (2014) Steven L. Brunton et al. IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- Information Transmission Using the Nonlinear Fourier Transform, Part I: Mathematical Tools
- (2014) Mansoor I Yousefi et al. IEEE TRANSACTIONS ON INFORMATION THEORY
- Reduced Complexity Digital Back-Propagation Methods for Optical Communication Systems
- (2014) Antonio Napoli et al. JOURNAL OF LIGHTWAVE TECHNOLOGY
- Nonlinear inverse synthesis for high spectral efficiency transmission in optical fibers
- (2014) Son Thai Le et al. OPTICS EXPRESS
- Random distributed feedback fibre lasers
- (2014) Sergei K. Turitsyn et al. PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
- Extremum-Seeking Control of a Mode-Locked Laser
- (2013) Steven L. Brunton et al. IEEE JOURNAL OF QUANTUM ELECTRONICS
- Dispersion-managed solitons in fibre systems and lasers
- (2012) Sergei K. Turitsyn et al. PHYSICS REPORTS-REVIEW SECTION OF PHYSICS LETTERS
- Compensation of intra-channel nonlinear fibre impairments using simplified digital back-propagation algorithm
- (2011) Danish Rafique et al. OPTICS EXPRESS
- Equalizer Design and Complexity for Digital Coherent Receivers
- (2010) Bernhard Spinnler IEEE JOURNAL OF SELECTED TOPICS IN QUANTUM ELECTRONICS
- Direct Neural-Network Hardware-Implementation Algorithm
- (2009) Andrei Dinu et al. IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS
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