Training a Multi-Layer Photonic Spiking Neural Network With Modified Supervised Learning Algorithm Based on Photonic STDP
暂无分享,去创建一个
Genquan Han | Yue Hao | Zhenxing Ren | Xingxing Guo | Shuiying Xiang | Ziwei Song | Yahui Zhang | Y. Hao | Xingxing Guo | S. Xiang | G. Han | Yahui Zhang | Z. Song | Z. Ren
[1] Demis Hassabis,et al. Mastering the game of Go without human knowledge , 2017, Nature.
[2] Antonio Hurtado,et al. Optical neuron using polarisation switching in a 1550nm-VCSEL. , 2010, Optics express.
[3] Wei Pan,et al. Cascadable Neuron-Like Spiking Dynamics in Coupled VCSELs Subject to Orthogonally Polarized Optical Pulse Injection , 2017, IEEE Journal of Selected Topics in Quantum Electronics.
[4] Antonio Hurtado,et al. Investigation of vertical cavity surface emitting laser dynamics for neuromorphic photonic systems , 2012 .
[5] Xiao-Dong Lin,et al. Stable Propagation of Inhibited Spiking Dynamics in Vertical-Cavity Surface-Emitting Lasers for Neuromorphic Photonic Networks , 2018, IEEE Access.
[6] Paul R. Prucnal,et al. Recent progress in semiconductor excitable lasers for photonic spike processing , 2016 .
[7] J. Feldmann,et al. All-optical spiking neurosynaptic networks with self-learning capabilities , 2019, Nature.
[8] Michael Pfeiffer,et al. Deep Learning With Spiking Neurons: Opportunities and Challenges , 2018, Front. Neurosci..
[9] Paul R. Prucnal,et al. Photonic Implementation of Spike-Timing-Dependent Plasticity and Learning Algorithms of Biological Neural Systems , 2016, Journal of Lightwave Technology.
[10] Carver A. Mead,et al. Neuromorphic electronic systems , 1990, Proc. IEEE.
[11] Ioana Sporea,et al. Supervised Learning in Multilayer Spiking Neural Networks , 2012, Neural Computation.
[12] H. Sompolinsky,et al. The tempotron: a neuron that learns spike timing–based decisions , 2006, Nature Neuroscience.
[13] Matěj Hejda,et al. Ultrafast optical integration and pattern classification for neuromorphic photonics based on spiking VCSEL neurons , 2020, Scientific Reports.
[14] Qing Wu,et al. Efficient and self-adaptive in-situ learning in multilayer memristor neural networks , 2018, Nature Communications.
[15] Paul R. Prucnal,et al. Silicon Photonic Modulator Neuron , 2018, Physical Review Applied.
[16] Yukihiro Kaneko,et al. Supervised Learning Using Spike-Timing-Dependent Plasticity of Memristive Synapses , 2015, IEEE Transactions on Neural Networks and Learning Systems.
[17] G. Bi,et al. Synaptic Modifications in Cultured Hippocampal Neurons: Dependence on Spike Timing, Synaptic Strength, and Postsynaptic Cell Type , 1998, The Journal of Neuroscience.
[18] Mingguo Zhao,et al. Towards artificial general intelligence with hybrid Tianjic chip architecture , 2019, Nature.
[19] Jianye Zhao,et al. Optical spike-timing-dependent plasticity with weight-dependent learning window and reward modulation. , 2015, Optics express.
[20] Haizhou Li,et al. A Spiking Neural Network System for Robust Sequence Recognition , 2016, IEEE Transactions on Neural Networks and Learning Systems.
[21] Indranil Chakraborty,et al. Photonic In-Memory Computing Primitive for Spiking Neural Networks Using Phase-Change Materials , 2019, Physical Review Applied.
[22] Tarek El-Ghazawi,et al. Neuromorphic photonics with electro-absorption modulators. , 2018, Optics express.
[23] Genquan Han,et al. Spike Sequence Learning in a Photonic Spiking Neural Network Consisting of VCSELs-SA With Supervised Training , 2020, IEEE Journal of Selected Topics in Quantum Electronics.
[24] Paul R. Prucnal,et al. Temporal Information Processing With an Integrated Laser Neuron , 2020, IEEE Journal of Selected Topics in Quantum Electronics.
[25] Demis Hassabis,et al. Mastering the game of Go with deep neural networks and tree search , 2016, Nature.
[26] J. Yang,et al. Memristive crossbar arrays for brain-inspired computing , 2019, Nature Materials.
[27] Hong Wang,et al. Loihi: A Neuromorphic Manycore Processor with On-Chip Learning , 2018, IEEE Micro.
[28] Catherine D. Schuman,et al. A Survey of Neuromorphic Computing and Neural Networks in Hardware , 2017, ArXiv.
[29] Joshua Robertson,et al. Controlled Propagation of Spiking Dynamics in Vertical-Cavity Surface-Emitting Lasers: Towards Neuromorphic Photonic Networks , 2017, IEEE Journal of Selected Topics in Quantum Electronics.
[30] Robert A. Nawrocki,et al. A Mini Review of Neuromorphic Architectures and Implementations , 2016, IEEE Transactions on Electron Devices.
[31] Sander M. Bohte,et al. Error-backpropagation in temporally encoded networks of spiking neurons , 2000, Neurocomputing.
[32] Shuiying Xiang,et al. STDP-Based Unsupervised Spike Pattern Learning in a Photonic Spiking Neural Network With VCSELs and VCSOAs , 2019, IEEE Journal of Selected Topics in Quantum Electronics.
[33] Stefan Schliebs,et al. Span: Spike Pattern Association Neuron for Learning Spatio-Temporal Spike Patterns , 2012, Int. J. Neural Syst..
[34] Gang Pan,et al. Darwin: a neuromorphic hardware co-processor based on Spiking Neural Networks , 2015, Science China Information Sciences.
[35] T. Sejnowski,et al. Reliability of spike timing in neocortical neurons. , 1995, Science.
[36] Yue Hao,et al. Numerical Implementation of Wavelength-Dependent Photonic Spike Timing Dependent Plasticity Based on VCSOA , 2018, IEEE Journal of Quantum Electronics.
[37] San Miguel M,et al. Light-polarization dynamics in surface-emitting semiconductor lasers. , 1995, Physical review. A, Atomic, molecular, and optical physics.
[38] Tim Gollisch,et al. Rapid Neural Coding in the Retina with Relative Spike Latencies , 2008, Science.
[39] Joshua Robertson,et al. Controlled inhibition of spiking dynamics in VCSELs for neuromorphic photonics: theory and experiments. , 2017, Optics letters.
[40] Kaushik Roy,et al. Towards spike-based machine intelligence with neuromorphic computing , 2019, Nature.
[41] Mable P. Fok,et al. Photonic implementation of a neuronal algorithm applicable towards angle of arrival detection and localization. , 2015, Optics express.
[42] Joshua Robertson,et al. Toward Neuromorphic Photonic Networks of Ultrafast Spiking Laser Neurons , 2020, IEEE Journal of Selected Topics in Quantum Electronics.
[43] Ammar Belatreche,et al. A review of learning in biologically plausible spiking neural networks , 2019, Neural Networks.
[44] Paul R. Prucnal,et al. Machine Learning With Neuromorphic Photonics , 2019, Journal of Lightwave Technology.
[45] Andrzej J. Kasinski,et al. Supervised Learning in Spiking Neural Networks with ReSuMe: Sequence Learning, Classification, and Spike Shifting , 2010, Neural Computation.
[46] L. Abbott,et al. Synaptic plasticity: taming the beast , 2000, Nature Neuroscience.
[47] Claudio R Mirasso,et al. Intensity and polarization self-pulsations in vertical-cavity surface-emitting lasers. , 2002, Optics letters.
[48] Yue Hao,et al. Polarization-resolved and polarization- multiplexed spike encoding properties in photonic neuron based on VCSEL-SA , 2018, Scientific Reports.
[49] Michael I. Jordan,et al. Machine learning: Trends, perspectives, and prospects , 2015, Science.
[50] R Kuszelewicz,et al. Relative refractory period in an excitable semiconductor laser. , 2014, Physical review letters.
[51] Matthew Cook,et al. Unsupervised learning of digit recognition using spike-timing-dependent plasticity , 2015, Front. Comput. Neurosci..
[52] Yusuf Leblebici,et al. Neuromorphic computing with multi-memristive synapses , 2017, Nature Communications.
[53] G. Bi,et al. Synaptic modification by correlated activity: Hebb's postulate revisited. , 2001, Annual review of neuroscience.
[54] Wolfgang Maass,et al. Networks of Spiking Neurons: The Third Generation of Neural Network Models , 1996, Electron. Colloquium Comput. Complex..
[55] Timothée Masquelier,et al. Deep Learning in Spiking Neural Networks , 2018, Neural Networks.
[56] Rufin van Rullen,et al. Neurons Tune to the Earliest Spikes Through STDP , 2005, Neural Computation.
[57] Matěj Hejda,et al. VCSELs for Fast Neuromorphic Photonic Systems Operating at GHz Rates , 2020, 2020 Optical Fiber Communications Conference and Exhibition (OFC).
[58] Mable P. Fok. A Review: Neural-Inspired Photonic Functional Systems for Dynamic RF Signal Processing , 2020, Journal of Lightwave Technology.
[59] S. Thorpe,et al. Spike Timing Dependent Plasticity Finds the Start of Repeating Patterns in Continuous Spike Trains , 2008, PloS one.
[60] S. Xiang,et al. All-optical inhibitory dynamics in photonic neuron based on polarization mode competition in a VCSEL with an embedded saturable absorber. , 2019, Optics letters.
[61] Harish Bhaskaran,et al. On-chip photonic synapse , 2017, Science Advances.
[62] J Gautrais,et al. Rate coding versus temporal order coding: a theoretical approach. , 1998, Bio Systems.
[63] P. R. Prucnal,et al. A Leaky Integrate-and-Fire Laser Neuron for Ultrafast Cognitive Computing , 2013, IEEE Journal of Selected Topics in Quantum Electronics.
[64] Yue Tian,et al. Pulse lead/lag timing detection for adaptive feedback and control based on optical spike-timing-dependent plasticity. , 2013, Optics letters.
[65] Yahui Zhang,et al. Hardware Architecture and Algorithm Co-Design for Multi-Layer Photonic Neuromorphic Network with Excitable VCSELs-SA , 2020, 2020 Optical Fiber Communications Conference and Exhibition (OFC).
[66] Yue Hao,et al. All-optical neuromorphic XOR operation with inhibitory dynamics of a single photonic spiking neuron based on a VCSEL-SA. , 2020, Optics letters.
[67] Sylvain Barbay,et al. Photonic Computing With Single and Coupled Spiking Micropillar Lasers , 2020, IEEE Journal of Selected Topics in Quantum Electronics.
[68] Minoru Yamada,et al. A theoretical analysis of self-sustained pulsation phenomena in narrow-stripe semiconductor lasers , 1993 .
[69] Peng Lin,et al. Fully memristive neural networks for pattern classification with unsupervised learning , 2018 .
[70] Yue Hao,et al. Photonic Generation of Neuron-Like Dynamics Using VCSELs Subject to Double Polarized Optical Injection , 2018, Journal of Lightwave Technology.
[71] Wofgang Maas,et al. Networks of spiking neurons: the third generation of neural network models , 1997 .
[72] C. David Wright,et al. In-memory computing on a photonic platform , 2018, Science Advances.