Advances in photonic reservoir computing
Nanophotonics, 2017 We review a novel paradigm that has emerged in analogue neuromorphic optical computing. The goal is to implement a reservoir computer in optics, where information is encoded in the intensity and phase of the optical field.
Van der Sande Guy +2 more
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Real-time respiratory motion prediction using photonic reservoir computing [PDF]
Scientific Reports, 2023 Respiration induced motion is a well-recognized challenge in many clinical practices including upper body imaging, lung tumor motion tracking and radiation therapy.
Zhizhuo Liang +3 more
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Ultrafast silicon photonic reservoir computing engine delivering over 200 TOPS [PDF]
Nature CommunicationsReservoir computing (RC) is a powerful machine learning algorithm for information processing. Despite numerous optical implementations, its speed and scalability remain limited by the need to establish recurrent connections and achieve efficient optical ...
Dongliang Wang +4 more
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A cascaded interferometer-microresonator structure for photonic reservoir computing [PDF]
Scientific ReportsComplex dynamics of silicon microring resonators fed by delay elements enable high-speed photonic reservoir computing. Implementing delay elements on a photonic chip can be challenging when the required delay should match the time scales of nonlinear ...
Amideddin Mataji-Kojouri +5 more
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Experimental results on nonlinear distortion compensation using photonic reservoir computing with a single set of weights for different wavelengths [PDF]
Scientific Reports, 2023 Photonics-based computing approaches in combination with wavelength division multiplexing offer a potential solution to modern data and bandwidth needs.
Emmanuel Gooskens +3 more
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Scalable photonic reservoir computing for parallel machine learning tasks [PDF]
Nature CommunicationsNeuromorphic photonics enables brain-inspired information processing with higher bandwidth and lower energy consumption than traditional electronics, addressing the growing computational demands of the Internet of Things, cloud services, and edge ...
A. Aadhi +16 more
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Accelerating photonic computing by bandwidth enhancement of a time-delay reservoir
Nanophotonics, 2020 Semiconductor lasers (SLs) that are subject to delayed optical feedback and external optical injection have been demonstrated to perform information processing using the photonic reservoir computing paradigm.
Estébanez Irene +3 more
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Experimental demonstration of a photonic reservoir computing system based on Fabry Perot laser for multiple tasks processing [PDF]
NanophotonicsPhotonic reservoir computing (RC) is a simple and efficient neuromorphic computing framework for human cortical circuits, which is featured with fast training speed and low training cost. Photonic time delay RC, as a simple hardware implementation method
Guo Xingxing +7 more
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An experimental demonstration of neuromorphic sensing of chemical species using electro-optical reservoir computing [PDF]
Scientific ReportsA chemical discrimination system based on photonic reservoir computing is demonstrated experimentally for the first time. The system is inspired by the way humans perceive and process visual sensory information.
Gleb Anufriev +4 more
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Organic Phototransistor Photonic Synapses for Artificial Vision [PDF]
Nano-Micro LettersHighlights The latest progress in neuromorphic artificial synapses based on organic phototransistors is reviewed from three aspects: functional semiconductor materials, operating behaviors, and frontier applications/advancements.
Feng Ding +3 more
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