6 papers
Experimental Investigation of Time Series Classification using a Self-Pulsing Microring Resonator Network
Alessandro Foradori, Alessio Lugnan, Lorenzo Pavesi +1
Photonic neuromorphic computing offers compelling advantages in power efficiency and parallel processing, but often falls short in realizing scalable nonlinearity and long-term mem…
Self-Pulsing Microring Resonator Networks for Bandwidth-Efficient Event Detection in an Optical Fiber Sensor
Alessio Lugnan, Yonas Seifu Muanenda, Ilya Auslender +4
The native processing of time-dependent signals from optical sensors by integrated photonic circuits can potentially bring significant advantages in terms of energy consumption, la…
Memory in Integrated Photonic Neural Networks: From Physical Mechanisms to Neuromorphic Architectures
Alessandro Foradori, Ilya Auslender, Stefano Biasi +4
The rapid scaling of artificial neural networks has exposed fundamental limitations of conventional von Neumann computing architectures. In these systems, the physical separation b…
Roadmap on Neuromorphic Photonics
Daniel Brunner, Bhavin J. Shastri, Mohammed A. Al Qadasi +147
This roadmap consolidates recent advances while exploring emerging applications, reflecting the remarkable diversity of hardware platforms, neuromorphic concepts, and implementatio…
Reservoir computing with all-optical non-fading memory in a self-pulsing microresonator network
Alessio Lugnan, Stefano Biasi, Alessandro Foradori +2
Photonic neuromorphic computing may offer promising applications for a broad range of photonic sensors, including optical fiber sensors, to enhance their functionality while avoidi…
The Taiji microresonator as an unidirectional spiking neuron
Stefano Biasi, Alessandro Foradori, Riccardo Franchi +3
While biological neurons ensure unidirectional signalling, scalable integrated photonic neurons, such as silicon microresonators, respond the same way regardless of excitation dire…