Exploring Types of Photonic Neural Networks for Imaging and Computing—A Review
Photonic neural networks (PNNs), utilizing light-based technologies, show immense
potential in artificial intelligence (AI) and computing. Compared to traditional electronic …
potential in artificial intelligence (AI) and computing. Compared to traditional electronic …
Time delay reservoir computing with a silicon microring resonator and a fiber-based optical feedback loop
Silicon microring resonators serve as critical components in integrated photonic neural
network implementations, owing to their compact footprint, compatibility with CMOS …
network implementations, owing to their compact footprint, compatibility with CMOS …
Ultra-precise, sub-picometer tunable free spectral range in a parabolic microresonator induced by optical fiber bending
M Crespo-Ballesteros, M Sumetsky - Optics Letters, 2024 - opg.optica.org
Surface nanoscale axial photonic (SNAP) microresonators are fabricated on silica optical
fibers, leveraging silica's outstanding material and mechanical properties. These properties …
fibers, leveraging silica's outstanding material and mechanical properties. These properties …
Memory capacity analysis of time-delay reservoir computing based on silicon microring resonator nonlinearities
BJG Castro, C Peucheret… - Machine Learning in …, 2024 - spiedigitallibrary.org
Silicon microring resonators (MRRs) have shown strong potential in acting as the nonlinear
nodes of photonic reservoir computing (RC) schemes. By using nonlinearities within a …
nodes of photonic reservoir computing (RC) schemes. By using nonlinearities within a …
Large-scale neural network in passive silicon photonics for biologically plausible learning
Neuromorphic computing hardware that requires conventional training procedures based on
backpropagation is difficult to scale, because of the need for full observability of network …
backpropagation is difficult to scale, because of the need for full observability of network …
Ultra-Precise, Sub-Picometer Tunable Free Spectral Range in a Parabolic
MC Ballesteros, M Sumetsky - Appl. Phys. B, 2022 - opg.optica.org
Surface Nanoscale Axial Photonic(SNAP) microresonators are fabricated on silica optical
fibers, leveraging silica's outstanding material and mechanical properties. These properties …
fibers, leveraging silica's outstanding material and mechanical properties. These properties …
[PDF][PDF] Reservoir computing with a silicon microring resonator matrix for image classification.
In the development of hardware compatible and biologically plausible platforms, significant
challenges emerge from the complexities of fully characterizing network states and …
challenges emerge from the complexities of fully characterizing network states and …