Weight adjustable photonic synapse by nonlinear gain in a vertical cavity semiconductor optical amplifier
Alanis, Juan Arturo and Robertson, Joshua and Hejda, Matěj and Hurtado, Antonio (2021) Weight adjustable photonic synapse by nonlinear gain in a vertical cavity semiconductor optical amplifier. Applied Physics Letters, 119 (20). 201104. ISSN 0003-6951 (https://doi.org/10.1063/5.0064374)
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Abstract
In this paper, we report a high-speed and tunable photonic synaptic element based on a vertical cavity semiconductor optical amplifier (VCSOA) operating with short (150 ps-long) and low-energy (μW peak power) light pulses. By exploiting nonlinear gain properties of VCSOAs when subject to external optical injection, our system permits full weight tunability of sub-ns input light pulses, just by varying the VCSOA's applied bias current. Not only is the VCSOA-based synapse able to adjust the strength of incoming optical pulses, but it can also provide gain (applied weight factors >1). Moreover, we show that this simple approach permits dynamical weight tuning at high-speed (ns rates) with up to an 11.6-bit precision. These results are realized with commercially sourced, inexpensive vertical cavity surface emitting lasers, operating at the key telecom wavelengths of 1300 and 1550 nm and hence making our approach compatible with optical network and data center technologies. This VCSOA-based system, therefore, offers a hardware friendly, low-energy, and high-speed solution for photonic synaptic links with high potential for use in future neuromorphic photonic systems.
ORCID iDs
Alanis, Juan Arturo, Robertson, Joshua, Hejda, Matěj ORCID: https://orcid.org/0000-0003-4493-9426 and Hurtado, Antonio ORCID: https://orcid.org/0000-0002-4448-9034;-
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Item type: Article ID code: 78362 Dates: DateEvent17 November 2021Published26 October 2021Accepted22 July 2021SubmittedSubjects: Science > Physics Department: Faculty of Science > Physics > Institute of Photonics
Faculty of Science > PhysicsDepositing user: Pure Administrator Date deposited: 03 Nov 2021 16:59 Last modified: 11 Nov 2024 13:10 URI: https://strathprints.strath.ac.uk/id/eprint/78362