Time-delayed reservoir computing based on a dual-waveband quantum-dot spin polarized vertical cavity surface-emitting laser
نویسندگان
چکیده
In this work we present numerical results concerning a time-delayed reservoir computing scheme, where its single nonlinear node, is Quantum-Dot spin polarized Vertical Cavity Surface-Emitting Laser (QD s-VCSEL). The proposed photonic neuromorphic exploits the complex temporal dynamics of multiple energy states in quantum dot materials and uses emission from two discrete wavebands polarization states, so as to enhance computational efficiency. benchmark task used for architecture, equalization distorted 25Gbaud PAM-4 signal after 50Km transmission at 1550nm. Results confirm that although typical ground-state emitting quantum-dot nodes offer limited performance, due bandwidth limitations; by exploiting dual emission, achieved one-hundred-fold improvement bit-error rate. This performance boost can pave way infiltration based devices high-speed demanding driven applications.
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ژورنال
عنوان ژورنال: Optical Materials Express
سال: 2022
ISSN: ['2159-3930']
DOI: https://doi.org/10.1364/ome.451585