The development of optical logic gates is a key factor for enabling next generation of computations in the context of Deep Learning and Quantum Computing. In this work, we introduce a scheme for the implementation of an alloptical AND logic gate, which makes use of semiconductor optical amplifiers (SOA) in cross-phase modulation configuration combined with an all-optical XOR gate. Our analysis includes a realistic model of SOA, which considers also the phase and the delay of the signals. We prove that our scheme allows us to obtain almost ideal transitions in 3 out of the 4 situations in a 2-bit logic, with any SOA. The remaining combination shows a reduction of extinction ratio, which can still be improved with better tuning of SOAs.

All-optical and logic gate based on semiconductor optical amplifiers for implementing deep recurrent neural networks / Alam, Badrul; Ceschini, Andrea; Rosato, Antonello; Panella, Massimo; Asquini, Rita. - (2022), pp. 25-26. (Intervento presentato al convegno International Conference on Numerical Simulation of Optoelectronic Devices (NUSOD) tenutosi a Torino (ITA)) [10.1109/NUSOD54938.2022.9894780].

All-optical and logic gate based on semiconductor optical amplifiers for implementing deep recurrent neural networks

Alam, Badrul;Ceschini, Andrea;Rosato, Antonello;Panella, Massimo;Asquini, Rita
2022

Abstract

The development of optical logic gates is a key factor for enabling next generation of computations in the context of Deep Learning and Quantum Computing. In this work, we introduce a scheme for the implementation of an alloptical AND logic gate, which makes use of semiconductor optical amplifiers (SOA) in cross-phase modulation configuration combined with an all-optical XOR gate. Our analysis includes a realistic model of SOA, which considers also the phase and the delay of the signals. We prove that our scheme allows us to obtain almost ideal transitions in 3 out of the 4 situations in a 2-bit logic, with any SOA. The remaining combination shows a reduction of extinction ratio, which can still be improved with better tuning of SOAs.
2022
International Conference on Numerical Simulation of Optoelectronic Devices (NUSOD)
all-optical logic gate; cross phase modulation; Semiconductor Optical Amplifier; recurrent neural network
04 Pubblicazione in atti di convegno::04b Atto di convegno in volume
All-optical and logic gate based on semiconductor optical amplifiers for implementing deep recurrent neural networks / Alam, Badrul; Ceschini, Andrea; Rosato, Antonello; Panella, Massimo; Asquini, Rita. - (2022), pp. 25-26. (Intervento presentato al convegno International Conference on Numerical Simulation of Optoelectronic Devices (NUSOD) tenutosi a Torino (ITA)) [10.1109/NUSOD54938.2022.9894780].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/11573/1655649
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