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Artificial Neuron Based on Integrated Semiconductor Quantum Dot Mode-Locked Lasers

机译:基于集成半导体量子点模式锁定激光器的人造神经元

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Neuro-inspired implementations have attracted strong interest as a power efficient and robust alternative to the digital model of computation with a broad range of applications. Especially, neuro-mimetic systems able to produce and process spike-encoding schemes can offer merits like high noise-resiliency and increased computational efficiency. Towards this direction, integrated photonics can be an auspicious platform due to its multi-GHz bandwidth, its high wall-plug efficiency and the strong similarity of its dynamics under excitation with biological spiking neurons. Here, we propose an integrated all-optical neuron based on an InAs/InGaAs semiconductor quantum-dot passively mode-locked laser. The multi-band emission capabilities of these lasers allows, through waveband switching, the emulation of the excitation and inhibition modes of operation. Frequency-response effects, similar to biological neural circuits, are observed just as in a typical two-section excitable laser. The demonstrated optical building block can pave the way for high-speed photonic integrated systems able to address tasks ranging from pattern recognition to cognitive spectrum management and multi-sensory data processing.
机译:神经灵感的实施吸引了强烈的利益作为具有广泛应用的计算数字模型的功率有效和强大的替代品。特别地,能够生产和处理编码尖峰方案的神经模拟系统可以提供高噪声弹性的优点和增加的计算效率。朝向这个方向,集成的光子学可以是由于其多GHz带宽,其高壁插头效率和生物尖峰神经元在激发下动力学的强烈相似性的吉祥平台。在这里,我们提出基于INAS / INGAAS半导体量子点被动模式锁定激光的集成全光神经元。这些激光器的多带排放能力允许通过波带切换,仿真激励和抑制操作模式。与生物神经电路类似的频率响应效果,就像在典型的两截面激光激光器中一样观察到。所示的光学构建块可以为能够解决从模式识别到认知频谱管理和多感官数据处理的解决方案的高速光子集成系统铺平道路。

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