A photonic neuromorphic computational primitive for complex high bandwidth signal processing
David H. Rose, Marc P. Olivieri, Konstantin Kravtsov, Mable P. Fok, Paul R. Prucnal · 2010
The spike processing device is a full all-optical realization of the integrate-and-fire neuron model. While the fastest timescale on which biological spiking neurons operate is on the order of milliseconds, the experimentally demonstrated integrate-and-fire device operates on pico-second width pulses, and has an integration time constant of 180 ps, tunable in the range from 100 to 300 ps. Reconfiguration of device parameters enables it to perform a wide variety of signal processing and decision operations. An example of decisionmaking based on the number of input pulses is studied experimentally by changing the threshold value of the neuron. Its analog properties make it suited to efficient signal processing applications, while its digital properties make it possible to implement complex computations without excessive noise accumulation.