The invention provides an in-situ
light sensing probability calculation
system and a photoelectric
hybrid calculation method thereof.The
system comprises a
light signal projection front end, a photoelectric probability
bit array, a driving module, a reading module and a micro-
control unit which are tightly coupled, and the photoelectric probability
bit array comprises a plurality of photoelectric probability bit units; the driving module comprises a decoder and a
grid voltage generator, the reading module comprises a
comparator group and a reference
voltage source corresponding to the
comparator group, and the micro-
control unit is a digital logic circuit; the photoelectric sensing function and the probability calculation function are integrated in the same unit, an optical
signal serves as external excitation to directly determine the initial activation probability of neurons, in-situ loading of image data is achieved, an
electric signal serves as internal excitation to bear weight and bias information, the
voltage of an
electric control grid is adjusted, and operation updating of a neural network is achieved; the method realizes direct conversion from
light intensity to random bit
stream, has ultrahigh photoelectric sensitivity and true randomness, and is suitable for high sensitivity of probabilistic reasoning in a complex environment.