The invention provides a reservoir calculation method based on
rare earth doped nanocrystals. The reservoir calculation method comprises the following steps: acquiring an original
digital image and converting the original
digital image into a binary vector set; modulating the binary vector set into a
pulse sequence set through
time multiplexing coding; inputting the
pulse sequence into a reservoir formed by three
layers of core-shell-shell structure
rare earth doped nanocrystals, and generating a corresponding
luminescence response curve set through nonlinear dynamic interaction of the three
layers of core-shell-shell structure
rare earth doped nanocrystals; extracting features based on the curve set to form a reservoir
state vector set; and finally, training and classifying the
state vector set through a
linear layer to obtain an image
classification result. According to the reservoir calculation method based on the rare earth doped nanocrystals, through the synergistic effect of the physical characteristics of the rare earth doped nanocrystals and
time multiplexing coding, a single reservoir replaces a traditional complex
electronic network, coding, calculation and
feature extraction are completed in an optical domain, the
algorithm complexity and the training cost are remarkably reduced, and the calculation efficiency is improved. And efficient image classification is realized.