The invention discloses a high-power
LED lamp bead self-adaptive dimming method and
system based on intelligent driving, and belongs to the technical field of illumination control, and the method comprises the steps: collecting a
mode switching threshold value and factor data influencing the
mode switching threshold value, and constructing a historical
data set and a prediction model; periodically collecting and constructing a real-
time data set; calculating according to the real-
time data set to obtain a current state value; inputting the real-
time data set into the prediction model to obtain a current switching threshold value; switching the current dimming mode according to the size relationship between the current state value and the
current mode switching threshold value; and generating a corresponding
control signal according to the current dimming mode, and sending the
control signal to an LED
driving circuit, thereby controlling an
LED lamp bead. The
mode switching threshold is predicted by adopting the neural
network model, and the dimming mode is switched according to the size relationship between the current state value and the
current mode switching threshold, so that the adaptive dimming of the high-power
LED lamp bead can be realized, the dimming range and precision are improved, and the brightness is adaptively adjusted according to the
environmental change.