The embodiment of the invention provides a vibration suppression method and device for a high-altitude operation
machine and the high-altitude operation
machine, and relates to the technical field of mechanical control. The method comprises the following steps: acquiring a low-dimensional motion
signal of a working platform, wherein the low-dimensional motion
signal is obtained by compressing an original dynamic
signal based on a self-adaptive
observation matrix; obtaining a sparse activation vector and determining a reconstruction signal according to the low-dimensional motion signal, the adaptive
observation matrix and a pre-trained somatosensory event physical dictionary; determining a target swing frequency in a
frequency spectrum corresponding to the reconstruction signal according to a preset swing frequency
library so as to generate an enhancement vector reflecting the target swing frequency, generating a suppression signal according to a working platform
motion parameter determined by the reconstruction signal, and generating an exploration vector according to a somatosensory event physical dictionary and a sparse activation vector; and updating the adaptive
observation matrix according to the enhancement vector and the exploration vector, and sending a suppression signal to a
motion control unit of the working platform. According to the method, real-time and self-adaptive vibration suppression can be realized to optimize the somatosensory.