The invention relates to an active
wave motion compensation trestle control method based on LSTM
pose prediction and MPC optimization control, belongs to the technical field of ocean wave compensation control, and aims at solving the problems that an existing trestle is slow in compensation response and low in precision. According to the method, a
laser displacement sensor and a
gyroscope inertial navigation system are fused to obtain multi-
source data, a long short-
term memory (LSTM) network is utilized to predict the motion
pose of a ship, a prediction result is input into a
kinematics model to calculate the position of a joint target, a control strategy is optimized through
model prediction control (MPC), and an execution mechanism is driven to compensate in real time. The
system adopts an inner and outer ring double-layer structure, the inner ring feeds back heaving information in real
time based on a
laser sensor, the outer ring provides overall
pose compensation based on inertial navigation, and both precision and response speed are considered. According to the method, the stability and foresight of
gangway ladder
attitude control under the complex sea condition are improved, the
compensation effect is remarkably enhanced, and the offshore
operation safety is guaranteed.