AUV course angle control method based on PPGA self-adaptive optimization PID parameters
A control method and heading angle technology, applied in the field of AUV control, can solve the problems of neural network learning lag, slow response, control oscillation, etc.
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[0034] Embodiments of the present invention are described in detail below, and the embodiments are exemplary and intended to explain the present invention, but should not be construed as limiting the present invention.
[0035] The flow chart of the AUV heading angle control method based on pseudo-parallel genetic algorithm (PPGA) self-adaptive optimization of PID parameters in the present invention is as follows figure 1 As shown, the specific steps of using this algorithm to realize AUV heading angle control are as follows:
[0036] (1) Using binary coding, the PID parameters Kp, Ki, and Kd are represented by three 17-bit long binary numbers respectively, and the total number of individuals in the population is set to 100, and the initialization population P is randomly formed.
[0037] (2) Divide the population P into M subpopulations. In this embodiment, it is divided into five subpopulations, and the number of individuals in each subpopulation is 20.
[0038] (3) Set the...
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