The invention provides an electromagnetic-assisted
nickel-based
alloy laser melting deposition crack inhibition method and
system, relates to the technical field of
automatic control, constructs an
intelligent control system, carries out deep fusion and real-time prediction on multi-source heterogeneous
sensing data, generates a prediction result, sets a reward function and an action-
value network, and improves the performance of the
nickel-based
alloy laser melting deposition crack inhibition
system. Solving to obtain an optimization control strategy and analyzing and outputting the optimization control strategy; and constructing a three-dimensional
electromagnetic field distribution matrix. In combination with real-time feedback of the shape of the
molten pool, the
molten pool is stimulated to flow directionally and oscillate non-linearly according to the
resonance effect, oscillation parameters are obtained, thermodynamic behaviors corresponding to the
molten pool are predicted according to the oscillation parameters, and a thermodynamic prediction result is fed back to the central
control unit; the method comprises the following steps: detecting the surface appearance of a part, extracting defect characteristic parameter vectors, inverting defect influence factors, generating a dynamic regulation and
control curve, dispersing the dynamic regulation and
control curve into multi-dimensional control instruction vectors, updating a preset regulation and control model, outputting optimized regulation and control
model parameters, and carrying out crack suppression operation again.