This paper proposes two solutions: first, analyzing from the perspective of relay protection strategies, adjusting the settings and operation modes of protection devices; second, optimizing the protection devices themselves by configuring more reliable equipment. The application. In the first stage, the IFE dimensional reduction model is deployed for massive heterogeneous input data, where the statistical independence of input signals is calculated, the linear transformation matrix to decouple mixed signals is found, the linear combination of such signals is formed, and the. Then, considering the requirements of relay protection for quickness and sensitivity, the Whale optimization algorithm with fast convergence speed is introduced, and the LM algorithm is introduced to improve it.
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