Cable protection pipe quality evaluation method, device, equipment and medium

Abstract

This invention provides a method, apparatus, equipment, and medium for evaluating the quality of cable protection pipes. The method includes acquiring a cable protection pipe quality evaluation model trained with the objective of minimizing total loss. The total loss includes a basic prediction loss and a rule constraint loss based on cable protection pipe quality evaluation standards. The rule constraint loss is configured to apply a penalty term when the predicted quality evaluation result output by the model does not conform to the constraint boundary of the cable protection pipe quality evaluation standards. The method further involves inputting multi-dimensional index feature data and the weights of the first multi-dimensional indexes from the quality inspection data of the cable protection pipe to be evaluated into the cable protection pipe quality evaluation model to obtain the cable protection pipe quality evaluation result. The first multi-dimensional index weights are generated based on feedback data from the previous evaluation period and / or the updated evaluation rules data for the current evaluation period. This ensures that the model output follows industry-standard rules and that the index weights can be adaptively adjusted, thereby improving the accuracy of cable protection pipe quality evaluation.

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