A knowledge graph reasoning method for the causes of defects in cast billets based on different types of relationships.

Abstract

This invention discloses a knowledge graph reasoning method for the causes of defects in continuously cast billets, categorizing continuous casting relationships. When reasoning about the causes of defects in continuously cast billets, the model can more accurately identify and process different types of continuous casting relationships, more effectively distinguishing various types of continuous casting relationships and enhancing the model's understanding of the knowledge graph structure for the causes of defects in continuously cast billets. This allows for categorized processing in subsequent continuous casting ternary reasoning tasks, improving the accuracy of reasoning about the causes of defects in continuously cast billets on this knowledge graph. By employing different reasoning methods based on different relationship classifications and task requirements, the continuous casting billet defect cause reasoning model can better adapt to the diverse characteristics of continuous casting relationships and the tasks of reasoning about the causes of defects in continuously cast billets, better handle the knowledge graph structure for the causes of defects in continuously cast billets, improve the robustness and generalization of the reasoning, and reduce the complexity of the continuous casting billet defect cause reasoning model.

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