Addressing the challenges posed by the extensive background knowledge of the conflicts between birds and power lines and the intricate association among them, accurate management of this problem is difficult. To tackle this issue, a knowledge graph construction method that incorporates fact association modeling while considering temporal and spatial aspects was proposed. Firstly, a knowledge representation model is proposed based on the dynamic changes in power line space, vegetation dynamics, and bird migration paths over time and space. Secondly, a knowledge graph representation learning method based on event correlation is proposed to construct entity, attribute and relation knowledge models. Finally, a knowledge map for bird-line conflict is constructed by using the literature data of CNKI and the effectiveness of the proposed method is proved by experiments.
