[Purpose/Significance] Starting from the current situation of the construction of local celebrity literature resources, this paper explored the knowledge organization and association scheme of local celebrities' multi-source heterogeneous resources from the perspective of Digital Humanities, so as to provide reference for GLAM institutions to carry out local celebrity knowledge management and services. [Method/Process] Referring to the relevant development ideas of celebrity resources at home and abroad, this paper put forward a set of local celebrity resource knowledge organization scheme, which includes four steps: content sorting of heterogeneous document resources, ontology construction of local celebrity resources, relationship fusion between entities and entities, and knowledge application of local celebrity resources. Combined with the characteristics of local celebrity resource and the character resource description framework, the local celebrity resource ontology model CLO is built. [Result/Conclusion] Relying on Tian Mingyu, a poet in Western Hunan, and his manuscript "Diary of study hard", the knowledge organization and correlation disclosure of local celebrity and his diary works are realized according to the organization steps and protégé tools, which verified the feasibility and operability of this set of organization scheme. While broadening the perspective of local literature development, this paper also provided reference for the construction of celebrity knowledge base and the development of characteristic humanistic services in ethnic areas.