Distributed resource management systems and methods thereof are provided. Distributed resource management system at least includes resource managers (RMs) and resource consumers (RCs). RMs obtain current usage information of the resources of the distributed resource management system and generate first distributed resource graphs according to the current usage information of the resources. RMs obtain identification information of the RMs and generate second distributed resource graphs according to the identification information. RCs obtain a resource expense information regarding resource expense required by a plurality of jobs and generates third distributed resource graphs according to the resource expense information. A compound distributed resource graph (CDRG) is obtained by combining the first, second, and third distributed resource graphs and then the jobs to be performed by a corresponding amount of the resources within the distributed resource management system are determined according to the CDRG.