Intelligent Allocation Technologies for All-Scenario KDN Resources

The intelligent allocation technology for all-scenario KDN resources focuses on intelligent resource allocation, aiming to address the issue of extracting and utilizing knowledge to allocate all-domain network resources. Building upon the network control knowledge space established in Chap. 5 , a knowledge representation system for all-scenario requirements and all-domain resources is developed to facilitate knowledge sharing for resource allocation across various scenarios. Through all-scenario prediction, scheduling, and optimization mechanisms, intelligent, automated allocation, reservation, and distribution of all-domain resources are implemented to enhance the overall performance of 6G networks. This chapter will introduce the research approach and methods of intelligent allocation technology for all-scenario KDNKnowledge-defined network (KDN) resources. Firstly, the basic mechanism of knowledge-defined resource allocation will be investigated to establish a research framework for the intelligent allocation technology of all-scenario KDNKnowledge-defined network (KDN) resources. Subsequently, research will be conducted on various tasks such as traffic awareness, knowledge acquisition, allocation strategy generation, and strategy validation within the context of knowledge-defined resource allocation. This will involve constructing an intelligent control loop to achieve real-time adaptation and dynamic fitting between network resources and intelligent allocation services.