A method for sensing and scheduling of intelligent computing task intention in an integrated computing and network mode

By training intelligent scheduling and intent-aware models and utilizing heterogeneous graph feature observation, precise matching of computing network resources and intelligent computing tasks was achieved, solving the problems of low scheduling decision efficiency and high cost in existing technologies, and realizing efficient resource utilization and decision support.

CN122431837APending Publication Date: 2026-07-21WUXI UNIV
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Patent Information

Authority / Receiving Office
CN · China
Patent Type
Applications(China)
Current Assignee / Owner
WUXI UNIV
Filing Date
2026-04-28
Publication Date
2026-07-21

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Abstract

The application belongs to the technical field of algorithm network resource scheduling, and discloses a kind of intelligent algorithm task intention perception scheduling method under algorithm network integrated mode, and the algorithm resource, network resource and intelligent algorithm task are cooperatively modeled, the characteristics under the algorithm network environment are fully extracted by the way of heterogeneous graph and heterogeneous graph attention, and the basis for the decision of intelligent model is provided;Other tasks and resources strongly related to the task to be scheduled are screened by the intention perception model, providing the observation object strongly related to the task intention for the intelligent scheduling model, reducing the solution cost and time of the intelligent model;A multi-level scheduling mechanism is set to balance the solution cost, time and effect, and an intelligent scheduling model and an intention perception model are used to jointly support the process, the intelligent scheduling model is used to guide the training of the intention perception model, and flexible solution of complex scheduling problems is realized.
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