Multi-dimensional heterogeneous resource quantification method and device based on industrial edge computing system

Abstract

The invention belongs to the field of industrial internet, and particularly relates to a multi-dimensional heterogeneous resource quantification method and device based on an industrial edge computing system. The method comprises the following steps: acquiring multi-dimensional heterogeneous resource information and mixed task flow information; according to the multi-dimensional heterogeneous resources, analyzing the relationship between the multi-dimensional resources and the real-time computing power of edge computing equipment; according to the task flow information, analyzing computing power required by execution of different types of tasks; determining the matching degree of the task computing power demand and the real-time computing power supply of the heterogeneous edge computing device, determining whether the real-time computing power supply meets the task computing power demand or not, carrying out incremental learning on the relation between the multi-dimensional resources and the real-time computing power of the edge computing device. The quantization accuracy is continuously improved. According to the method, the overall utilization rate of scattered heterogeneous resources in the industrial edge computing system is improved, the network communication load and private data interaction are reduced, and the method plays a supporting role in industrial internet personalized flexible production.

Description

technical field [0001] The invention belongs to the field of industrial Internet, and specifically relates to a multi-dimensional heterogeneous resource quantification method and device based on an industrial edge computing system. Background technique [0002] The Industrial Internet is the result of the convergence of global industrial systems with advanced computing, analytics, sensing technologies, and Internet connectivity. By deploying edge computing devices near the industrial production line, the manufacturing system under the Industrial Internet has the characteristics of high dimensionality, strong dynamics, industrial communication protocols, and network configuration embedding. [0003] However, edge computing devices are constrained by size and power consumption, and their computing power is limited. At the same time, a large number of edge computing devices have heterogeneous structures and systems, and their computing power is constrained by multi-dimensional ...

AI Technical Summary

Problems solved by technology

Although this system configuration method can provide more computing power, it greatly increases the production cost, and is restricted by the production environment, so it is not universal

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