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A workflow unloading optimization algorithm in a mobile edge environment

An optimization algorithm and workflow technology, applied in computing, program startup/switching, program control design, etc., can solve problems such as equipment time and energy consumption

Active Publication Date: 2018-12-07
HANGZHOU DIANZI UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

2. In the mobile edge computing environment, the real network environment is a necessary consideration in the study of mobile edge computing scheduling. Unreasonable task offloading will cause a lot of time and energy consumption for the device, so real-time scheduling of tasks is required.

Method used

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  • A workflow unloading optimization algorithm in a mobile edge environment
  • A workflow unloading optimization algorithm in a mobile edge environment
  • A workflow unloading optimization algorithm in a mobile edge environment

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Embodiment Construction

[0056] The technical solutions provided by the present invention will be further described below in conjunction with the accompanying drawings.

[0057] The present invention provides a workflow unloading optimization method in a mobile edge environment, see figure 1 and 2 , showing a schematic structural diagram provided by the present invention, specifically as follows:

[0058] Step S1 In the mobile edge environment, the tasks of the workflow can choose to be calculated locally, or can choose to offload the tasks to the edge side for calculation. Whether it is local computing or offloading to the edge side will generate time and energy consumption overhead, so workflow scheduling needs to model the network transmission rate, task offloading, and local execution:

[0059] image 3 Shown is a detailed flow chart of the above steps in a workflow offloading optimization method in a mobile edge environment provided by the present invention, which further includes the followin...

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Abstract

The invention discloses a workflow unloading optimization algorithm in a mobile edge environment, comprising the following steps: step S1, constructing a workflow scheduling model under the mobile edge environment; step S2, accord to that topology structure, searching a critical path base on the local calculation amount of the workflow, respectively storing nodes and remaining node on the criticalpath into a key node queue and a remaining node queue and waiting for scheduling; step S3, after that eNB node is abstracted into a topology structure, accord to a user history moving path and combining with a prediction model, obtaining a qualified eNB set, and accord to the prediction probability, selecting an optimal unloadable eNB according to the prediction speed and the prediction direction, and providing the eNB to a user for performing task unloading; step S4, dynamically dividing that tasks accord to the scheduling strategy into local execution or unloading to the edge side for execution, and dynamically updating the critical path during the scheduling process; step S5, according to the scheduling result, assigning tasks to the devices under the mobile edge environment until thescheduling of the entire workflow is completed.

Description

technical field [0001] The invention relates to the technical field of mobile edge computing environment, in particular to a workflow unloading optimization algorithm in a mobile edge environment. Background technique [0002] With the continuous development of smart phones and the continuous emergence of technologies such as face recognition, natural language processing, and VR, users' demands for portable management of mobile devices and processing a large amount of timely information are also gradually increasing. In this case, how to ensure that the mobile device can still maintain high performance under the condition of limited computing power and battery capacity is a technical problem to be solved in this field. When dealing with changes in the network environment in the edge environment, based on The response strategy of static scheduling has poor real-time performance, and the strategy based on edge side selection has the problem of high unloading failure rate, whic...

Claims

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Application Information

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IPC IPC(8): G06F9/48
CPCG06F9/4806G06F9/4843
Inventor 袁友伟刘恒初李忠金俞东进鄢腊梅胡海洋
Owner HANGZHOU DIANZI UNIV
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