A method and a system for predicting resources based on edge computation

A technology of resource prediction and edge computing, applied in transmission systems, digital transmission systems, electrical components, etc., can solve problems such as low accuracy and high complexity

Inactive Publication Date: 2018-12-21
SHENZHEN INST OF ADVANCED TECH
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Problems solved by technology

[0006] The embodiment of the present invention provides a resource prediction method and system based on edge computing, which aims to solve the problems of low accuracy and high complexity of the design process. After the corresponding preprocessing process, the prediction parameters are converted, so that the Avoid complexity, and at the same time, the change of prediction parameters also improves the accuracy of the model

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  • A method and a system for predicting resources based on edge computation
  • A method and a system for predicting resources based on edge computation
  • A method and a system for predicting resources based on edge computation

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Embodiment Construction

[0064] In order to enable those skilled in the art to better understand the solutions of the present invention, the following will clearly and completely describe the technical solutions in the embodiments of the present invention in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments are only It is an embodiment of a part of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts shall fall within the protection scope of the present invention.

[0065] The terms "first", "second", "third", "fourth", etc. (if any) in the description and claims of the present invention and the above drawings are used to distinguish similar objects, and not necessarily Used to describe a specific sequence or sequence. It is to be understood that the terms so used are interchangeable under app...

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Abstract

The invention provides a method and a system for predicting resources based on edge computation. In the process of prediction object conversion and pretreatment, noise and other interference factors are effectively avoided, which improves the accuracy and robustness of the prediction. The middle layer design of the model incorporates as much a priori information as possible to ensure that the correction of prediction value and the update of the weight of the resource prediction model are carried out according to the facts. The forward propagation and backward propagation of the loop make the error of the predicted value decrease and converge gradually. At the same time, the corresponding judgment conditions are set up to ensure the effective process of the loop propagation and transmission.

Description

technical field [0001] The present invention relates to the field of edge computing, in particular to a resource prediction method and system based on edge computing. Background technique [0002] In the Internet era, cloud computing, the most popular application nowadays, centralizes services such as computing and storage, and uses shared data center infrastructure and economies of scale to reduce costs. However, during the service process, problems such as data transmission delays have gradually become prominent. At the same time, the number of smart terminals is growing exponentially, and cloud computing can no longer match the processing of massive data, which is manifested in limited bandwidth, high latency, security, and energy consumption. Therefore, the establishment of integrated computing at the edge of the network near the data source, the open platform of storage and application can provide services nearby, and its real-time, security and privacy protection, dat...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): H04L12/24
CPCH04L41/145H04L41/147
Inventor 郑梦含赵毓斌须成忠
Owner SHENZHEN INST OF ADVANCED TECH
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