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An auxiliary flow forecast control method, storage medium and electronic equipment

A flow prediction and control method technology, applied in electrical components, transmission systems, etc., can solve the problem that flow management cannot accurately predict and control flow, so as to improve data utilization, simplify the process, and solve the problem of load balancing. Effect

Active Publication Date: 2022-03-25
STATE GRID CORP OF CHINA +2
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

Traditional traffic management is generally carried out by network managers based on experience. With the rapid development of computer networks, network data traffic is increasing, and traditional traffic management can no longer accurately predict and control traffic.

Method used

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  • An auxiliary flow forecast control method, storage medium and electronic equipment
  • An auxiliary flow forecast control method, storage medium and electronic equipment

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Embodiment Construction

[0025] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be described in further detail below in conjunction with specific embodiments and with reference to the accompanying drawings.

[0026] The present invention provides an auxiliary traffic forecasting control method, based on the traffic forecasting and service reconfiguration functions of the LSTM long-term short-term memory network as an auxiliary application program of the SDN system, connected with the SDN controller through the northbound interface, and using the SDN controller to normally collect The SDN controller conducts traffic prediction and routing analysis on the received network data, and the SDN controller performs verification according to the service processing information provided by the auxiliary program, combined with the link traffic data of the specified topology in the live network, which reduces the workload of the controller t...

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Abstract

The invention discloses an auxiliary traffic forecasting control method, storage medium and electronic equipment, wherein the method includes: grabbing traffic data information of links and areas within a specified topology; using the traffic data information to perform deep learning model training, Obtain a flow prediction model and a path selection model; use the flow prediction model to predict the congestion situation, and provide a sequence of services with a higher congestion probability; discard the services in the sequence whose congestion probability is less than a threshold value, and use the remaining traffic in the sequence The next business is returned to the controller; the node and link where the remaining business is located are collected separately, and the traffic trend in the real-time link of the remaining business is judged; the traffic trend is analyzed using the path selection model The business in the growth state is analyzed, and the optimal path is given; the link forwarding flow table is adjusted according to the optimal path, and the flow table is delivered to the switch and stored in the forwarding information base of the switch.

Description

technical field [0001] The invention relates to the field of network control, in particular to an auxiliary traffic forecast control method, storage medium and electronic equipment. Background technique [0002] The SDN controller is used to detect the status of the entire network, and formulate a forwarding flow table according to the protocol requirements and send it to the corresponding switch. A large amount of traffic arriving at the switch at the same stage will cause path congestion and cause network delay, which is generally avoided through traffic management. Traditional traffic management is generally carried out by network managers based on experience. With the rapid development of computer networks, network data traffic is increasing, and traditional traffic management can no longer accurately predict and control traffic. Contents of the invention [0003] In view of this, the purpose of the present invention is to propose a method, storage medium and electroni...

Claims

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Application Information

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Patent Type & Authority Patents(China)
IPC IPC(8): H04L41/147H04L41/14H04L41/142H04L47/125H04L47/127H04L45/12
Inventor 赵永利张冰郁小松李亚杰张杰刘冬梅刘军张书林王颖
Owner STATE GRID CORP OF CHINA