A multi-layer LSTMRNN-based communication capability open load prediction method and device

Abstract

The embodiment of the invention discloses a communication capability open load prediction method and device based on multilayer LSTMRNN, and the method and device can achieve the accurate prediction of the load of a communication capability open platform. The method comprises the following steps: obtaining load data of the communication capability open platform in a preset time period before the to-be-predicted time period, carrying out normalization processing on the load data, converting the load data subjected to normalization processing into a shape suitable for an LSTM neural network, theload data comprising an API call amount per hour and a peak TPS per hour with an hour as a granularity; Inputting the load data of which the shape is transformed into pre-constructed load data; and performing inverse normalization processing on an output result to obtain a load prediction result of the time period to be predicted by using the trained multi-layer LSTMRNN load prediction model, themulti-layer LSTMRNN load prediction model comprising an input layer, an output layer and at least two stacked LSTM hidden layers.

Description

technical field [0001] The embodiments of the present invention relate to the communication field, and in particular to a multi-layer LSTMRNN-based communication capability opening load prediction method and device. Background technique [0002] The communication capability open platform opens traditional telecommunication capabilities to third-party applications through the standard restful (representational state transfer) API (application programming interface) interface, which is convenient for third-party application developers to call, and application developers do not need to understand the bottom layer of operators The complex communication protocol also realizes the realization of traditional telecommunication capabilities such as SMS and MMS, one-way and two-way calls, and taps new potentials, realizes the integration of traditional telecommunication networks and mobile Internet, and fills the traditional SMS and MMS channels with shrinking traffic. In order to mee...

AI Technical Summary

Problems solved by technology

[0004] Through the prediction and analysis of the load of the communication capability open platform, early detection, early warning, and early response to normal load blowouts or abnormal malicious attacks can be made, so that the behavior of mobile Internet applications is no longer unpredictable and unpredictable, but now The communication capability open platform only has load display at historical moments, and there is no accurate load forecasting solution

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