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Subway passenger flow volume prediction method and device

A forecasting method and passenger flow technology, which is applied in forecasting, nuclear methods, instruments, etc., can solve the problems of low forecasting accuracy, single model forecasting, and unconvincing forecasting results, and achieve more accurate models, better forecasting good effect

Active Publication Date: 2021-01-15
CHENGDU SEFON SOFTWARE CO LTD
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  • Abstract
  • Description
  • Claims
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AI Technical Summary

Problems solved by technology

[0004] The purpose of the present invention is to provide a subway passenger flow forecasting method and device to solve the problem that the existing passenger flow forecasting methods are all single-model predictions, the prediction accuracy is not high, and the prediction results obtained are not convincing.

Method used

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  • Subway passenger flow volume prediction method and device
  • Subway passenger flow volume prediction method and device
  • Subway passenger flow volume prediction method and device

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Embodiment Construction

[0046] In order to make the purpose, technical scheme and advantages of the present invention clearer, the following will combine figure 1 and figure 2 The present invention is further described in detail, and the described embodiments should not be regarded as limiting the present invention, and all other embodiments obtained by persons of ordinary skill in the art without creative work all belong to the protection scope of the present invention .

[0047] Before further describing the embodiments of the present invention in detail, the nouns and terms involved in the embodiments of the present invention are described, and the nouns and terms involved in the embodiments of the present invention are applicable to the following explanations.

[0048] like figure 1 As shown, a subway passenger flow prediction method includes the following steps:

[0049] S1 data preprocessing:

[0050] S1.1 Original data outlier screening:

[0051]Select values ​​with obvious abnormalities...

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Abstract

The invention discloses a subway passenger flow volume prediction method and a subway passenger flow volume prediction device, which mainly solve the problems that the existing passenger flow volume prediction method in the prior art is single model prediction, the prediction precision is not high, and the obtained prediction result is not persuasive. The subway passenger flow volume prediction method comprises the following steps: preprocessing original passenger flow volume data; inputting the preprocessed data into an LSTM model and an SVR model to output prediction results; and weighting prediction results output by the two models through an entropy evaluation method to obtain a final prediction result. Through the scheme, the purposes of improving the passenger flow volume predictionprecision and outputting a more persuasive prediction result are achieved.

Description

technical field [0001] The invention relates to the field of traffic flow forecasting, in particular to a subway passenger flow forecasting method and device. Background technique [0002] With the continuous acceleration of my country's urbanization process, the urban population continues to increase, and the public transportation-oriented urban transportation mode makes the main public transportation in large cities - subways and subway stations become densely populated places; excessive passenger flow and excessive personnel Density not only easily leads to station congestion, reduces passenger travel efficiency and ride comfort, but also easily induces personal safety accidents such as crowding and trampling; therefore, reasonable control of passenger flow in subway stations is crucial to improving the efficiency of emergency response to large passenger flow at stations and ensuring the safety of station operations is of great significance. [0003] With the development o...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06Q10/04G06Q50/30G06N3/04G06N20/10
CPCG06Q10/04G06N3/049G06N20/10G06Q50/40
Inventor 王纯斌吕宗明蓝科王琳
Owner CHENGDU SEFON SOFTWARE CO LTD
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