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Air quality prediction system and method

A technology of air quality and prediction value, applied in the field of data analysis, can solve problems such as troublesome operation and high cost, and achieve the effect of improving accuracy and prediction accuracy

Active Publication Date: 2016-04-13
NEC CORP
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, due to the high cost and troublesome operation of air pollutant detection equipment, using other environmental information (such as temperature, humidity and visibility, etc.) to predict harmful particles in the air (such as PM2.5, etc.) has extremely high social benefits and Economic Value

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  • Air quality prediction system and method
  • Air quality prediction system and method

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Embodiment Construction

[0027] In the following, the principle and implementation of the present invention will become apparent by describing specific embodiments of the present invention in conjunction with the accompanying drawings. It should be noted that the present invention should not be limited to the specific examples described below. In addition, detailed descriptions of well-known technologies not related to the present invention are omitted for brevity.

[0028] figure 1 is a block diagram showing a system for predicting air quality according to the present invention. Such as figure 1 As shown, the system 10 includes a determination unit 110 , a training unit 120 and a prediction unit 130 . Next, the operation of each unit in the system 10 for predicting air quality will be described in detail.

[0029] The determining unit 110 determines the neighboring area of ​​the location to be measured according to the distance threshold. By defining the distance threshold, the adjacent monitori...

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Abstract

The invention provides a multi-prediction task based air quality prediction system. The system comprises a determination unit, a training unit and a prediction unit, wherein the determination unit is configured to determine an adjacent area of a to-be-tested place according to a distance threshold; the training unit is configured to train a prediction model to obtain optimal parameters of the prediction model, and the prediction model is constructed based on multiple prediction tasks and according to spatial features of the adjacent area; and the prediction unit is configured to predict the air quality of the to-be-tested place by utilizing the prediction model with the optimal parameters. The invention furthermore provides a multi-prediction task based air quality prediction method. According to the multi-prediction task based air quality prediction method and system, the relevance among similar tasks is fully utilized and the accuracy of air pollution prediction is improved.

Description

technical field [0001] This application relates to the field of data analysis, in particular to a system and method for predicting air quality. Background technique [0002] Air pollution and air quality are getting more and more attention. However, due to the high cost and troublesome operation of air pollutant detection equipment, using other environmental information (such as temperature, humidity and visibility, etc.) to predict harmful particles in the air (such as PM2.5, etc.) has extremely high social benefits and Economic Value. [0003] Usually, with the help of pollutant change information such as historical information and adjacent area information, the concentration of pollutants is predicted for future time periods and spaces without on-site detection conditions. In order to predict the concentration, it mainly relies on statistical methods to find sites with similar pollutant concentration distributions and fit the concentrations of the sites to be measured. ...

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G06F19/00
Inventor 刘博邬亮胡卫松刘晓炜
Owner NEC CORP