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Joint training-based motor vehicle tail gas remote sensing and vehicle inspection result consistency method

A motor vehicle, consistent technology, applied in the field of environmental detection technology processing, can solve the problems of inconsistency between data and vehicle inspection results, reduce correlation, etc., achieve high efficiency and accurate determination, and ensure independence

Active Publication Date: 2018-06-22
UNIV OF SCI & TECH OF CHINA
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Problems solved by technology

[0005] The purpose of the present invention is to solve the problem that the remote sensing monitoring equipment for motor vehicle exhaust is affected by various environments and complex meteorological conditions at the installation point of the remote sensing monitoring equipment when performing remote measurement of motor vehicle exhaust, resulting in inconsistent data and vehicle inspection results. A method based on joint training for the consistency of motor vehicle exhaust telemetry data and vehicle inspection results. The two influencing factors are discussed separately, which effectively reduces the correlation between different types of variables, making it possible to find the above-mentioned variables more accurately after training. Dataset Consistency

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  • Joint training-based motor vehicle tail gas remote sensing and vehicle inspection result consistency method

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Embodiment Construction

[0045] In order to make the object, technical solution and advantages of the present invention clearer, the present invention will be further described in detail below.

[0046] Such as figure 1 Shown, the concrete implementation process of the present invention is as follows:

[0047] Step 1: Merge the two data sets of motor vehicle exhaust telemetry data and motor vehicle annual inspection data into one data set. The data set includes: environment-related variables in motor vehicle exhaust telemetry data, motor vehicle information-related Component concentrations, environment-related variables in the annual inspection data of motor vehicles and vehicle inspection results; the variables in the final combined motor vehicle exhaust emission data set are divided into four categories: environment-related variables, motor vehicle information-related variables, remote-measured exhaust concentration variables, and The results of motor vehicle inspections are used to clean the data ...

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Abstract

The invention discloses a joint training-based motor vehicle tail gas remote sensing result and vehicle inspection consistency method. The method comprises the following steps of: training influences,on differences between motor vehicle tail gas remote sensing data and vehicle inspection results, of environment-related variables by utilizing a BP neural network; analyzing the differences betweenthe motor vehicle tail gas remote sensing data and a vehicle inspection result by utilizing a support vector machine algorithm and motor vehicle information-related variables; and carrying out linearfitting on prediction probability matrixes respectively trained by two methods, so as to finally realize consistency between a motor vehicle tail gas remote sensing result and the vehicle inspection result.

Description

technical field [0001] The invention belongs to the field of environmental detection technology processing, and in particular relates to a method for consistency between motor vehicle exhaust telemetry and vehicle inspection results based on common training. Background technique [0002] With the rapid development of the national economy and the improvement of the people's economic level, the number of motor vehicles has increased year by year. The problem of air pollution in my country is becoming more and more serious. Severe haze occurs from time to time, especially in the Beijing-Tianjin-Hebei region. Motor vehicle exhaust is one of the main sources of urban air pollution, and its negative effects mainly include: causing human respiratory diseases, high levels of surface ozone, aggravating the urban heat island effect, and producing photochemical smog. Therefore, my country urgently needs remote sensing detection equipment for motor vehicle exhaust and formulates corresp...

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Application Information

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IPC IPC(8): G06Q10/04G06F17/30G06N3/08
CPCG06F16/215G06F16/2365G06F16/285G06N3/084G06Q10/04
Inventor 康宇赵振怡李泽瑞
Owner UNIV OF SCI & TECH OF CHINA
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