Automotive exhaust emission data fusion system

A technology of tail gas emission and data fusion, applied to computer components, instruments, biological neural network models, etc., can solve problems such as ineffective combination, complex calculation process, and low accuracy of complex road models

Active Publication Date: 2017-05-10
UNIV OF SCI & TECH OF CHINA
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Problems solved by technology

This method combines the numerical forecasting method with the statistical forecasting method, and to some extent overcomes the shortcomings of the two forecasting methods when they are used alone, that is, the numerical forecasting method is better for non-heavy pollution periods, but for complex weather conditions. The forecast error of pollutant transport, diffusion, and transformation during heavy pollution periods is as high as 400%; while the statistical forecast method has higher accuracy and calculation efficiency, but is highly dependent on historical data and lacks certain physical meaning
Invention patents "A PM25 Concentration Prediction Method Based on Eigenvector and Least Squares Support Vector Machine" (Application No.: CN201410201739.9), "A Method for Predicting Urban Air Quality Level Based on Multi-field Features" (Application No.: CN201410452557 .9) and "A Method for Predicting the Concentration of Air Pollutants" (Application No.: CN201510767342.0) both realize the forecasting of the concentration of air pollutants at present or at a certain moment in the future based on historical air pollutant concentration monitoring data, but they have a common The problem is: the forecasting method is relatively complicated, the utilization and integration of historical data need to be strengthened, and the generalization ability and forecasting accuracy rate need to be improved
In the calculation process, this method not only needs the speed and acceleration data of the vehicle, but also needs the input of data such as the basic emission factor and the emission rate in the MOVES database, so the calculation process is more complicated; Does not take into account the impact of weather conditions on motor vehicle emissions
[0006] Restricted by economic level and scientific research ability, my country's air quality monitoring work started relatively late. After more than 40 years of development since the 1970s, many provinces and cities in my country have established air quality monitoring systems. There is still a lot of room for improvement in the detection of roadside air pollutant concentrations
The main reasons are as follows: 1. At presen

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Embodiment Construction

[0162] like figure 1As shown, the present invention discloses a motor vehicle exhaust emission data fusion system, which realizes the storage, analysis and fusion of motor vehicle exhaust telemetry data collected by telemetry equipment and motor vehicle attributes, driving conditions, detection time, and meteorological condition data, and combines On-board diagnostic system database, portable emission test system database, off-line database of vehicle inspection institute, traffic information database and geographical information database, analyze and process motor vehicle exhaust telemetry data, realize motor vehicle exhaust emission factor estimation, motor vehicle exhaust emission characteristic analysis, Roadside air pollutant concentration estimation, roadside air pollutant concentration prediction and urban overall environment prediction provide scientific basis for policy formulation and law enforcement by environmental protection departments.

[0163] The motor vehicle...

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Abstract

The invention discloses an automotive exhaust emission data fusion system. The automotive exhaust emission data fusion system comprises a roadside air pollutant concentration estimation module, a roadside air pollutant concentration prediction module, a city global atmospheric environment prediction module, an automotive exhaust emission factor estimation module and an automotive exhaust emission feather analysis module, wherein the five modules are used for respectively realizing different data analysis functions, and the different functions can be realized by virtue of the different modules; the modules can be independently used, or two or more modules can be combined for use, so as to realize the storage, analysis and fusion of automotive exhaust telemetering data, automotive attributes, driving working stations, detection time and meteorological condition data; and by combining with a vehicle-mounted diagnosis system database, a portable emission test system database, a vehicle inspection station offline database, a traffic information database and a geographic information database, automotive exhaust telemetering data is analyzed, and the highest discriminatory key indexes and statistical data are acquired, so that effective supports are provided for the formulation of relevant decisions of government departments.

Description

technical field [0001] The invention specifically relates to a motor vehicle exhaust emission data fusion system, which belongs to the technical field of environmental monitoring. Background technique [0002] Due to the rapid growth of the number of motor vehicles in the country in recent years, traffic congestion in urban areas and various places has become increasingly serious, and the quality of the atmospheric environment has also shown a trend of deterioration. The monitoring of motor vehicle exhaust pollution is facing severe challenges. Motor vehicle exhaust is an important pollutant of urban air pollution and the main source of urban air pollution. In terms of urban environmental pollution monitoring, motor vehicle exhaust monitoring accounts for an increasing proportion and has become an important part of environmental protection and management. . [0003] Since 2000, the environmental protection department has continuously strengthened the supervision of motor ve...

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Application Information

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IPC IPC(8): G06K9/62G06N3/04
CPCG06N3/045G06F18/25G06F18/214
Inventor 康宇李泽瑞陈绍冯王雪峰杨钰潇
Owner UNIV OF SCI & TECH OF CHINA
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