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Gas sensor temperature compensation model establishment method and device and gas concentration measurement method and device

A gas sensor and temperature compensation technology, applied in measurement devices, computational models, biological models, etc., can solve the problems that the output signal is easily affected by the ambient temperature, the initial weights and thresholds are difficult to determine, and the rough temperature compensation is achieved. Global search capability, effect of solving environmental temperature effects, solving complex problems

Active Publication Date: 2020-11-17
SHANDONG INST OF BUSINESS & TECH +1
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

[0004] However, when the electrochemical gas sensor is working, the output signal is easily affected by the ambient temperature, and there is a problem of temperature drift. The sensitivity and zero current of the sensor change with the ambient temperature, and there will be a certain error between the measured value and the actual value, thereby reducing the gas concentration. Detection accuracy
[0005] In addition, the temperature compensation of the gas sensor can be divided into hardware compensation and software compensation from the structure. For the hardware compensation method, since the temperature compensation current debugging needs to adjust the resistance value, the circuit is affected by the drift of electronic components and the precision of component welding. Influenced by other factors, the implementation process is complicated and only rough temperature compensation can be achieved, resulting in low reliability of the entire measurement circuit
[0006] For software compensation methods, there are table look-up method, curve fitting method and BP neural network and other methods. Although the compensation method based on neural network has high precision, it is difficult to determine the initial weight and threshold, slow convergence speed, and easy to fall into local minimum, etc. Disadvantages, also due to the large amount of calculation and low fitting degree, it is impossible to accurately realize temperature compensation

Method used

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  • Gas sensor temperature compensation model establishment method and device and gas concentration measurement method and device
  • Gas sensor temperature compensation model establishment method and device and gas concentration measurement method and device
  • Gas sensor temperature compensation model establishment method and device and gas concentration measurement method and device

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Embodiment 1

[0051] Such as figure 1 As shown, this embodiment provides a method for establishing a temperature compensation model of a gas sensor, including:

[0052] S1: Acquisition of dual voltage signals output by the working electrode and auxiliary electrode of the gas sensor triggered by the sample standard gas;

[0053] S2: Input the dual voltage signal and the current temperature of the sample standard gas into the BP neural network as the collection sample set, and take the concentration of the sample standard gas as the output target, and use the improved particle swarm optimization PSO (Particle Swarm Optimization) algorithm to optimize the BP neural network Perform optimization and training to obtain a temperature compensation model.

[0054] The resistance value of the gas sensor in the gas is related to the temperature and humidity. When the temperature and humidity are low, the resistance value of the gas sensor is large; when the temperature and humidity are high, the resi...

Embodiment 2

[0096] This embodiment also provides a device for establishing a temperature compensation model of a gas sensor, including:

[0097] The receiving module is used to collect the dual voltage signal output by the working electrode and the auxiliary electrode of the gas sensor triggered by the sample standard gas;

[0098] The optimization module is used to input the dual voltage signal and the current temperature of the sample standard gas into the BP neural network as a collection sample set, and take the concentration of the sample standard gas as the output target, and use the improved particle swarm optimization PSO algorithm to optimize the BP neural network. Optimize, train, and obtain a temperature compensation model.

[0099] It should be noted here that the above-mentioned modules described in this embodiment correspond to the steps in the "method" of this embodiment 2, and the examples and application scenarios implemented by the above-mentioned modules and correspondi...

Embodiment 3

[0101] This embodiment provides a gas sensor temperature compensation model testing system to test the performance of the temperature compensation model obtained in Embodiment 1, including:

[0102] Such as figure 2 Shown is the test system used in this experiment verification. The structure of the test system is that the standard gas and zero-point air are mixed through the gas distribution system to output a sample standard gas with a good concentration, and the sample standard gas is transported into a closed air chamber , the airtight gas chamber is provided with a four-pole electrochemical gas sensor, the dual-voltage signal output by the four-pole electrochemical gas sensor is output to the controller after being conditioned by the signal conditioning circuit, and the temperature sensor collects the temperature of the sample standard gas inside the airtight gas chamber The temperature is output to the controller, which realizes data interaction with the PC host computer...

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Abstract

The invention discloses a gas sensor temperature compensation model building method and device and a gas concentration measuring method and device. The method comprises the steps: acquiring double-voltage signals output by a working electrode and an auxiliary electrode, triggered by sample standard gas, of a gas sensor; and inputting the dual-voltage signals and the current temperature of the sample standard gas into the BP neural network as a collection sample set, and optimizing and training the BP neural network by adopting an improved PSO algorithm by taking the concentration of the samplestandard gas as an output target to obtain a temperature compensation model; and designing a corresponding test system and a test method for the temperature compensation model, and performing temperature compensation on the gas sensor based on the temperature compensation model to achieve measurement of the concentration of the measured gas.

Description

technical field [0001] The invention relates to the technical field of gas concentration measurement, in particular to a gas sensor temperature compensation model establishment, gas concentration measurement method and device. Background technique [0002] The statements in this section merely provide background information related to the present invention and do not necessarily constitute prior art. [0003] Electrochemical gas sensors have the characteristics of high measurement sensitivity, stable performance, high linearity, long life, and good selectivity, and are widely used in the quantitative monitoring of low-concentration toxic and harmful gases, combustible gases, and ambient air. [0004] However, when the electrochemical gas sensor is working, the output signal is easily affected by the ambient temperature, and there is a problem of temperature drift. The sensitivity and zero current of the sensor change with the ambient temperature, and there will be a certain ...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): G01N27/416G06N3/00G06N3/04G06N3/08
CPCG01N27/4163G01N27/4162G06N3/084G06N3/006G06N3/045Y02A50/20
Inventor 刘伟何凯高群刘成印王克玉李佩铫王雪琪
Owner SHANDONG INST OF BUSINESS & TECH
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