Inflammable gas concentration monitoring and early warning method
A technology for flammable gas and concentration monitoring, which is used in earth-moving drilling, mining equipment, mining equipment, etc., can solve the problem that the alarm device cannot realize all-round early warning, and achieve the effect of good technical effect.
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[0018] A method for gas monitoring and early warning, comprising the steps of:
[0019] 1) Obtain multi-point gas concentration data and store it in the database;
[0020] 2) Process the data in the database as a time series to obtain gas concentration time series data, where time is the real-time time when the gas data is collected, and gas concentration is the dependent variable of time;
[0021] 3) Design a depth-restricted Boltzmann machine model, pre-train the collected time and gas concentration data, and obtain the optimal weight matrix and optimal bias value as the initial weight value of the deep convolutional neural network model and the initial value of the offset value; the optimal weight matrix and the optimal offset value are used as the initial weight value and the initial value of the offset value to establish a four-layer deep convolutional neural network model, and use the model to analyze the gas concentration status Monitoring; the four-layer deep convolut...
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