Coal gas measuring method by utilization of BP neural network
A technology of BP neural network and measurement method, which is applied in the field of gas flow measurement and can solve problems such as compensation uncertainty
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[0014] The gas flow metering method based on BP neural network of the present invention mainly divides following three steps:
[0015] 1. Sample data collection: Select historical and accurate settlement data (including temperature, pressure, differential pressure and flow rate) as samples.
[0016] 2. BP network training: Because any continuous function in a closed interval can be approximated by a hidden layer BP network, a three-layer BP network can complete any N-dimensional to M-dimensional mapping. The number of input layer nodes of the BP neural network used in the gas metering of the present invention is 3, the number of hidden layer nodes is 10, and the number of output layer nodes is 1.
[0017] BP algorithm is composed of two processes: forward calculation of data flow (forward propagation) and back propagation of error signal. During forward propagation, it is input layer→hidden layer→output layer, and the state of neurons in each layer only affects the neurons in...
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