Multiphase flow virtual metering method based on gradient boosting regression tree model
A technology of virtual metering and regression tree, applied in the fields of calculation, computer parts, character and pattern recognition, etc., can solve the problem of less research on multiphase flow virtual metering in oil wells
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[0041] The present invention will be further described below in conjunction with the embodiments and accompanying drawings.
[0042] A multiphase flow virtual metering method based on a gradient lifting regression tree model, which is carried out in the following steps:
[0043] Step 1. Install an online multiphase flow meter (MPFM) on the multiphase flow pipeline. The online multiphase flowmeter is used to collect the pressure P, temperature H, differential pressure DP, liquid volume L, and oil volume of the multiphase flow at the same time O, water volume W, gas volume G, water content WLR, gas content GVF and other production parameters, the online multiphase flowmeter collects sample data every 1 minute, and obtains a sample set of 200,000 sample data, and divides 80% of them ( 160000) sample data as training sample set A:
[0044] A={(x 1 ,y 1 ),(x 2 ,y 2 ),…(x i ,y i ),…(x m ,y m )}, m=160000;
[0045] where x i is the input feature of the i-th sample in the t...
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