Coal seam permeability change prediction method based on FA-SSA-SVM algorithm
A technology of FA-SSA-SVM and prediction method, applied in the field of coal seam permeability change prediction and coal seam permeability change prediction based on FA-SSA-SVM algorithm, can solve the problem that it is difficult to consider complex changes in geological storage and lack of coal seam permeability change , There are many assumptions in the theoretical model, etc., to achieve the effect of low test cost, short time-consuming, high prediction accuracy
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[0049] Specific Example 1,
[0050] Step 1. Based on coal seam adsorption expansion penetration test test and coal seam CO 2 Sealing industrial test, analyzing key geological parameters and construction parameters affecting the change of coal seam permeability, preferably determine the model input variables include the following parameters: CO 2 Injection pressure, coal body effective stress, coal-order, coal temperature and coal seam depth.
[0051] Step II. By organizing laboratory testing and literature retrieval data, 254 sets of data have been collected, covering mines such as China, Japan, UK, involving different coal sides such as lignite, cobacco coal, smoke-free coal. The basic parameters are shown in Table 1. Since the algorithm model needs to be trained, the original data collection is screened and deducted, and the data set is divided into training set and test set.
[0052] Table 1 Data set data statistics
[0053]
[0054] Step three, establish a predictive model of t
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