Analog prediction method and system for fractures in front of tunneling face based on time sequence model
A time series model and time series technology, applied in forecasting, CAD numerical modeling, instruments, etc., can solve the problems of inability to optimize the theory in real time, weak theoretical flexibility, weak applicability, etc., and achieve strong implementability, Guaranteed authenticity and cost-saving effects
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Embodiment 1
[0043] The purpose of this embodiment is to provide an analogous prediction method for cracks in front of the excavation face based on the time series model.
[0044] The analogous prediction method of cracks in front of the tunneling face based on the time series model, including:
[0045] Obtain historical rock mass fissure parameter index data, and construct different rock mass fissure parameter index time series;
[0046] Performing a stationarity judgment on the rock mass fissure parameter index time series, and performing a differential operation on an unstable sequence to obtain a stable sequence;
[0047]Based on the autocorrelation function diagram and partial autocorrelation function diagram of the stationary sequence with different parameters and the selection criteria of the fracture prediction sequence model, the fracture prediction model is determined respectively, and the unknown parameters of the model are estimated;
[0048] Based on the determined fracture p...
Embodiment 2
[0089] The purpose of this embodiment is an analogous prediction method for cracks in front of the excavation face based on the time series model.
[0090] In this embodiment, the scheme of the present disclosure is described in detail in conjunction with specific examples:
[0091] Based on the theory of Baecher's fracture disk model, firstly, a three-dimensional fracture generation program was compiled using MATLAB software to generate a random rock mass fracture model, and the center coordinates (x, y, z), radius r, and dip angle α of the fracture disk were obtained from the fracture model , β, γ, a total of seven indicators, combined with the mileage setting of the calculation example, respectively construct the rock mass fracture sequence data set of seven indicators; where α is the angle between the fracture surface and the positive direction of the x-axis, and β is the fracture surface and the y-axis The angle in the positive direction, γ is the angle between the crack ...
Embodiment 3
[0109] The purpose of this embodiment is an analog pre-system of cracks in front of the excavation face based on the time series model.
[0110] The crack analogy prediction system in front of the tunneling face based on the time series model, including:
[0111] A time series construction unit, which is used to obtain historical rock mass fissure parameter index data, and respectively construct different rock mass fissure parameter index time series;
[0112] A stationarity processing unit, which is used to judge the stationarity of the rock mass fissure parameter index time series, and perform differential operations on the non-stationary series to obtain a stationary series;
[0113] The prediction model determination unit is used to determine the fracture prediction model respectively based on the autocorrelation diagram and partial autocorrelation diagram of the stationary sequence with different parameters and the fracture prediction sequence model selection criteria, an...
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