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Rock foundation pit blasting parameter dynamic regulation and control method

A foundation pit and parameter technology, applied in the direction of gene model, genetic law, data processing application, etc., can solve the problems of personnel property loss, high construction cost, impact, etc., and achieve the effect of ensuring safe progress

Pending Publication Date: 2020-02-21
DALIAN MARITIME UNIVERSITY
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AI Technical Summary

Problems solved by technology

The traditional blasting method is a special operation, which requires a professional team and strict approval. The construction cost is high and it has great harm to the surrounding environment.
In addition, the excavation of foundation pits in the urban downtown area is often close to a large number of existing buildings (structures) and underground pipelines. The use of blasting excavation will inevitably affect them, and in severe cases, it will cause loss of personnel and property

Method used

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  • Rock foundation pit blasting parameter dynamic regulation and control method
  • Rock foundation pit blasting parameter dynamic regulation and control method
  • Rock foundation pit blasting parameter dynamic regulation and control method

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Embodiment Construction

[0023] In order to make the purpose, technical solutions and advantages of the embodiments of the present invention clearer, the technical solutions in the embodiments of the present invention will be clearly and completely described below in conjunction with the drawings in the embodiments of the present invention. Obviously, the described embodiments It is a part of embodiments of the present invention, but not all embodiments. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without making creative efforts belong to the protection scope of the present invention.

[0024] The core idea of ​​Gaussian-differential evolution algorithm (GP-DE) is to use GP machine learning to establish a nonlinear mapping relationship between input vectors and output vectors, and use the optimal hyperparameters in GP as population samples in the DE algorithm, through the DE process The mutation crossover selection of the DE...

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Abstract

The invention discloses a rock foundation pit blasting parameter dynamic regulation and control method. The method comprises steps of establishing a nonlinear mapping relationship between an input vector and an output vector by using a GP machine learning method; taking the optimal hyper-parameter in the GP as a population sample in the DE algorithm, searching each optimal hyper-parameter of the GP through variation, intersection and selection in the DE process by means of the optimization capability of DE, optimizing the GP model, and improving the prediction capability of the GP model, thereby predicting an output value closer to an optimal solution. Furthermore, the optimal output value of the prediction result of the GP model and the mean square error between the output value and the control value are used as the fitness function of DE, and the prediction capability of the GP model is improved by optimizing the sample population and gradually approaching the optimal solution, so that the target vector closer to the optimal solution is predicted. According to the method, a Gaussian-differential evolution algorithm (GP-DE) blasting intelligent optimization algorithm is introducedon the basis of blasting monitoring data analysis to quickly and effectively optimize the blasting parameters, so that the construction process is ensured to be carried out safely.

Description

technical field [0001] The invention relates to the field of foundation pit blasting, in particular to a dynamic control method for rock foundation pit blasting parameters. Background technique [0002] When a hard rock formation is encountered during foundation pit excavation, it is necessary to use blasting excavation to break the rock formation. The traditional blasting method is a special operation, which requires a professional team and strict approval. The construction cost is high and it has great harm to the surrounding environment. In addition, the excavation of foundation pits in urban downtown areas is often adjacent to a large number of existing buildings (structures) and underground pipelines, and the blasting excavation method will inevitably affect them, and in severe cases, it will cause loss of personnel and property. [0003] In order to reduce the harm of foundation pit blasting to the surrounding environment, the Gaussian-difference evolution algorithm (...

Claims

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Application Information

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IPC IPC(8): G06N3/12G06Q50/26
CPCG06N3/126G06Q50/26
Inventor 姜谙男蒋腾飞李兴盛薛永锋侯拉平
Owner DALIAN MARITIME UNIVERSITY
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