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Method and system for evaluating vertical bearing capacity of pile foundation

A bearing capacity and pile foundation technology, which is applied in the field of pile foundation vertical bearing capacity evaluation based on machine learning, can solve pile foundation structural damage, inaccurate pile foundation vertical bearing capacity evaluation results, and difficult dynamic and static comparison coefficient values, etc. problem, to achieve the effect of ensuring accuracy

Active Publication Date: 2022-01-21
BEIJING JIAOTONG UNIV
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  • Summary
  • Abstract
  • Description
  • Claims
  • Application Information

AI Technical Summary

Problems solved by technology

However, the selection of dynamic and static contrast coefficients of pile foundations by this method depends on engineering experience for a long time, and cannot be directly used for rapid census evaluation
[0006] To sum up, the existing method of evaluating the vertical residual bearing capacity of pile foundations using the low-strain variable load method is limited by the difficulty in determining the value of the dynamic-static contrast coefficient, which may easily lead to inaccurate evaluation results of the vertical bearing capacity of pile foundations.
In addition, the bearing capacity evaluation method given in the existing industry norms has damage to the pile foundation structure

Method used

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  • Method and system for evaluating vertical bearing capacity of pile foundation
  • Method and system for evaluating vertical bearing capacity of pile foundation
  • Method and system for evaluating vertical bearing capacity of pile foundation

Examples

Experimental program
Comparison scheme
Effect test

Embodiment 1

[0046] The comparison coefficient of the motor is affected by the parameters such as the length of the pile, the pile diameter, the pile concrete, the piles, the pile ratio, the pile peripheral properties, and it is difficult to express it through a formula.

[0047] For both bridges, the actual working state of the pile foundation is carried out, and the assessment of the carrying situation after long-term operation is important, and one other side can provide technical support for the safe operation of both bridges. On the other hand, it can arrange a limited repair and reinforcement fee reasonably.

[0048] like figure 1 As shown, the first embodiment of the present invention provides a pile foundation vertical bearing capacity assessment method, and the machine learning is used as an activity of learning the law from the data by algorithm, for strong data learning, association and adaptability, It can accurately and convenient training assessment of complex causes. The returni...

Embodiment 2

[0074] In this Example 2, a quick evaluation system and method for accurate pile foundation vertical bearing capacity were proposed. Based on the on-site test, in numerical simulation and machine learning as a method, the existing project is used to evaluate the vertical residual bearing capacity of the bridge pile foundation in the actual project, and the maintenance of the ride comparison is required to rely on engineering experience. There is no problem that the value is not allowed, and there is no damage to the pile foundation.

[0075] In this Example 2, a pile foundation vertical bearing capacity assessment system, including:

[0076] Get the module to obtain the structural parameters of the pile foundation to be evaluated;

[0077] The prediction module is used to input the structural parameters of the pile foundation to be evaluated into the well-trained predictive model, acquire the modular comparison coefficient predictive value; wherein the predictive model is trained ...

Embodiment 3

[0097] Embodiment 3 of the present invention provides a computer device, including a memory and a processor, the processor and the memory communication, the memory stores program instructions that can be performed by the processor, the processor call The program instruction is executed, the method includes the following process steps:

[0098] Get the structural parameters of the pile foundation to be evaluated;

[0099] The structural parameters of the pile foundation to be evaluated are input to the well-trained predictive model, and the modal comparison coefficient predictive value is acquired; wherein the prediction model is trained by training set, the training set comprises a plurality of pile foundations Parameters and labels that mark their corresponding mild comparison coefficients;

[0100] Based on the predicted value of the midstness of the modularity, the pile group vertical bearing capacity is calculated by combined with the pre-designed allowable pile base sink valu...

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Abstract

The invention provides a method and system for evaluating vertical bearing capacity of a pile foundation, and belongs to the technical field of pile foundation performance detection. The method comprises the steps that structural parameters of a to-be-evaluated pile foundation are obtained; the obtained structural parameters of the to-be-evaluated pile foundation are input into a trained prediction model, and a dynamic and static comparison coefficient prediction value is obtained; the prediction model is obtained through training of a training set, and the training set comprises the structural parameters of a plurality of pile foundations and labels for marking corresponding dynamic and static comparison coefficients of the structural parameters; and the vertical bearing capacity of the pile foundation is calculated based on the dynamic and static comparison coefficient prediction value in combination with a pre-designed allowable pile foundation settlement value and a pile foundation dynamic stiffness measured value. According to method and system for evaluating the vertical bearing capacity of the pile foundation, the method and system for evaluating the vertical bearing capacity of the pile foundation can accurately and conveniently perform training evaluation on data of complex causes, can ensure the accuracy of evaluation prediction through the training precision, predicts a dynamic and static comparison coefficient value, and makes up for the defect that the dynamic and static comparison coefficient value is not accurate depending on engineering experience. When the method and system for evaluating the vertical bearing capacity of the pile foundation is applied to engineering practice, the vertical residual bearing capacity of the pile foundation can be quickly and accurately evaluated.

Description

Technical field [0001] The present invention relates to the field of pile foundation performance detection, and more particularly to a method and system for vertical bearing capacity assessment based on machine learning. Background technique [0002] As an important part of the lower structure of the bridge, the pile foundation can be smoothly transmitted to the surrounding soil layer. It has the advantages of high load carrying capacity, high earthquake resistance, low demodation, and widely adopted as the main support structure in my country's roads and railway construction. For both bridges, the actual working state of the pile foundation is carried out, and the assessment of the carrying situation after long-term operation is important, and one other side can provide technical support for the safe operation of both bridges. On the other hand, it can arrange a limited repair and reinforcement fee reasonably. [0003] Different from the easy-to-examination supervision, the cons...

Claims

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Application Information

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Patent Type & Authority Applications(China)
IPC IPC(8): E02D33/00E02D27/12G06F30/13G06F30/20
CPCE02D33/00E02D27/12G06F30/13G06F30/20
Inventor 曹艳梅刘建磊马蒙张木森
Owner BEIJING JIAOTONG UNIV
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