PCE_BO-based structural performance parameter rapid inversion method

A technology of structural properties and parameters, applied in CAD numerical modeling, geometric CAD, probabilistic CAD, etc., can solve problems such as low calculation efficiency and small application range, and achieve the effect of improving calculation efficiency

Active Publication Date: 2021-06-25
HOHAI UNIV
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  • Abstract
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  • Application Information

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Problems solved by technology

[0004] In order to solve the above problems, the present invention provides a PCE_BO-based fast inversion method of dam structural performance parameters. Compared with exi...

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  • PCE_BO-based structural performance parameter rapid inversion method
  • PCE_BO-based structural performance parameter rapid inversion method
  • PCE_BO-based structural performance parameter rapid inversion method

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Embodiment 1

[0084] This embodiment is implemented based on the National Key Research and Development Program (2018YFC0406703); the funding of the National Key Fund Project (51739006); this embodiment selects an arch dam finite element model such as figure 2 as shown, image 3 The elevation of the deformation monitoring layout of the arch dam is shown, and the positions of each measuring point are indicated by the labels in the figure. Among them, vertical monitoring is arranged at measuring points 1 and 2, and vertical monitoring is arranged at measuring point 3. Table 1 provides the prior distribution and statistical values ​​of the probability inversion random variables required to construct the PCE proxy model, indicating that there are 9 performance parameters to be inverted in this embodiment, and the initial values ​​of the inversion variables are the empirical values ​​of each parameter.

[0085] Table 1 The prior distribution and statistical values ​​of probability inversion ran...

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Abstract

The invention provides a PCEBO-based structure performance parameter rapid inversion method. The method comprises the following steps of 1, establishing a high-fidelity numerical model capable of representing structure physical model characteristics; 2, selecting structural performance parameters to be inverted as input variables, randomly sampling a finite group of input variable sets through a Latin super-cubic method, substituting the input variable sets into the structural numerical model to solve a corresponding output variable set, and constructing a polynomial chaos expansion agent model capable of representing structural characteristics; and step 3, taking actual measurement data corresponding to engineering demand parameters as an input set in a Bayesian optimizer, and rapidly updating structural performance parameters to be inverted based on a polynomial chaos expansion agent model in combination with a Bayesian optimization algorithm. According to the method, the defects of traditional deterministic back analysis are made up, the limitation that the inversion efficiency is limited by the calculation cost of a complex numerical model in the field of classical back analysis is liberated, the inversion efficiency and the robustness to noise are improved, and the purpose of quick inversion of structural performance parameters is achieved.

Description

technical field [0001] The invention belongs to the field of structural engineering and relates to a fast inversion method of structural performance parameters based on PCE_BO. Background technique [0002] As the main structure of water conservancy and hydropower projects, the safety of the dam is an important issue that people are very concerned about. In the field of dam safety monitoring and health diagnosis, determining the physical parameters of dam concrete and bedrock materials during construction and operation is crucial to predicting the safety of structures. A large part of the current back analysis of dam engineering parameters is based on deterministic analysis or finite probability analysis with engineering judgment. A large number of finite element analyzes are performed on the corresponding numerical models to solve the state equation. However, due to the special nature of the dam Due to the complex coupling between the geometric shape and different material...

Claims

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Application Information

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IPC IPC(8): G06F30/23G06F30/27G06F30/13G06F111/06G06F111/08G06F111/10G06F119/14
CPCG06F30/23G06F30/27G06F30/13G06F2111/06G06F2111/10G06F2111/08G06F2119/14
Inventor 曹茂森任青文李翼飞王启明
Owner HOHAI UNIV
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