The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Nov. 11, 2025

Filed:

Jun. 12, 2025
Applicant:

Wenzhou University, Wenzhou, CN;

Inventors:

Wei Qin, Wenzhou, CN;

Xin Ye, Wenzhou, CN;

Yuqi Pan, Wenzhou, CN;

Guoliang Dai, Wenzhou, CN;

Dong Wang, Wenzhou, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 30/20 (2020.01); G01N 3/08 (2006.01); G06N 3/044 (2023.01); G06N 3/0985 (2023.01);
U.S. Cl.
CPC ...
G06N 3/0985 (2023.01); G01N 3/08 (2013.01); G06N 3/044 (2023.01);
Abstract

The present disclosure relates to a meta-learning strategy based method for early warning of attenuation of a bearing capacity of a soft soil pile foundation. The method includes: S1, building a loop loading test device; S2, setting up a data set; S3, building and training a base model; S4, introducing a meta-learning strategy into the base model obtained in S3, inputting a pre-training data set for pre-training, and obtaining a pre-trained model; and S5, inputting a target data set into the pre-training data set for pre-training, and obtaining a model prediction result. The method constructs an intelligent early warning model with fast adaptability, such that the intelligent early warning model can make full use of existing engineering experience.


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