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:
Sep. 06, 2022

Filed:

Jun. 27, 2018
Applicant:

Dalian University of Technology, Dalian, CN;

Inventors:

Shuo Zhang, Dalian, CN;

Xiaoyu Sun, Dalian, CN;

Jibang Li, Dalian, CN;

Ximing Sun, Dalian, CN;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01M 15/00 (2006.01); G06F 30/27 (2020.01); G06N 20/10 (2019.01); G06K 9/62 (2022.01); G06N 5/00 (2006.01); G06F 119/08 (2020.01); G06F 30/15 (2020.01);
U.S. Cl.
CPC ...
G06F 30/27 (2020.01); G01M 15/00 (2013.01); G06K 9/6262 (2013.01); G06N 5/003 (2013.01); G06N 20/10 (2019.01); G06F 30/15 (2020.01); G06F 2119/08 (2020.01);
Abstract

A method for prediction of key performance parameters of an aero-engine transition state acceleration process based on space reconstruction. Aero-engine transition state acceleration process test data provided by a research institute is used for establishing a training dataset and a testing dataset; dimension increase is conducted on the datasets based on the data space reconstruction of an auto-encoder; model parameters optimization is conducted by population optimization algorithms which is represented by particle swarm algorithm; and random forest regression algorithm performing well on high-dimensional data is used for carrying out regression on transition state performance parameters, which realizes effective real-time prediction from the perspective of engineering application.


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