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US Patent 11788473 Adaptive boosting algorithm-based turbofan engine direct data-driven control method

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Is a
Patent
Patent

Patent attributes

Patent Jurisdiction
United States Patent and Trademark Office
United States Patent and Trademark Office
Patent Number
11788473
Patent Inventor Names
Xudong Zhao
Ximing Sun
Nan Ding
Yanhua Ma
Date of Patent
October 17, 2023
Patent Application Number
17052756
Date Filed
March 19, 2020
Patent Citations
‌
US Patent 11580441 Model training method and apparatus
Patent Primary Examiner
‌
Tan Q Nguyen
CPC Code
‌
G01M 15/00
‌
G05B 13/04
‌
G06F 17/15
‌
G06F 17/12
Patent abstract

The present invention belongs to the technical field of control of aero-engines, and proposes an adaptive boosting algorithm-based turbofan engine direct data-driven control method. First, a turbofan engine controller is designed based on the Least Squares Support Vector Machine (LSSVM) algorithm, and further, the weight of a training sample is changed by an adaptive boosting algorithm so as to construct a turbofan engine direct data-driven controller combining a plurality of basic learners into strong learners. Compared with the previous solution only adopting LS SVM, the present invention enhances the control precision, improves the generalization ability of the algorithm, and effectively solves the problem of sparsity of samples by the adaptive boosting method. By the adaptive boosting algorithm-based turbofan engine direct data-driven control method designed by the present invention.

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