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:
Oct. 21, 2025

Filed:

Feb. 17, 2022
Applicant:

Tianjin University, Tianjin, CN;

Inventors:

Haifeng Liu, Tianjin, CN;

Xiaoteng Zhang, Tianjin, CN;

Can Wang, Tianjin, CN;

Mingfa Yao, Tianjin, CN;

Assignee:

Tianjin University, Tianjin, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/086 (2023.01); G01M 15/10 (2006.01); G06F 18/214 (2023.01); G06N 3/045 (2023.01);
U.S. Cl.
CPC ...
G06N 3/086 (2013.01); G01M 15/102 (2013.01); G06F 18/214 (2023.01); G06N 3/045 (2023.01);
Abstract

A real-time prediction method for an engine emission is provided, including: acquiring multiple known historical test data samples for engine emission, dividing the samples into a training set and a test set to train multiple neural network (NN), calculating mean square errors (MSEs) output by each of the NNs with the different numbers of hidden layer nodes to determine a topological structure of the NNs, optimizing initial weights and initial thresholds for each of the NNs with a mind evolutionary algorithm (MEA), and establishing a real-time engine emission prediction system with an Adaboost algorithm.


Find Patent Forward Citations

Loading…