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:
Jan. 03, 2023

Filed:

Jun. 20, 2022
Applicants:

North China University of Technology, Beijing, CN;

Yanshan University, Qinhuangdao, CN;

University of Science and Technology Beijing, Beijing, CN;

Inventors:

Lifeng Zhang, Beijing, CN;

Weijian Wang, Beijing, CN;

Qiang Ren, Qinhuangdao, CN;

Ying Ren, Beijing, CN;

Yan Luo, Beijing, CN;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G16C 20/10 (2019.01); G16C 20/70 (2019.01);
U.S. Cl.
CPC ...
G16C 20/10 (2019.02); G16C 20/70 (2019.02);
Abstract

A method for predicting a yield of calcium in a calcium treatment process based on deep neural network as provided relates to a calcium treatment process of molten steel refining in the field of iron and steel metallurgy, and includes steps of: obtaining production and operation data information of each of charges and thereby constructing a dataset; training and testing a deep neural network based on constructed dataset to establish a prediction model; and based on the prediction model, predicting and calculating current yield of calcium by taking actual production and operation data information of each charge as input. The method can predict the yield of calcium in the calcium treatment process, is favorable for accurately controlling a calcium content of steel, can stably control the calcium treatment process, improve the calcium treatment effect, improve the product quality, and ensure the production stability.


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