Title:
NEURAL NETWORK MODEL OPTIMIZATION METHOD BASED ON STAINLESS STEEL ULTRA-THIN STRIP ANNEALING PROCESS
Document Type and Number:
WIPO Patent Application WO/2023/168916
Kind Code:
A1
Abstract:
The present invention relates to the technical field of data analysis. Disclosed is a neural network model optimization method based on a stainless steel ultra-thin strip annealing process. Aiming at the defects such as the size effect caused by a difference between a stainless steel ultra-thin strip and a macro-size and poor adaptability in general methods for mechanical property prediction of stainless steel, and the capability of a neural network for well processing complex nonlinear problems, the present invention uses an artificial neural network for modeling factors that affect the annealing of the stainless steel ultra-thin strip, and realizes the prediction and control of mechanical properties and micro-structures after annealing.
Inventors:
ZHANG ZHIXIONG (CN)
FU YONGWEI (CN)
WANG TAO (CN)
XIONG XIAOYAN (CN)
REN ZHONGKAI (CN)
LIU YUANMING (CN)
WANG TIANXIANG (CN)
LIAO XI (CN)
FU YONGWEI (CN)
WANG TAO (CN)
XIONG XIAOYAN (CN)
REN ZHONGKAI (CN)
LIU YUANMING (CN)
WANG TIANXIANG (CN)
LIAO XI (CN)
Application Number:
PCT/CN2022/116856
Publication Date:
September 14, 2023
Filing Date:
September 02, 2022
Export Citation:
Assignee:
UNIV TAIYUAN TECHNOLOGY (CN)
International Classes:
G06F30/27
Foreign References:
| CN114580286A | 2022-06-03 | |||
| CN109508488A | 2019-03-22 | |||
| CN109961315A | 2019-07-02 | |||
| US20170091615A1 | 2017-03-30 |
Other References:
张慧菊 (ZHANG, HUIJU): "SUS430不锈钢砂金缺陷研究及工艺开发 (Non-official translation: Research on SUS430 Stainless Steel Punctuate Defect and Process Development)", 中国优秀硕士学位论文全文数据库 (CHINA MASTER’S THESES FULL-TEXT DATABASE), no. 2015, 05, 15 May 2015 (2015-05-15)
王炳萱 (WANG, BINGXUAN): "LM优化算法和神经网络预测控制在非线性系统中的研究 (Non-official translation: Research on LM algorithm And Neural Network Predictive Control in Non-linear System)", 中国优秀硕士学位论文全文数据库 (CHINA MASTER’S THESES FULL-TEXT DATABASE), no. 2016, 08, 15 August 2016 (2016-08-15)
王炳萱 (WANG, BINGXUAN): "LM优化算法和神经网络预测控制在非线性系统中的研究 (Non-official translation: Research on LM algorithm And Neural Network Predictive Control in Non-linear System)", 中国优秀硕士学位论文全文数据库 (CHINA MASTER’S THESES FULL-TEXT DATABASE), no. 2016, 08, 15 August 2016 (2016-08-15)
Attorney, Agent or Firm:
TAIYUAN SHENLIDE INTELLECTUAL PROPERTY AGENCY(SPECIAL ORDINARY PARTNERSHIP) (CN)
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