A Calculation Model of Gear Steel Hardenability Modeling of Nonlinear Equation

被引:3
|
作者
Gong Wei [1 ]
Jiang Zhouhua [1 ]
Zhan Dongping [1 ]
机构
[1] Northeastern Univ, Sch Met & Mat, Shenyang 110004, Peoples R China
来源
FUNDAMENTAL OF CHEMICAL ENGINEERING, PTS 1-3 | 2011年 / 233-235卷
关键词
Gear steel; hardenability; nonlinear regression equation; mathematical model;
D O I
10.4028/www.scientific.net/AMR.233-235.2352
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In the paper, the superiority-inferiority in various calculations of hardenability has been compared, and the method of nonlinear regression equation was chosen to establish a mathematical model. The model was modified through the actual production of the gear steel hardenability data. Based on the model, a prediction platform was developed with computer tools to calculate the hardenability of gear steel. The hardenability prediction software can calculate random Jominy distance hardness according to chemical composition and grain size. The forecast accuracy is better than that of unmodified nonlinear regression equation and multiple linear regression equation, but equal to that of artificial neural network.
引用
收藏
页码:2352 / 2355
页数:4
相关论文
共 38 条
  • [21] Modeling and Simulation of Vacuum Low Pressure Carburizing Process in Gear Steel
    Guo, Jingyu
    Deng, Xiaohu
    Wang, Huizhen
    Zhou, Leyu
    Xu, Yueming
    Ju, Dongying
    COATINGS, 2021, 11 (08)
  • [22] Machine learning guided methods in building chemical composition- hardenability model for wear-resistant steel
    Dong, Guibin
    Li, Xiucheng
    Zhao, Jingxiao
    Su, Shuai
    Misra, R. D. K.
    Xiao, Ruoxiu
    Shang, Chengjia
    MATERIALS TODAY COMMUNICATIONS, 2020, 24
  • [23] An improved nonlinear dynamic model of gear pair with tooth surface microscopic features
    Chen, Qi
    Wang, Yadong
    Tian, Wenfeng
    Wu, Yanming
    Chen, Yuanlong
    NONLINEAR DYNAMICS, 2019, 96 (02) : 1615 - 1634
  • [24] Modeling cardiovascular hemodynamics in a model with nonlinear parameters
    Manoliu, Vasile
    2015 E-HEALTH AND BIOENGINEERING CONFERENCE (EHB), 2015,
  • [25] Nonlinear mathematical modeling in the model of village cultural industry
    Zhang X.
    Peng C.
    Song N.
    Applied Mathematics and Nonlinear Sciences, 2023, 8 (02) : 2733 - 2744
  • [26] Modeling and Analysis of Gear Shifting Process of Non-Synchronizer AMT Based on Collision Model
    Xu, Xiaotong
    Luo, Yutao
    IEEE ACCESS, 2021, 9 : 13354 - 13367
  • [27] Lithium-Ion batteries modeling using NARX Nonlinear model
    Boujoudar, Younes
    Elmoussaoui, Hassan
    Lamhamdi, Tijani
    2019 INTERNATIONAL CONFERENCE ON WIRELESS TECHNOLOGIES, EMBEDDED AND INTELLIGENT SYSTEMS (WITS), 2019,
  • [28] Mathematical model and nonlinear finite element equation for reservoir fluid-solid coupling
    Zhang Guang-ming
    Liu He
    Zhang Jin
    Wu Heng-an
    Wang Xiu-xi
    ROCK AND SOIL MECHANICS, 2010, 31 (05) : 1657 - 1662
  • [29] A Mathematical Model for the Calculation of the Adhesion of a Flame Sprayed Coating of Aluminum on S 235 JR Steel
    Zlatko Glogović
    Zoran Kožuh
    Slobodan Kralj
    Journal of Thermal Spray Technology, 2012, 21 : 63 - 76
  • [30] A Mathematical Model for the Calculation of the Adhesion of a Flame Sprayed Coating of Aluminum on S 235 JR Steel
    Glogovic, Zlatko
    Kozuh, Zoran
    Kralj, Slobodan
    JOURNAL OF THERMAL SPRAY TECHNOLOGY, 2012, 21 (01) : 63 - 76