An Optimization of Master S-N Curve Fitting Method Based on Improved Neighborhood Rough Set

被引:6
|
作者
Zou, Li [1 ,2 ,3 ]
Ren, Siyuan [1 ]
Li, Hongxin [1 ]
Yang, Xinhua [2 ]
机构
[1] Dalian Jiaotong Univ, Software Technol Inst, Dalian 116028, Peoples R China
[2] Dalian Jiaotong Univ, Liaoning Key Lab Welding & Reliabil Rail Transpor, Dalian 116028, Peoples R China
[3] Sichuan Prov Key Lab Proc Equipment & Control, Zigong 643000, Peoples R China
来源
IEEE ACCESS | 2021年 / 9卷 / 09期
基金
美国国家科学基金会;
关键词
Fatigue life analysis; neighborhood rough set; attribute reduction; S - N curve; MATLAB GUI; FATIGUE-STRENGTH; REDUCTION; ALGORITHM;
D O I
10.1109/ACCESS.2021.3049403
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, a novel master S-N curve fitting method based on improved neighborhood rough set is proposed. The neighborhood relationship is used to granulate the fatigue information system of aluminum alloy welded joints, and the neighborhood rough set model is constructed from the information perspective. Based on conditional entropy, a neighborhood rough set attribute reduction algorithm (NRSBCE) is proposed. By means of this algorithm, comprehensive mathematical analysis model for fatigue life influencing factors is established and optimization of the S-N curve fitting method is introduced. In this work, the fatigue decision system of the aluminum welded joints is constructed firstly. The key influencing factors of the welded joints are obtained by means of NRSBCE algorithm subsequently. After that, the concept of fatigue characteristic domain is introduced according to the reduction result of the NRSBCE algorithm. Then, the master S-N curve fitting is carried out according to the divided fatigue characteristic domain. Correspondingly, a set of S-N curve clusters are fitted. Finally, fatigue analysis system for welded joints based on the fatigue characteristic domain is designed and developed. In the system, the equations of master S-N curve based on the mesh-insensitive structural stress method and the master S-N curve cluster based on the fatigue characteristic domain could be both obtained by uploading the practical fatigue test data of the aluminum alloy welded joints. This work helps to further reduce the dispersion degree of the fatigue sample data of the aluminum alloy welded joints thus provide reference for fatigue design.
引用
收藏
页码:8404 / 8420
页数:17
相关论文
共 50 条
  • [41] Estimating the S-N Curve by Machine Learning Random Forest Method
    Nagashima N.
    Hayakawa M.
    Masuda H.
    Nagai K.
    Zairyo/Journal of the Society of Materials Science, Japan, 2021, 70 (12): : 876 - 880
  • [42] A METHOD FOR DETERMINING A COMPLETE S-N CURVE USING MAXIMUM LIKELIHOOD
    Strzelecki, P.
    Tomaszewski, T.
    Sempruch, J.
    ENGINEERING MECHANICS 2016, 2016, : 530 - 533
  • [43] Estimating the S-N Curve by Machine Learning Random Forest Method
    Nagashima, Nobuo
    Hayakawa, Masao
    Masuda, Hiroyuki
    Nagai, Kotobu
    MATERIALS TRANSACTIONS, 2024, 65 (04) : 428 - 433
  • [44] A method for prediction of S-N curve of spot-welded joints based on numerical simulation
    Yang, L.
    Yang, B.
    Yang, G. W.
    Xiao, S. N.
    Zhu, T.
    Wang, F.
    ADVANCES IN PRODUCTION ENGINEERING & MANAGEMENT, 2022, 17 (02): : 141 - 151
  • [45] A general method for determining probabilistic S-N curve based on static strength data of material
    Gao, Jianxiong
    Xu, Rongxia
    Wu, Zhifeng
    Zhu, Pengnian
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2022, 236 (09) : 4862 - 4875
  • [46] Multi-objective optimization method for thresholds learning and neighborhood computing in a neighborhood based decision-theoretic rough set model
    Pan, Ruilin
    Wang, Xuemin
    Yi, Changsheng
    Zhang, Zhanchao
    Fan, Yanglong
    Bao, Wei
    NEUROCOMPUTING, 2017, 266 : 619 - 630
  • [47] P-S-N Curve Fitting Method Based on Sample Aggregation Principle
    Tan, Xiufeng
    JOURNAL OF FAILURE ANALYSIS AND PREVENTION, 2019, 19 (01) : 270 - 278
  • [48] Simulation and verification of master S-N curves of titanium alloy welded structures based on bootstrap method
    Zhang, Zhe
    Wang, Yuedong
    Yu, Chunyang
    Dong, Qi
    ADVANCES IN MECHANICAL ENGINEERING, 2022, 14 (07)
  • [49] CUMULATIVE DAMAGE RULE BASED ON KNEE POINT OF S-N CURVE
    SUBRAMANYAN, S
    JOURNAL OF ENGINEERING MATERIALS AND TECHNOLOGY-TRANSACTIONS OF THE ASME, 1976, 98 (04): : 316 - 321
  • [50] Curve fitting in terms N-Control points on 2D using fuzzy set and rough set theory
    Ulker, Erkan
    Arslan, Ahmet
    INTERNATIONAL JOURNAL OF COMPUTER SCIENCE AND NETWORK SECURITY, 2006, 6 (11): : 139 - 145