Application of Soft Computing Paradigm to Large Deformation Analysis of Cantilever Beam under Point Load

被引:6
|
作者
Cui, Yanmei [1 ]
Hong, Yong [1 ]
Khan, Naveed Ahmad [2 ]
Sulaiman, Muhammad [2 ]
机构
[1] Shanghai Dianji Univ, Sch Mech Engn, Shanghai 201306, Peoples R China
[2] Abdul Wali Khan Univ, Dept Math, Mardan, Khyber Pakhtunk, Pakistan
关键词
LARGE DEFLECTIONS; INSERTION PROBLEMS; VIBRATION; MODEL;
D O I
10.1155/2021/2182693
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In this paper, a mathematical model for large deformation of a cantilever beam subjected to tip-concentrated load is presented. The model is governed by nonlinear differential equations. Large deformation of a cantilever beam has number of applications is structural engineering. Since finding an exact solution to such nonlinear models is difficult task, this paper focuses on developing soft computing technique based on artificial neural networks (ANNs), generalized normal distribution optimization (GNDO) algorithm, and sequential quadratic programming (SQP). The strength of ANN modeling for governing the equation of cantilever beam is exploited by the global search ability of GNDO and further explored by the local search mechanism of SQP. Design scheme is evaluated for different cases depending on variations in dimensionless end-point load rho. Furthermore, to validate the effectiveness and convergence of algorithm proposed technique, the results of the differential transformation method (DTM) and exact solutions are compared. The statistical analysis of performance indicators in terms of mean, median, and standard deviations further establishes the worth of ANN-GNDO-SQP algorithm.
引用
收藏
页数:19
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