A probabilistic performance-based analysis approach for a vibrator-ground interaction system

被引:0
|
作者
Peng, Xun [1 ,2 ]
Liu, Yangnanwang [3 ]
Hao, Lei [4 ]
机构
[1] Southwest Petr Univ, Sch Mechatron Engn, Chengdu 610500, Peoples R China
[2] Southwest Petr Univ, Ctr Postdoctoral Studies, Chengdu 610500, Peoples R China
[3] Geely Univ China, Chengdu 610500, Peoples R China
[4] China Natl Petr Corp, Bur Geophys Prospecting, Zhuozhou 072750, Peoples R China
基金
中国国家自然科学基金;
关键词
Uncertainty analysis; Vibrator -ground system; MC simulation; Surrogate model; Sensitivity analysis; MODELS;
D O I
10.1016/j.probengmech.2024.103626
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
There is an increasing interest in investigating the effects of input uncertainties on dynamic systems. The probabilistic analyses for a vibrator-ground (VG) interaction system are rare and the effects of system uncertainties need to be revealed. This study aims to present an approach for the probabilistic performance-based analysis of the VG system under multi-source uncertainties. The probabilistic model of the VG system is constructed on the basis of the Monte Carlo (MC) simulation combined with the Latin Hypercube Sampling (LHS) method, while the artificial neural networks optimized by the genetic algorithms are employed to reduce the large computational expenses in the MC simulation. Then, a multi-criteria sensitivity analysis is presented by using a technique for order preference by similarity to ideal solution (TOPSIS) to evaluate the effects of input uncertainties on the dynamic performance of the vibrator. Finally, a probabilistic simulation analysis of the VG system is conducted by implementing the presented approach. The results demonstrate the effectiveness of the presented probabilistic performance-based analysis approach for the VG system and evaluate the effects of input uncertainties on the dynamic performance of the system.
引用
收藏
页数:9
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