用PSO方法识别桁条损伤

IF 0.6 Q4 ENGINEERING, CIVIL Slovak Journal of Civil Engineering Pub Date : 2021-09-01 DOI:10.2478/sjce-2021-0016
M. Marton, M. Sokol, A. Bekö, Cao Maosen
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引用次数: 0

摘要

摘要本文采用粒子群优化(PSO)方法对桁条腹板进行损伤识别。这种方法的灵感来自于一群蜜蜂或鸟类,它们寻找共同的解决方案。这是一种启发式方法,利用粒子作为解决问题的候选者。该粒子在搜索空间中的位置表示问题的可能解的所有变量的配置。当粒子移动到解决方案空间中时,变量的值会发生变化。粒子由位置矢量和速度矢量定义。粒子的最终方向由三个组成部分决定,即(1)力矩或惯性,(2)自传体或认知信息,以及(3)社会互动。粒子的质量通过比较函数进行评估。在这项研究中,我们试图通过使用这种方法来定位损伤。损伤由桁条腹板上的锈蚀区域表示,该区域被模拟为杨氏模量的变化。我们使用本征频率的模态计算作为评估函数。
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Identification of Damage on Stringers By the PSO Method
Abstract The paper employs the particle swarm optimization (PSO) method for the identification of damage to a stringer web. This method is inspired by a swarm of bees or flock of birds which look for a common solution. It is a heuristic method, that utilizes a particle as a problem-solving candidate. The location of this particle in the search space represents the configuration of all the variables to possible solutions of the problem. As the particle moves into the solution space, the values of the variables change. The particle is defined by a position vector and a velocity vector. The resulting direction of the particle is determined by three components i.e. (1) the moment or inertia, (2) autobiographical or cognitive information and (3) social interaction. The quality of the particle is evaluated by a comparison function. In this study we tried to locate damage by using this method. The damage is represented by a rusted area on a stringer web, which was simulated as a change in the Young’s modulus. We used the modal calculation of the eigenfrequencies as an evaluation function.
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发文量
21
审稿时长
29 weeks
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