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Improved bat algorithm for structural reliability assessment: application and challenges

机译:用于结构可靠性评估的改进蝙蝠算法:应用和挑战

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摘要

Purpose - The first order reliability method requires optimization algorithms to find the minimum distance from the origin to the limit state surface in the normal space. The purpose of this paper is to develop an improved version of the new metaheuristic algorithm inspired from echolocation behaviour of bats, namely, the bat algorithm (BA) dedicated to perform structural reliability analysis. Design/methodology/approach - Modifications have been embedded to the standard BA to enhance its efficiency, robustness and reliability. In addition, a new adaptive penalty equation dedicated to solve the problem of the determination of the reliability index and a proposition on the limit state formulation are presented. Findings - The comparisons between the improved bat algorithm (iBA) presented in this paper and other standard algorithms on benchmark functions show that the iBA is highly efficient, and the application to structural reliability problems such as the reliability analysis of overhead crane girder proves that results obtained with iBA are highly reliable. Originality/value - A new iBA and an adaptive penalty equation for handling equality constraint are developed to determine the reliability index. In addition, the low computing time and the ease implementation of this method present great advantages from the engineering viewpoint.
机译:目的-一级可靠性方法需要优化算法,以找到法线空间中从原点到极限状态表面的最小距离。本文的目的是开发一种新的启发式新算法的改进版本,该算法受蝙蝠的回声定位行为启发,即专用于执行结构可靠性分析的蝙蝠算法(BA)。设计/方法/方法-修改已嵌入到标准BA中,以增强其效率,鲁棒性和可靠性。此外,提出了一种新的自适应罚分方程,专门用于解决可靠性指标确定的问题,并提出了关于极限状态公式的命题。研究结果-本文提出的改进的bat算法(iBA)与其他标准算法在基准功能上的比较表明,iBA是高效的,并且将其应用于结构可靠性问题,例如高架吊车梁的可靠性分析,证明了结果通过iBA获得的结果非常可靠。原创性/价值-开发了一种新的iBA和用于处理等式约束的自适应惩罚方程,以确定可靠性指标。另外,从工程的角度来看,该方法的低计算时间和容易实现的优点。

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