首页> 外文会议>Proceedings of the 13th International Symposium on Structural Engineering >A DISCRETE FIREFLY ALGORITHM FOR OPTIMAL WIRELESS SENSOR PLACEMENT IN STRUCTURAL HEALTH MONITORING
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A DISCRETE FIREFLY ALGORITHM FOR OPTIMAL WIRELESS SENSOR PLACEMENT IN STRUCTURAL HEALTH MONITORING

机译:结构健康监测中最优无线传感器位置的离散全算法

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Wireless sensor networks(WSNs)have been widely used in structural health monitoring(SHM)for their attractive features such as low cost,high efficiency,and flexibility.The optimal wireless sensor placement in SHM has much difference with traditional tethered sensors.This paper presents a new method to extract the optimal wireless sensor configuration for SHM.An objective function that is a trade-off between the linear dependence of identified mode shapes and the connectivity of WSNs is proposed.A discrete firefly algorithm(DFA)that is based on the basic firefly algorithm(FA)with continuous variable is developed to solve this complicated optimization problem.Some improvements like the one-dimensional binary coding system,the Hamming distance and a parthenogenesis movement scheme are introduced to make the underlying concept of FA applicable in OWSP.A numerical experiment using a long-span suspension bridge demonstrates that the DFA can find the optimal wireless sensor configuration with high dependence of identified mode shapes and good connectivity of the WSN.The effectiveness of the proposed method is validated.
机译:无线传感器网络(WSNs)具有成本低,效率高,灵活性强等特点,已被广泛应用于结构健康监测(SHM)中。无线传感器网络在无线传感器网络中的最佳放置方式与传统的系留传感器有很大差异。提出了一种提取SHM最优无线传感器配置的新方法。提出了一种目标函数,该目标函数是在已识别模式形状的线性相关性与WSN的连通性之间进行权衡。一种基于萤火虫的离散萤火虫算法(DFA)为了解决这一复杂的优化问题,开发了具有连续变量的基本萤火虫算法(FA)。引入了一些改进措施,例如一维二进制编码系统,汉明距离和孤雌运动方案,使FA的基本概念适用于OWSP。使用大跨度悬索桥进行的数值实验表明,DFA可以找到最佳的无线传感器配置,高度依赖于已识别的模式形状和WSN的良好连通性。验证了所提方法的有效性。

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