何思曼,宋士济,狄卫国,等. 天牛须算法在优化磁致伸缩换能器中的应用[J]. 中国矿业,2024,33(5):118-126. DOI: 10.12075/j.issn.1004-4051.20230162
    引用本文: 何思曼,宋士济,狄卫国,等. 天牛须算法在优化磁致伸缩换能器中的应用[J]. 中国矿业,2024,33(5):118-126. DOI: 10.12075/j.issn.1004-4051.20230162
    HE Siman,SONG Shiji,DI Weiguo,et al. Application of beetle antennae search in optimization of magnetostrictive transducer[J]. China Mining Magazine,2024,33(5):118-126. DOI: 10.12075/j.issn.1004-4051.20230162
    Citation: HE Siman,SONG Shiji,DI Weiguo,et al. Application of beetle antennae search in optimization of magnetostrictive transducer[J]. China Mining Magazine,2024,33(5):118-126. DOI: 10.12075/j.issn.1004-4051.20230162

    天牛须算法在优化磁致伸缩换能器中的应用

    Application of beetle antennae search in optimization of magnetostrictive transducer

    • 摘要: 磁致伸缩换能器换能效率不高是锚杆无损检测准确度较低的重要原因,确定合适的线圈结构参数对提高换能效率至关重要。基于Comsol多物理场有限元仿真模拟软件建立锚杆无损检测模型,首先,确定不同线圈匝数和不同提离距离对换能效率的影响规律;其次,将天牛须算法和粒子群遗传算法应用于线圈参数的本体优化问题,提出以提高换能器换能效率为优化目标、以线圈匝数和线圈提离距离为自变量的单目标优化设计模型,筛选出最优的线圈结构参数;最后,搭建锚杆无损检测实验平台,将自变量取值范围内的数值分别进行实验验证。研究结果表明:增加线圈的匝数、缩短线圈提离距离可以提高磁致伸缩换能器的换能效率;天牛须算法和粒子群遗传算法优化参数相同且符合仿真得到的影响规律,相比于粒子群遗传算法,天牛须算法原理简单、参数少、运算量少,在处理低维优化问题时具有更大的优越性;实验得到的线圈参数取值与算法优化结果一样,验证了天牛须算法用于锚杆换能器参数优化可靠且快速。

       

      Abstract: The low energy exchange efficiency of magnetostrictive transducer is an important reason for the low accuracy of nondestructive testing of bolt. It is very important to determine the appropriate coil structure parameters to improve the energy exchange efficiency. The nondestructive testing model of bolt is established based on Comsol multi-physical field finite element simulation software. Firstly, the influence law of different coil turns and lifting distance on energy exchange efficiency is determined. Then, the beetle antennae search and particle swarm genetic algorithm are applied to the coil parameter optimization, a single objective optimization design model is proposed, which took improving the energy exchange efficiency of the transducer as the optimization objective and coil turns and coil lifting distance as independent variables, and selects the optimal coil structure parameters. Finally, an experimental platform for nondestructive testing of bolt is built, and the values within the value range of independent variables are verified experimentally. The results show that increasing the number of coil turns and reducing the distance of coil lifting can improve the energy exchange efficiency of magnetostrictive transducer. The optimization parameters of the beetle antennae search and particle swarm genetic algorithm are the same and consistent with the influence law obtained by simulation. Compared with particle swarm genetic algorithm, beetle antennae search has simple principle, fewer parameters and less computation, so it has greater advantages in dealing with low dimensional optimization problems. The values of coil parameters obtained by the experiment are the same as the optimization results of the algorithm, which verifies that the beetle antennae search is reliable and fast for the parameter optimization of the anchor transducer.

       

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