改进黏菌算法在运动洗出中的仿真及实验研究
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中国民航大学 航空工程学院

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TP391

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国家自然科学基金委员会与中国民用航空局联合资助项目(U1733128)。


Improved multi-objective slime mold algorithm to optimize the washing algorithm and simulation experiment
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School of Aircraft Engineering,Civil Aviation University of China

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    摘要:

    洗出算法参数调整对洗出效果有很大影响,针对经典洗出算法参数调整的不足,提出一种改进的多目标黏菌算法,通过此算法对洗出算法进行寻优来找到最优的参数结构。针对标准黏菌算法初始化和局部优化问题,以及对解在非原点的函数寻优效果有限问题,引入Circle混沌精英初始化种群方法,将莱维飞行引入到标准黏菌算法早期位置更新公式中,将基于获取和共享知识算法引入后期更新公式,设计黏菌局部优化策略,引入Pareto非支配排序,构建多目标函数。建立人体感知模型、加速度差值模型、位移模型作为目标函数,对其进行参数优化。最后通过仿真和实验进行验证。结果表明,改善了41.7%相位延迟现象,节省了43.58%运动平台的工作空间,洗出效果得到了有效提升。

    Abstract:

    The parameter adjustment of the washing out algorithm has a great influence on the washing out effect. Aiming at the deficiency of the parameter adjustment of the classical washing out algorithm, an improved multi-objective slime mold algorithm is proposed to find the optimal parameter structure through this algorithm. Aiming at the initialization and local optimization problems of the standard slime mold algorithm, as well as the limited function optimization effect of solutions at non-origin, the Circle chaotic elite initialization population method was introduced, Levi Flight was introduced into the early position update formula of the standard slime mold algorithm, and the algorithm based on acquisition and shared knowledge was introduced into the later update formula, and the slime mold local optimization strategy was designed. Multiple objective functions are constructed by introducing Pareto non-dominated ordering. Human perception model, acceleration difference model and displacement model are established as objective functions, and their parameters are optimized. Finally, it is verified by simulation and experiment. The results show that the phase delay is improved by 41.7%, the working space of the motion platform is saved by 43.58%, and the washing effect is effectively improved.

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  • 收稿日期:2023-08-07
  • 最后修改日期:2023-08-30
  • 录用日期:2023-09-05
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