Optimal Design of a Digital Electromagnetic Actuator Array Using Genetic Algorithm
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摘要: 为了满足四稳态数字电磁执行器阵列具有稳定、独立性及均一性的紧凑化设计需求, 提出了一种基于基因遗传算法的多目标优化设计方法。应用MATLAB建立了执行器阵列的静态磁场分析模型, 并将其用于优化阵列, 使用单目标遗传算法和多目标遗传算法分别对执行器阵列进行了优化并进行优化数据对比, 最后确定了执行器阵列的最终优化设计参数。优化结果表明: 与现有的执行器阵列相比, SRZ目标值提高了38.33%, IF目标值将低了5.78%, VF目标值降低了1.08%。Abstract: In order to satisfy the requirements for stability, independence and homogeneous design of a quad-stable digital electromagnetic actuator array, an optimization approach based on genetic algorithm has been proposed for the optimal design of the actuator array. An analytic model has been first created for static magnetic field analysis of the actuator array based on MATLAB software. Then, single-objective and multi-objective optimizations of the actuator array have been carried out respectively by using this model. The final optimal results have been analyzed and compared with the prototype design configuration. It has been observed that the three optimization objectives, namely Self-return zone, Interaction force and Vibration force, have been improved by 38.33%, 5.78% and 1.08% respectively.
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Key words:
- digital actuator /
- quad-stable /
- genetic algorithm /
- multi-objective optimization
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表 1 执行器单元初始设计参数
磁铁种类 尺寸参数/mm 磁化强度/T MPM 2×2×2 1.45 FPM 2.5×2.5×1.25 1.45 表 2 阵列的设计变量配置
设计变量及单位 含义 设定值范围 B1/T MPM的磁化强度 0.5~1.5 B2/T FPM的磁化强度 0.5~1.5 D1/mm MPM的边长 1.0~4.0 D2/mm FPM的边长 1.0~4.0 Dist1/mm MPM与FPM间距 1.0~5.0 Dist2/mm FPM中心与阵列几何中心间距离 2.0~10.0 表 3 VF单目标优化结果与原型设计参数
参数 VF优化 原型 B1/T 0.56 1.45 B2/T 1.11 1.45 D1/mm 1.13 2.00 D2/mm 2.45 2.50 Dist1/mm 4.89 3.85 Dist2/mm 8.29 4.00 表 4 VF单目标优化结果与原型设计目标值
类别 优化目标 SRZ/μm IF/mN VF/mN VF优化设计 0.00(-) 0.033(+) 0.001(+) 原型数组 26.30 0.174 1.758 表 5 IF单目标优化结果与原型设计参数
参数 IF优化 原型 B1/T 0.98 1.45 B2/T 0.78 1.45 D1/mm 1.79 2.00 D2/mm 1.09 2.50 Dist1/mm 3.19 3.85 Dist2/mm 5.75 4.00 表 6 IF单目标优化结果与原型设计目标值
类别 优化目标 SRZ/μm IF/mN VF/mN IF优化设计 0.00(-) 0.002(+) 0.046(+) 原型数组 26.30 0.174 1.758 表 7 SRZ单目标优化结果与原型设计参数
参数 IF优化 原型 B1/T 1.45 1.45 B2/T 1.49 1.45 D1/mm 1.18 2.00 D2/mm 2.44 2.50 Dist1/mm 1.01 3.85 Dist2/mm 7.49 4.00 表 8 SRZ单目标优化结果与原型设计目标值
类别 优化目标 SRZ/μm IF/mN VF/mN SRZ优化设计 68.1(+) 0.446(-) 0.019(+) 原型数组 26.3 0.174 1.758 表 9 多目标优化结果
序号 优化目标 SRZ/μm IF/mN VF/mN 1 63.9 0.081 1.223 2 54.1 0.583 0.116 3 65.4 0.011 0.211 4 52.4 0.035 0.088 5 52.1 0.995 0.045 6 66.9 0.053 1.558 表 10 最终优化结果与原型设计参数
参数 第3组 原型 B1/T 1.20 1.45 B2/T 1.32 1.45 D1/mm 1.73 2.00 D2/mm 1.47 2.50 Dist1/mm 1.71 3.85 Dist2/mm 8.55 4.00 表 11 优化结果对比
% 类别 优化参数 SRZ IF VF 原型数组 38.62 11.49 0.06 多目标优化设计 76.95 5.71 1.14 SRZ优化设计 100.00 0.45 5.26 IF优化设计 0.00 100 2.17 VF优化设计 0.00 6.06 100.00 -
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