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Surrogacy-Based Maximization of Output Power of a Low-Voltage Vibration Energy Harvesting Device

机译:基于代理的低压振动能量收集装置的输出功率的最大化

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摘要

The coreless microgenerators implemented in electromagnetic vibration energy harvesting devices usually suffer from power deficiency. This can be noticeably improved by optimizing the distribution of separate turns within the armature winding. The purposeful optimization routine developed in this work is based on numerical identification of the turns that contribute most to the electromotive force and the elimination of those with the least contribution in order to reduce the internal impedance of the winding. The associated mixed integer nonlinear programming problem is solved comparatively using three approaches employing surrogate models based on kriging. The results show very good performance of the strategy based on a sequentially refined kriging in terms of the ability to accurately localize extremum and reduction of the algorithm execution time. As a result of optimization, the output power of the system increased by some 300 percent with respect to the initial configuration.
机译:在电磁振动能量收集装置中实现的无芯微生物器通常遭受功率缺乏。通过优化电枢绕组内的分开的分布可以明显改善。本作作品中开发的有目的的优化例程基于对电动势最大的转弯的数值识别以及消除具有最小贡献的人,以减少绕组的内部阻抗。使用基于Kriging的代理模型的三种方法相比,使用了相关的混合整数非线性编程问题。结果基于准确定位极值的能力和算法执行时间的减少的能力,基于顺序精细的Kriging来表现出非常好的策略性能。由于优化,系统的输出功率相对于初始配置增加了约300%。

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