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首页> 外文期刊>Systems Science & Control Engineering >Tuning of optimal fractional-order PID controller using an artificial bee colony algorithm
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Tuning of optimal fractional-order PID controller using an artificial bee colony algorithm

机译:利用人工蜂群算法优化最优分数阶PID控制器

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摘要

In this paper, the design of fractional-order PID controller is considered in order to minimize certain performance indices such as integral absolute error, integral square error and integral time absolute error. The design-construction leads to a high-dimensional, multi-modal, complex optimization problem which is difficult to solve analytically. We show that it can be solved heuristically using an artificial bee colony (ABC) algorithm, which is a recently emerged ‘stochastic’ technique inspired from the intelligent foraging behavior of honey bee swarm. For the numerical examples under consideration, we further compare the performance of ABC with a ‘deterministic’ Nelder–Mead simplex algorithm.
机译:在本文中,为了最小化某些性能指标(例如积分绝对误差,积分平方误差和积分时间绝对误差),考虑了分数阶PID控制器的设计。设计构造导致了高维,多模态,复杂的优化问题,很难通过解析来解决。我们展示了可以使用人工蜂群(ABC)算法通过启发式方法解决该问题,这是一种新近出现的“随机”技术,灵感来自蜜蜂群的智能觅食行为。对于所考虑的数值示例,我们进一步将ABC的性能与“确定性”的Nelder-Mead单纯形算法进行比较。

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