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Development of a Flower Pollination Algorithm toolkit in LabVIEW™

机译:在LabVIEW™中开发花授粉算法工具包

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Flower Pollination Algorithm (FPA) is one of the latest evolutionary algorithms (EAs) inspired by the natural process of pollination of flowers. This Paper addresses the development of FPA toolkit in LabVIEW™, a versatile platform provided by National Instruments for test, measurement and control applications. It may be noted that LabVIEW™ has provided only one EA based optimization technique which is Differential Evolution (DE) algorithm named as Global Optimization.vi in its standard package. Since, several new and efficient techniques are available for optimization there is always a need to implement the best optimization technique in LabVIEW™ environment for the benefit of measurement and control engineers. The developed FPA toolkit has been tested on several benchmark test functions and its comparison is also carried out with the standard DE toolkit. Based on the investigations, it has been inferred that FPA toolkit results are better than DE toolkit in terms of convergence rate particularly for higher dimensional optimization problems.
机译:花卉授粉算法(FPA)是受花的自然授粉过程启发而开发的最新进化算法(EA)之一。本文介绍了LabVIEW™中FPA工具包的开发,LabVIEW™是National Instruments提供的用于测试,测量和控制应用程序的通用平台。可能会注意到,LabVIEW™仅提供了一种基于EA的优化技术,该技术是其标准包中名为Global Optimization.vi的差分进化(DE)算法。由于有几种新的高效技术可用于优化,因此始终需要在LabVIEW™环境中实施最佳优化技术,以使测量和控制工程师受益。已开发的FPA工具包已经在多个基准测试功能上进行了测试,并且它的比较也与标准DE工具包进行了比较。根据调查,可以推断出FPA工具包的结果在收敛速度方面优于DE工具包,特别是对于高维优化问题。

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