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Multiobjectivisation of the Antenna Positioning Problem

机译:天线定位问题的多目标化

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摘要

Multiobjectivisation is a technique which transforms a mono-objective optimisation problem into a multi-objective one with the aim of avoiding stagnation. The transformation can be performed by the addition of artificial objectives or by the decomposition of the original objective function. Several well-known multiobjectivisation schemes, based on the addition of artificial objectives, are analysed. Also, some novel artificial objectives are suggested. The main advantages of these multiobjectivisation methods are their generality and ease of implementation. Different multiobjectivisation schemes have been applied to the mono-objective version of the Antenna Positioning Problem. Tests have been performed using nsga-ii, one of the most successful MOEAs. The experimental evaluation demonstrates that high quality results can be achieved by multiobjectivisation, when they are compared to the results obtained by the best mono-objective approaches.
机译:多目标化是一种将单目标优化问题转换为多目标问题的技术,目的是避免停滞。可以通过添加人工目标或通过分解原始目标函数来执行转换。基于人工目标的添加,对几种著名的多目标化方案进行了分析。此外,提出了一些新颖的人工物镜。这些多目标化方法的主要优点是通用性和易于实现。不同的多目标化方案已应用于天线定位问题的单目标版本。已使用最成功的MOEA之一nsga-ii进行了测试。实验评估表明,与最佳单目标方法获得的结果相比,多目标化可以实现高质量的结果。

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