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A multiobjective model for generating optimal landmark sequences in pedestrian navigation applications

机译:在行人导航应用中生成最佳地标序列的多目标模型

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摘要

Landmarks provide the most predominant navigational cue for pedestrian navigation. The choice and representation of landmarks require an optimal approach to meet the needs of pedestrians, for example, shorter distances, fewer turns, and easy confirmation. This article proposes a multiobjective model to generate optimal landmark sequences for pedestrian route instructions. This model offers a general approach to meet the diverse needs of pedestrians. A modified ant colony optimization (ACO) algorithm is used to implement the proposed model. This research determined the parameters of the modified ACO algorithm by testing the whole study area using various weight combinations. This article also discusses the optimization process for various cases, for example, different origin-destination (OD) pairs, different pedestrian study areas, the influence of landmark density, and the overall performance comparison in achieving four objectives. Experimental results have confirmed that this proposed model can optimize landmark sequences for pedestrian route instructions.
机译:地标为行人导航提供了最主要的导航提示。地标的选择和表示需要一种最佳方法来满足行人的需求,例如,距离较短,转弯较少且易于确认。本文提出了一种多目标模型来生成用于行人路线指令的最佳地标序列。该模型提供了一种通用的方法来满足行人的各种需求。改进的蚁群算法(ACO)被用来实现该模型。本研究通过使用各种权重组合测试整个研究区域,确定了改进的ACO算法的参数。本文还讨论了针对各种情况的优化过程,例如,不同的起点-目标(OD)对,不同的行人研究区域,地标密度的影响以及实现四个目标的总体性能比较。实验结果证实,该提出的模型可以优化行人路线指令的地标序列。

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