一项关于用户自适应导航的研究,利用老年行人的路线评估和步行历史记录纳入他们的偏好

Hiroshi Furukawa, Ryotaro Mine, Suzuna Aoyama
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引用次数: 0

摘要

我们的研究旨在设计一种新的路线规划方法,以满足老年行人的独特需求。我们建立了一个定量模型来捕捉老年用户的特征与其路线偏好之间的关系。此外,我们还评估了一种结合用户偏好评估和步行历史数据的用户适应方法。"可接受的绕行时间 "被用作用户偏好的衡量标准。作为主要计划,我们提出了一种基于用户步行后对路线因素进行评估的方法,并通过经验性步行实验进行了验证,突出了我们方法的可行性。然而,这种方法依赖于用户对每个路线因素的输入,从而引发了对用户便利性的担忧。为了解决这个问题,我们扩展了目标,设计了一种包含步行历史记录的方法,无需用户输入。我们从额外的步行实验中汲取灵感,制定了另一种策略来调整二级计划中可接受的绕行时间。该策略通过比较最短路线和实际行走路线来估算用户对每个路线因素的评价。在我们的实验数据中应用这种方法证明了它的实用性和可行性,但它也揭示了在某些情况下随着更新而加剧的估算误差,这就需要进一步研究以提高我们提出的方法的效率。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A STUDY ON USER-ADAPTIVE NAVIGATION INCORPORATING PREFERENCE OF ELDERLY PEDESTRIANS USING THEIR ROUTE EVALUATION AND WALKING HISTORY
Our study aims to devise a new method for route planning that caters to the distinct needs of elderly pedestrians. We established a quantitative model to capture the relationship between the characteristics of elderly users and their route preferences. Additionally, we evaluated a user adaptation methodology that incorporates user preference assessment and walking history data. “Acceptable detour time” was used as a measure of user preferences. As the primary plan, we suggested a method based on post-walking evaluations of route factors by the user, which was validated through an empirical walking experiment, highlighting the feasibility of our approach. However, this approach relies on user input for each route factor, raising concerns over user convenience. To address this issue, we extended our objective to devise a methodology that incorporates walking history, eliminating the need for user input. Drawing insights from an additional walking experiment, we formulated an alternative strategy for adjusting the acceptable detour time in our secondary plan. This strategy estimates the user's evaluation of each route factor by comparing the shortest route with the actual route walked. Application of this method to our experimental data demonstrated its utility and viability, but it also revealed an exacerbation of estimation error with updates in some situations, requiring further research to enhance the efficiency of our proposed methodology.
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