利用手机定位数据寻找最佳运输路线和零售网点位置

IF 0.6 Q4 COMPUTER SCIENCE, SOFTWARE ENGINEERING
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引用次数: 4

摘要

在呼叫详细记录(CDR)方面,人们从一个蜂窝塔覆盖范围转移到另一个蜂窝楼覆盖范围时,他们的数字足迹无处不在。可以对这些庞大而多变的数据进行分析,以发现社会经济发展中有趣的人类流动模式,并使城市管理员能够几乎实时地了解城市居民的日常通勤模式。本文提出了使用这些数据来识别(i)城市中最佳交通路线的技术和算法;(ii)城市中商业可行的零售网点位置。聚合信息被建模为网络,并使用图论方法来导出可行的解决方案。这项工作的主要优点是CDR提供了低成本、实时、无噪声的数据,可以捕捉运动模式的动态变化,因此基于此做出的任何决定都将是恰当和及时的。本研究的唯一局限性是,由于所提出的方法在真实城市拓扑上的实验证明存在保密问题,因此原始CDR数据不可用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Finding Optimal Transport Route And Retail Outlet Location Using Mobile Phone Location Data
People are leaving their digital footprint everywhere as they move from one cell tower coverage to another in terms of Call Detail Records (CDR). This huge and variant data can be analyzed to find interesting human mobility patterns for socio-economic development and allow a city administrator to understand the daily commuting patterns of the city dwellers in almost real-time. This paper proposes the techniques and algorithms that use these data to identify (i) optimal transport routes in a city; (ii) Business viable retail outlet location in a city. The aggregated information has been modeled as a network, and graph-theoretic approaches are used to derive a feasible solution. The main advantage of this work is that CDR provides low cost, real-time, noise-free data that captures the evolving dynamics of the movement patterns, and hence any decision taken based on this will be apt and prompt.The only limitation of this study is the unavailability of raw CDR data due to the confidentiality issue for experimental proof of the proposed methods on a real city topology.
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来源期刊
International Journal of Software Innovation
International Journal of Software Innovation COMPUTER SCIENCE, SOFTWARE ENGINEERING-
CiteScore
1.40
自引率
0.00%
发文量
118
期刊介绍: The International Journal of Software Innovation (IJSI) covers state-of-the-art research and development in all aspects of evolutionary and revolutionary ideas pertaining to software systems and their development. The journal publishes original papers on both theory and practice that reflect and accommodate the fast-changing nature of daily life. Topics of interest include not only application-independent software systems, but also application-specific software systems like healthcare, education, energy, and entertainment software systems, as well as techniques and methodologies for modeling, developing, validating, maintaining, and reengineering software systems and their environments.
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