Prediction of public transportation occupation based on several crowd spots using ordinary kriging method

Pub Date : 2016-01-01 DOI:10.12988/JITE.2016.6723
S. S. Prasetiyowati, Mahmud Imrona, Izzatul Ummah, Y. Sibaroni
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引用次数: 15

Abstract

It is known that traffic congestion problems had occurred more frequently and had become much worse nowadays, not only in big cities but also in smaller cities. Therefore, we are required to find a tool to help us developing an analytical model that can be used to govern a public policy regarding traffic management. In the process of building the system there are several issues that have to be addressed. One of those issues is mostly related with how to determine the public transportation routes, how to determine the type of public transportation, and how to determine the optimal amount of public transportation needed for each route. In this research, we limit our study of public transportation system only in Bandung City area. The problem of determining the route of public transportation system can be solved in several ways, for example, by determining the required amount of public transportation based on the estimation of its occupancy in each route. In this research, we use ordinary kriging method based on spatial analysis, to predict occupancy of the public transportation. We conducted daily observations on weekdays and weekend, to collect the traffic data. The result of our research is a 94 Sri Suryani Prasetiyowati et al. prediction of occupancy of public transportation for each crowd spots area. On the weekdays Gaussian theoretical semivariogram is chosen, whereas on the weekend is spherical. Based on the distribution pattern of the occupancy of public transportation as represented in contour-display figure, we conclude that the average occupancy of public transportation in Bandung City is not optimal. Amount of public transportation mode in Bandung exceed standard of transportation public requirement.
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基于多人群点的普通克里格法公共交通职业预测
众所周知,如今,不仅在大城市,而且在小城市,交通拥堵问题发生得更加频繁,而且变得更加严重。因此,我们需要找到一种工具来帮助我们开发一种分析模型,该模型可用于管理有关交通管理的公共政策。在系统建设过程中,有几个问题需要解决。其中一个问题主要是关于如何确定公共交通路线,如何确定公共交通的类型,以及如何确定每条路线所需的最佳公共交通数量。在本研究中,我们的研究仅限于万隆市区的公共交通系统。确定公共交通系统路线的问题可以用几种方法来解决,例如,通过估计每条路线的占用率来确定公共交通所需的数量。本研究采用基于空间分析的普通克里格方法,对公共交通的占用率进行预测。我们在工作日和周末进行日常观察,收集交通数据。我们的研究结果是1994年Sri Suryani Prasetiyowati等人对每个人群点区域的公共交通占用率的预测。在工作日选择高斯理论半变异函数,而在周末是球形的。根据等高线图所示的公共交通占用率分布格局,得出万隆市公共交通平均占用率并非最优的结论。万隆的公共交通模式数量超过了交通公众的需求标准。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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