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HiAccess: High-resolution Accessibility Analysis with High Performance Geographic Information System

Published: 06 November 2018 Publication History

Abstract

Accessibility is an important issue in transport geography, land planning and many other related fields. Accessibility problems become computationally demanding when involving high-resolution requirements. In this demonstration, we present an accessibility analysis toolbox with open source code1, named HiAccess, based on a high performance Geographic Information System, which promotes the performance of geocomputation by leveraging the power of high performance computing. HiAccess demonstrates the striking performance of measuring high-resolution (using 100m x 100m grids) accessibility of a city (in total over 250k grids, roads with 232k segments, 40 facilities) in 1 second without preprocessing, while ArcGIS takes nearly 1 hour to achieve a less satisfactory result.

References

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Ablimit Aji, Fusheng Wang, Hoang Vo, Rubao Lee, Qiaoling Liu, Xiaodong Zhang, and Joel Saltz. 2013. Hadoop gis: a high performance spatial data warehousing system over mapreduce. Proceedings of the VLDB Endowment 6, 11 (2013), 1009--1020.
[2]
Itzhak Benenson, Eran Ben-Elia, Yodan Rofé, and Dmitry Geyzersky. 2017. The benefits of a high-resolution analysis of transit accessibility. International Journal of Geographical Information Science 31, 2 (2017), 213--236.
[3]
Bi Yu Chen, Hui Yuan, Qingquan Li, Donggen Wang, Shih-Lung Shaw, Hui-Ping Chen, and William HK Lam. 2017. Measuring place-based accessibility under travel time uncertainty. International Journal of Geographical Information Science 31, 4 (2017), 783--804.
[4]
Susan L Handy and Debbie A Niemeier. 1997. Measuring accessibility: an exploration of issues and alternatives. Environment and planning A 29, 7 (1997), 1175--1194.
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Walter G. Hansen. 1959. How Accessibility Shapes Land Use. Journal of the American Institute of Planners 25, 2 (1959), 73--76.
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Suxia Liu and Xuan Zhu. 2004. Accessibility analyst: an integrated GIS tool for accessibility analysis in urban transportation planning. Environment and Planning B: Planning and Design 31, 1 (2004), 105--124.
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Enrica Papa and Luca Bertolini. 2015. Accessibility and transit-oriented development in European metropolitan areas. Journal of Transport Geography 47 (2015), 70--83.
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Ke Wang, Nengcheng Chen, Daoqin Tong, Kai Wang, Wei Wang, and Jianya Gong. 2016. Optimizing precipitation station location: a case study of the Jinsha River Basin. International Journal of Geographical Information Science 30, 6 (2016), 1207--1227.

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  1. HiAccess: High-resolution Accessibility Analysis with High Performance Geographic Information System

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        cover image ACM Conferences
        BigSpatial '18: Proceedings of the 7th ACM SIGSPATIAL International Workshop on Analytics for Big Geospatial Data
        November 2018
        68 pages
        ISBN:9781450360418
        DOI:10.1145/3282834
        Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

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        Association for Computing Machinery

        New York, NY, United States

        Publication History

        Published: 06 November 2018

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        Author Tags

        1. Accessibility
        2. Geocomputation
        3. High performance computing

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        • Refereed limited

        Funding Sources

        • National High Technology Development Plan of China
        • National Science and Technology Project of China
        • National Natural Science Foundation of China

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        SIGSPATIAL '18
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        Overall Acceptance Rate 32 of 58 submissions, 55%

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