Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore
Planning for civic amenities in a fast-changing urban setting such as Singapore is never an easy task. And as urban planners look toward more data-driven approaches toward urban planning, so grows the demand for more flexible geospatial analytics tools to facilitate a more iterative and granular app...
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sg-smu-ink.sis_research-88372023-06-15T05:34:43Z Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore SIEW, Xue Qian Jazreel KOH, Sean Jia Ming Planning for civic amenities in a fast-changing urban setting such as Singapore is never an easy task. And as urban planners look toward more data-driven approaches toward urban planning, so grows the demand for more flexible geospatial analytics tools to facilitate a more iterative and granular approach toward urban planning. Such specific tools however, are not always readily available as plugins for traditional desktop GIS software, as numerous customizations must be made to model specific temporal planning scenarios for quick analysis, which could prove both costly and time-consuming. Hence, to address this need, open-source tools such as R Shiny could be used to rapidly prototype and test urban planning models, in an iterative fashion. To demonstrate how this could be done, we developed a proof-of-concept that aims to provide urban planners with an open-source, interactive geospatial analytics tool to help optimize the placement of amenities and services through K-means clustering, making them as accessible as possible to the city residents they serve. The platform also allows planners to compare the accessibility of the existing amenities and services, against a suggested set of optimized amenity locations, using the Hansen Accessibility Score as a measure of accessibility. This allows planners a tangible grasp on how much of an impact and improvement a relocation of amenities could make for the residents served. This paper details our research and development efforts to design and implement an open-source web-based geospatial tool for supporting the analysis of the accessibility of amenities and services. 2018-11-01T07:00:00Z text application/pdf https://ink.library.smu.edu.sg/sis_research/7834 info:doi/10.1145/3274895.3282798 https://ink.library.smu.edu.sg/context/sis_research/article/8837/viewcontent/Centroid_Amenities_av.pdf http://creativecommons.org/licenses/by-nc-nd/4.0/ Research Collection School Of Computing and Information Systems eng Institutional Knowledge at Singapore Management University Amenities Geospatial analytics K-means clustering R shiny Urban planning Geographic Information Sciences Numerical Analysis and Scientific Computing Urban Studies and Planning |
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Amenities Geospatial analytics K-means clustering R shiny Urban planning Geographic Information Sciences Numerical Analysis and Scientific Computing Urban Studies and Planning SIEW, Xue Qian Jazreel KOH, Sean Jia Ming Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
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Planning for civic amenities in a fast-changing urban setting such as Singapore is never an easy task. And as urban planners look toward more data-driven approaches toward urban planning, so grows the demand for more flexible geospatial analytics tools to facilitate a more iterative and granular approach toward urban planning. Such specific tools however, are not always readily available as plugins for traditional desktop GIS software, as numerous customizations must be made to model specific temporal planning scenarios for quick analysis, which could prove both costly and time-consuming. Hence, to address this need, open-source tools such as R Shiny could be used to rapidly prototype and test urban planning models, in an iterative fashion. To demonstrate how this could be done, we developed a proof-of-concept that aims to provide urban planners with an open-source, interactive geospatial analytics tool to help optimize the placement of amenities and services through K-means clustering, making them as accessible as possible to the city residents they serve. The platform also allows planners to compare the accessibility of the existing amenities and services, against a suggested set of optimized amenity locations, using the Hansen Accessibility Score as a measure of accessibility. This allows planners a tangible grasp on how much of an impact and improvement a relocation of amenities could make for the residents served. This paper details our research and development efforts to design and implement an open-source web-based geospatial tool for supporting the analysis of the accessibility of amenities and services. |
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SIEW, Xue Qian Jazreel KOH, Sean Jia Ming |
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SIEW, Xue Qian Jazreel KOH, Sean Jia Ming |
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SIEW, Xue Qian Jazreel |
title |
Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
title_short |
Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
title_full |
Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
title_fullStr |
Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
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Centroid-amenities: An interactive visual analytical tool for exploring and analyzing amenities in Singapore |
title_sort |
centroid-amenities: an interactive visual analytical tool for exploring and analyzing amenities in singapore |
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Institutional Knowledge at Singapore Management University |
publishDate |
2018 |
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https://ink.library.smu.edu.sg/sis_research/7834 https://ink.library.smu.edu.sg/context/sis_research/article/8837/viewcontent/Centroid_Amenities_av.pdf |
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