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G2SFCA-RRE

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Workflow for the following paper:

Elevating the RRE framework for Geospatial Analysis with Visual Programming Platforms: An Exploration with Geospatial Analytics Extension for KNIME

Lingbo Liu , Fahui Wang*,Xiaokang Fu, Tobias Koetter ,Kevin Sturm, Weihe Wendy Guan, Shuming Bao

A specific use case was introduced to demonstrate the practical application of the Geospatial Analytics Extension for KNIME, aiming to validate its efficacy through textbook replication and a focused study on spatial accessibility.

Anchored in the RRE framework, we present a case study detailing spatial accessibility to hospitals within East Baton Rouge Parish (Baton Rouge). The study evaluates access for residents across varying census block groups to five acute hospitals. Data pinpointing the location and bed capacity of these hospitals is sourced from the Louisiana Hospital Association's 2021 directory. Supplementary data concerning census block groups, including population demographics and road networks in EBRP, is informed by the 2020 Census.

KNIME workflow for G2SFCA based on an RRE framework-1

3 Join 2 Travel Cost 1 Reading Data 4 DistanceDecay 5 Accessibility Scoring 6 Visualization Node 1Read Demand dataNode 2Read Supply dataNode 3Assign IDNode 4Assign IDNode 6Node 9Node 5Node 7Read Road dataNode 8Node 122SFCANode 15Gravity ModelNode 14Exponential ModelNode 13E2SFCANode 16Hybrid ModelNode 10Attach PopulationNode 11Attatch BedsizeNode 17Calcualte DK f(dkj)Node 18SummarizeDK f(d kj)Node 19Attatch∑DK f(d kj)Node 20Calcualte S f(d) / ∑DK f(d kj)Node 21SummarizeS f(d) / ∑DK f(d kj)Function ComparisionTravel costComparisionNode 22Read BasemapNode 23Attach accessibility scoreNode 24VisualizationGeoFile Reader GeoFile Reader Math Formula Math Formula Euclidean Distance Google DistanceMatrix OSRM DistanceMatrix GeoFile Reader Road NetworkDistance Matrix Math Formula Math Formula Math Formula Rule Engine Rule Engine Joiner Joiner Math Formula GroupBy Joiner Math Formula GroupBy Component 2 Component 1 GeoFile Reader Joiner Geospatial View 3 Join 2 Travel Cost 1 Reading Data 4 DistanceDecay 5 Accessibility Scoring 6 Visualization Node 1Read Demand dataNode 2Read Supply dataNode 3Assign IDNode 4Assign IDNode 6Node 9Node 5Node 7Read Road dataNode 8Node 122SFCANode 15Gravity ModelNode 14Exponential ModelNode 13E2SFCANode 16Hybrid ModelNode 10Attach PopulationNode 11Attatch BedsizeNode 17Calcualte DK f(dkj)Node 18SummarizeDK f(d kj)Node 19Attatch∑DK f(d kj)Node 20Calcualte S f(d) / ∑DK f(d kj)Node 21SummarizeS f(d) / ∑DK f(d kj)Function ComparisionTravel costComparisionNode 22Read BasemapNode 23Attach accessibility scoreNode 24VisualizationGeoFile Reader GeoFile Reader Math Formula Math Formula Euclidean Distance Google DistanceMatrix OSRM DistanceMatrix GeoFile Reader Road NetworkDistance Matrix Math Formula Math Formula Math Formula Rule Engine Rule Engine Joiner Joiner Math Formula GroupBy Joiner Math Formula GroupBy Component 2 Component 1 GeoFile Reader Joiner Geospatial View

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