Journal
IEEE ACCESS
Volume 11, Issue -, Pages 110596-110614Publisher
IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/ACCESS.2023.3322361
Keywords
Spatiotemporal data visualization; density mapping; change frequency heatmap; network topology
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This paper introduces a novel method called Temporal Topology Density Map (TTDM) to represent 2D spatial data with temporal variations in a 2D continuous spatial space constrained by a topology. The method combines topological density maps with Change Frequency Heatmap (CFH) to provide an intuitive visualization for analyzing spatiotemporal data changes over time. The effectiveness of the proposed method is demonstrated through two case studies.
Spatiotemporal data visualization is of paramount importance in several applications, especially for analyzing urban mobility data encoded on topologies. This paper introduces a novel solution, called Temporal Topology Density Map (TTDM), to represent 2D discrete spatial data with temporal variations into a 2D continuous spatial space constrained by a topology. The proposed approach combines topological density maps with Change Frequency Heatmap (CFH) to convey visual information regarding temporal changes, leading to a new visualization method. Two case studies related to the analysis of response time associated with emergency services and walkability changes over time in specific areas of interest demonstrated the effectiveness of TTDM in challenging scenarios. The proposed solution provides an intuitive visualization for supporting the accurate analysis of spatiotemporal data changes over time using topology density maps.
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