The circular cartogram, also known as the Dorling map, is a widely used tool to visualize statistical data. The circular cartogram represents regions as circles with their sizes in proportion to the statistical values, and these circles are displaced with quality requirements such as no overlaps and contiguity maintenance satisfied. The displacement is a basic operation in cartographic generalization to fulfill map requirements, and many algorithms for map objects' displacements have been introduced. The circles in a circular cartogram can also be considered as map objects. Thus, we develop a new approach by using the elastic beam displacement algorithm in cartographic generalization to displace circles in circular cartogram production. First, the initial circles are generated with their sizes in proportion to the statistical values to avoid huge gaps or overlaps. Second, an elastic beam structure is built as a proximity graph by analyzing the spatial relationships between the circles. Third, the circles violating the quality requirements are considered to have a force on the node of a beam. Fourth, the elastic beam algorithm to achieve global optimization is applied to assign forces for each node to decide the new positions of the circles. Steps 2 to 4 are repeated until a circular cartogram that satisfies the defined quality requirements is obtained. The evaluation results indicate that the circular cartograms generated by the proposed approach have a higher quality for the maintenance of topology relations, contiguities, and relative relations with smaller displacement distances compared to the existing approaches.
翻译:圆形剖面图,也称为多林图,是一个广泛使用的统计数据可视化工具。圆形剖面图代表区域,以其大小与统计值成比例取代圆圈,这些圆圈因质量要求而异,例如没有重叠和毗连维护得到满足。这种移面图是制图总体化的基本操作,以满足地图要求,并引入了地图物体迁移的许多算法。圆形剖面图中的圆也可以被视为地图对象。因此,我们开发了一种新的方法,在制图通则中使用弹性波形移位算法,以取代圆形。首先,最初的圆圈以其大小与统计值成比例生成,以避免巨大的差距或重叠。第二,通过分析圆形之间的空间关系,将缩面图结构作为近距离图构建。第三,违反质量要求的圆圈也被视为在圆形的节点上的力量。第四,为了实现全球优化,将弹性波面移幅算法用于为每个节点指派部队来决定圆形图的新位置。第一,最初的圆形形圈的大小与距离,以避免巨大的距离。步骤2至4,在分析圆形平面关系之前,将调整质量要求重复。