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Integrating general principles into mixed-integer programming to optimize schematic network maps

delete2019-06-03
delete19
PRE
AI
T
Tian Lan
李
李志琳 (Zhilin Li) *
P
Peng Ti *
DOI:10.1080/13658816.2019.1620237delete
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摘要

摘要

En 中文
Schematic maps are popular for the representation of transport networks. Many automated methods have been developed to generate such maps. In these methods, optimization techniques work with various sets of constraints. Most of these constraints govern geometric properties of individual features. A few constraints address relationships among features, but none explicitly deal with the main structure of an entire network. We believe that preservation of main structure is the most important and preservation of relative relations is helpful. This is because human perception follows a global-to-local process. These constraints have recently been formed into four general principles, with two for global structure and two for relativity of features. This study develops an automated method by integrating these principles into the mixed-integer programming (MIP) framework. Experimental evaluations have been conducted with two sets of real-world transit networks. In comparison to the existing method, the proposed method has smaller fractal dimensions, better computational performance and higher scores in terms of clarity, recognition of major lines, visual simplicity and satisfaction. Therefore, it is concluded that the proposed method can generate schematic maps with improved clarity and aesthetics. The idea in this study is also helpful for the design of other visual representations.
Keyword:
Schematic network maps
general principles for schematic maps
mixed-integer programming (MIP)
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期刊

International Journal of Geographical Information Science 封面图
International Journal of Geographical Information Science
IF:
5.1
论文数:
2.7K
被引数:
1.0W

机构

S
Southwest Jiaotong University
学者数:
3.4K
论文数: 972
被引数: 0
H
Hong Kong Polytechnic University
学者数:
1.5K
论文数: 757
被引数: 6
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引用论文

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