An Application of Edge Betweenness Centrality in Bi-objective Optimization of Street Networks

被引:0
作者
Chattanachot, Supharoek [1 ]
Guinand, Frederic [1 ]
Lavangnananda, Kittichai [2 ]
机构
[1] Le Havre Normandy Univ, LITIS Lab, Le Havre, France
[2] Luxembourg Univ, Fac Sci Technol & Med, Luxembourg, Luxembourg
来源
COMPLEX NETWORKS & THEIR APPLICATIONS XIII, COMPLEX NETWORKS 2024, VOL 4 | 2025年 / 1190卷
关键词
Bi-objective optimization; Betweenness centrality; Green cities; OpenStreetMap; Reduction of street lanes; Strongly connected weighted graph; Urban network;
D O I
10.1007/978-3-031-82439-5_32
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Due to climate change, earth temperatures are continuously increasing globally and this trend is even more pronounced in cities, where heat islands phenomena pose a danger to public health. At the city level, transforming part of the street surface area into green spaces may be an effective approach for mitigating this climate effect. The main objective of this work is to design new methods for reducing street surfaces under specific distances and strong connectivity constraints. The algorithms developed build Pareto Font for this bi-objective problem. They operate on directed weighted graphs derived from Open-StreetMap. The main contributions are two new algorithms, both based on betweenness centrality, the Iterative Edge Betweenness Centrality (IEBC) and Self-adaptive Iterative Edge Betweenness Centrality (SIEBC). Ten French cities were selected for their various characteristics. In validation, the performances of the two algorithms proposed together with previous methods are compared. S-IEBC is proven superior to all previous methods.
引用
收藏
页码:389 / 401
页数:13
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