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基于最多叶子生成树的中国航空网络轴辐结构构建
  • ISSN号:0375-5444
  • 期刊名称:地理学报
  • 时间:2014
  • 页码:1847-1857
  • 分类:TP391.41[自动化与计算机技术—计算机应用技术;自动化与计算机技术—计算机科学与技术]
  • 作者机构:[1]中国科学院地理科学与资源研究所资源与环境信息系统国家重点实验室,北京100101, [2]中国科学院大学资源与环境学院,北京100049
  • 相关基金:国家863计划项目(2012AA12A211,2012AA12A403); 国家自然科学基金项目(41371380,41171296)
  • 相关项目:定性地理空间知识不确定性表达和推理及其在地理信息检索中的应用
中文摘要:

航空网络的轴辐(Hub-Spoke)结构是实现规模经济发展的重要交通运输网络结构,本文为此提出了一种全新的航空网络轴辐结构构建方法。该方法从图论和地理学的角度出发,引入地理距离约束,改进了传统的最多叶子生成树(Maximum Leaf Spanning Tree)算法,直接从现有的中国航空网络中抽取树形轴辐结构形成航空支线网络,然后选取支线网络中度前10的节点作为航空枢纽点,并将枢纽点之间在原图中的航线抽取为航空干线网络,最后将支线网络和干线网络合并形成中国航空网络的轴辐结构。在与相关研究的对比分析中,本文方法虽是从图论角度出发,但构建的中国航空轴辐结构符合实际地理环境,划分支线网络距离阈值的选择更加客观合理,所选的航空枢纽点地理意义更为明显,干支线网络的覆盖度更为全面。

英文摘要:

Aviation hub-spoke structure is an important transportation network to achieve economies of scale development. As regards to its construction, most of methods are proposed by human geography scientists, whose efficiencies are affected by the authors' experience. In this paper, we present a novel graph method to extract hub-spoke structure from aviation network directly, which is more objective and efficient. Taking Chinese aviation network as a case study, we integrate a constraint distance into the conventional maximum leaf spanning tree algorithm to extract tree-shaped hub-spoke structure. The tree-shaped hub- spoke structure forms the branch airlines, and the top 10 degree nodes selected as aviation hubs are Beijing, Shanghai, Guangzhou, Chengdu, Urumqi, Kunming, Xi'an, Changsha, Harbin and Guiyang. The ten hubs dominate other non-hubs in different regions of China. For example, Urumqi dominates Northwest China and Shanghai dominates eastern China. The airlines among the hubs form the trunk airline network, which covers most of China's territory except the southwestern part because of lacking of a powerful hub. The aviation hub- spoke structure is generated by merging the branch airlines and the trunk airline network. Compared with the result of previous research, the hub selection of our method is more reasonable in some cases, such as selecting Harbin instead of Shenyang in Northeast China; the branch airlines and trunk airlines generated by our method have broader coverage; the division of branch and trunk airlines is more objective due to the use of constraint distance. In addition, our hub-spoke structure fits the real geographical situation better than the previous results. To sum up, the contributions of this paper are: (1) developing a novel maximum leaf spanning tree algorithm with distance constraint; (2) proposing a novel aviation hub-spoke structure construction method based on the algorithm; (3) applying the method to extract the hub-spoke structure of Chinese aviation in 2012,

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期刊信息
  • 《地理学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学院
  • 主办单位:中国地理学会 中国科学院地理科学与与资源研究所
  • 主编:刘昌明
  • 地址:北京安外大屯路甲11号
  • 邮编:100101
  • 邮箱:acta@igsnrr.ac.cn
  • 电话:010-64889295
  • 国际标准刊号:ISSN:0375-5444
  • 国内统一刊号:ISSN:11-1856/P
  • 邮发代号:2-109
  • 获奖情况:
  • 国家双奖期刊,中国科学院优秀期刊一等奖
  • 国内外数据库收录:
  • 俄罗斯文摘杂志,荷兰文摘与引文数据库,美国工程索引,日本日本科学技术振兴机构数据库,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国北大核心期刊(2000版)
  • 被引量:64517