NOVEL ACCESSIBILITY METRICS BASED ON HIERARCHICAL DECOMPOSITION OF TRANSPORT NETWORKS

IF 0.4 Q4 TRANSPORTATION SCIENCE & TECHNOLOGY Scientific Journal of Silesian University of Technology-Series Transport Pub Date : 2023-03-01 DOI:10.20858/sjsutst.2023.118.10
Divya Kwatra, K. Rao, Vasudha Bhatnagar
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Abstract

Scientific analysis of public transport systems at the urban, regional, and national levels is vital in this contemporary, highly connected world. Quantifying the accessibility of nodes (locations) in a transport network is considered a holistic measure of transportation and land use and an important research area. In recent years, complex networks have been employed for modeling and analyzing the topology of transport systems and services networks. However, the design of network hierarchy-based accessibility measures has not been fully explored in transport research. Thus, we propose a set of three novel accessibility metrics based on the k-core decomposition of the transport network. Core-based accessibility metrics leverage the network topology by eliciting the hierarchy while accommodating variations like travel cost, travel time, distance, and frequency of service as edge weights. The proposed metrics quantify the accessibility of nodes at different geographical scales, ranging from local to global. We use these metrics to compute the accessibility of geographical locations connected by air transport services in India. Finally, we show that the measures are responsive to changes in the topology of the transport network by analyzing the changes in accessibility for the domestic air services network for both pre-covid and post-covid times.
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一种新的基于传输网络层次分解的可达性度量
在这个高度互联的当代世界,对城市、地区和国家层面的公共交通系统进行科学分析至关重要。量化交通网络中节点(位置)的可达性被认为是衡量交通和土地利用的整体指标,也是一个重要的研究领域。近年来,复杂网络已被用于建模和分析运输系统和服务网络的拓扑结构。然而,在交通研究中,基于网络层次结构的可达性措施的设计尚未得到充分探索。因此,我们提出了一组基于传输网络的k核分解的三种新的可达性度量。基于核心的可访问性指标通过引出层次结构来利用网络拓扑,同时将旅行成本、旅行时间、距离和服务频率等变化作为边缘权重。所提出的度量量化了从局部到全局的不同地理尺度上节点的可访问性。我们使用这些指标来计算印度航空运输服务连接的地理位置的可达性。最后,我们通过分析新冠疫情前和新冠疫情后国内航空服务网络可达性的变化,表明这些措施对运输网络拓扑结构的变化做出了反应。
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来源期刊
CiteScore
1.20
自引率
0.00%
发文量
52
审稿时长
20 weeks
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