{"title":"Complex network analysis of China's domestic air cargo network based on actual flight data","authors":"Linfeng Zhang , Hangjun Yang , Lei Bian","doi":"10.1016/j.tranpol.2025.04.015","DOIUrl":null,"url":null,"abstract":"<div><div>Driven by the rapid development of China's e-commerce and logistics industries, the demand for air cargo has been steadily increasing. This study aims to analyze the spatiotemporal evolution and robustness of China's Air Cargo Network (CACN) using monthly operational data. The research employs complex network theory to examine spatial and temporal dynamics, integrates multiple central indicators for evaluating node importance, and assesses network robustness under various attack scenarios. Our study demonstrates that China's air cargo network faces challenges such as low route execution rates, an unstable structure, and significant cargo flow imbalances—particularly in low-traffic areas. Strategic hubs, such as Urumqi (URC), Kunming (KMG), Hangzhou (HGH), Shenzhen (SZX), and Nanjing (NKG) play vital roles., while the rise of Ezhou Huahu Airport (EHU) alleviates network pressure on major hubs. Moreover, our analysis reveals a distinct differentiation in hub airport roles, with the network exhibiting scale-free and small-world characteristics. The robustness of the network is shown to vary depending on the type of attack strategy employed, underscoring the need for targeted interventions to enhance overall network efficiency and resilience. Key findings reveal that CACN has a low route execution rate and an unstable structure, with significant cargo flow imbalances, especially in low-traffic regions. Additionally, CACN shows scale-free and small-world characteristics, with network robustness varying under different attack strategies. These insights provide a foundation for optimizing the network's efficiency and robustness.</div></div>","PeriodicalId":48378,"journal":{"name":"Transport Policy","volume":"168 ","pages":"Pages 133-156"},"PeriodicalIF":6.3000,"publicationDate":"2025-04-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Transport Policy","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0967070X2500157X","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ECONOMICS","Score":null,"Total":0}
引用次数: 0
Abstract
Driven by the rapid development of China's e-commerce and logistics industries, the demand for air cargo has been steadily increasing. This study aims to analyze the spatiotemporal evolution and robustness of China's Air Cargo Network (CACN) using monthly operational data. The research employs complex network theory to examine spatial and temporal dynamics, integrates multiple central indicators for evaluating node importance, and assesses network robustness under various attack scenarios. Our study demonstrates that China's air cargo network faces challenges such as low route execution rates, an unstable structure, and significant cargo flow imbalances—particularly in low-traffic areas. Strategic hubs, such as Urumqi (URC), Kunming (KMG), Hangzhou (HGH), Shenzhen (SZX), and Nanjing (NKG) play vital roles., while the rise of Ezhou Huahu Airport (EHU) alleviates network pressure on major hubs. Moreover, our analysis reveals a distinct differentiation in hub airport roles, with the network exhibiting scale-free and small-world characteristics. The robustness of the network is shown to vary depending on the type of attack strategy employed, underscoring the need for targeted interventions to enhance overall network efficiency and resilience. Key findings reveal that CACN has a low route execution rate and an unstable structure, with significant cargo flow imbalances, especially in low-traffic regions. Additionally, CACN shows scale-free and small-world characteristics, with network robustness varying under different attack strategies. These insights provide a foundation for optimizing the network's efficiency and robustness.
期刊介绍:
Transport Policy is an international journal aimed at bridging the gap between theory and practice in transport. Its subject areas reflect the concerns of policymakers in government, industry, voluntary organisations and the public at large, providing independent, original and rigorous analysis to understand how policy decisions have been taken, monitor their effects, and suggest how they may be improved. The journal treats the transport sector comprehensively, and in the context of other sectors including energy, housing, industry and planning. All modes are covered: land, sea and air; road and rail; public and private; motorised and non-motorised; passenger and freight.