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How did COVID-19 impact air transportation? A first peek through the lens of complex networks

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  1. Wu, Tsung-Pao & Zheng, Yi & Wu, Hung-Che & Deng, Ruixin, 2024. "The causal relationship between the COVID-19, Delta and Omicron pandemic and the air transport industry: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 116(C).
  2. Tolcha, Tassew Dufera, 2023. "The state of Africa's air transport market amid COVID-19, and forecasts for recovery," Journal of Air Transport Management, Elsevier, vol. 108(C).
  3. Su, Min & Hu, Baoyang & Luan, Weixin & Tian, Chuang, 2022. "Effects of COVID-19 on China's civil aviation passenger transport market," Research in Transportation Economics, Elsevier, vol. 96(C).
  4. Warnock-Smith, David & Graham, Anne & O'Connell, John F. & Efthymiou, Marina, 2021. "Impact of COVID-19 on air transport passenger markets: Examining evidence from the Chinese market," Journal of Air Transport Management, Elsevier, vol. 94(C).
  5. Zhu, Yipeng & Ng, Kam K.H., 2025. "Spatial temporal modelling of air traffic network evolution and resilience enhancement in response to the dynamic coupling of propagation outbreaks," Journal of Transport Geography, Elsevier, vol. 123(C).
  6. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2023. "A data-driven analysis of the aviation recovery from the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 109(C).
  7. MAMATZAKIS, emmanuel & MAMATZAKIS, E, 2022. "Understanding the impact of travel on wellbeing: evidence for Great Britain during the pandemic," MPRA Paper 112974, University Library of Munich, Germany.
  8. Ostroumov, Ivan & Ivannikova, Viktoriia & Kuzmenko, Nataliia & Zaliskyi, Maksym, 2025. "Impact analysis of Russian-Ukrainian war on airspace," Journal of Air Transport Management, Elsevier, vol. 124(C).
  9. Truong, Dothang, 2021. "Estimating the impact of COVID-19 on air travel in the medium and long term using neural network and Monte Carlo simulation," Journal of Air Transport Management, Elsevier, vol. 96(C).
  10. Liu, Anyu & Kim, Yoo Ri & O'Connell, John Frankie, 2021. "COVID-19 and the aviation industry: The interrelationship between the spread of the COVID-19 pandemic and the frequency of flights on the EU market," Annals of Tourism Research, Elsevier, vol. 91(C).
  11. Zhang, Hanxiang & Czerny, Achim I. & Grimme, Wolfgang & Niemeier, Hans-Martin, 2023. "The big three EU Low Cost Carriers before and during the Covid-19 pandemic: Network overlaps and airfare effects," Research in Transportation Economics, Elsevier, vol. 97(C).
  12. Yin, Chuanzhong & Zeng, Lingyong & Fu, Xiaowen & Zhong, Meisu, 2025. "Transition of multimodal transport network under different carbon price scenarios," Transport Policy, Elsevier, vol. 164(C), pages 1-26.
  13. Xue, Dabin & Liu, Zhizhao & Wang, Bing & Yang, Jian, 2021. "Impacts of COVID-19 on aircraft usage and fuel consumption: A case study on four Chinese international airports," Journal of Air Transport Management, Elsevier, vol. 95(C).
  14. Yiu, Cho Yin & Ng, Kam K.H. & Yu, Simon C.M. & Yu, Chun Wah, 2022. "Sustaining aviation workforce after the pandemic: Evidence from Hong Kong aviation students toward skills, specialised training, and career prospects through a mixed-method approach," Transport Policy, Elsevier, vol. 128(C), pages 179-192.
  15. Mueller, Falko, 2022. "Examining COVID-19-triggered changes in spatial connectivity patterns in the European air transport network up to June 2021," Research in Transportation Economics, Elsevier, vol. 94(C).
  16. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "Technological and educational challenges towards pandemic-resilient aviation," Transport Policy, Elsevier, vol. 114(C), pages 104-115.
  17. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2024. "An analysis of the context factors influencing the diverse response of airports to COVID-19 using panel and group regression," Transportation Research Part A: Policy and Practice, Elsevier, vol. 179(C).
  18. Yu, Meng & Chen, Zhenhua, 2021. "The effect of aviation responses to the control of imported COVID-19 cases," Journal of Air Transport Management, Elsevier, vol. 97(C).
  19. Cesar Guevara & Diego Bonilla, 2021. "Algorithm for Preventing the Spread of COVID-19 in Airports and Air Routes by Applying Fuzzy Logic and a Markov Chain," Mathematics, MDPI, vol. 9(23), pages 1-18, November.
  20. Wu, Xiangru & Wang, Kun & Fu, Xiaowen & Dong, Kangyin & Sun, Xiaoqian & Hoon Oum, Tae, 2025. "How does COVID-19 pandemic affect airline’s route choice and market contact? − Full-service carriers vs. low-cost carriers in China," Transportation Research Part A: Policy and Practice, Elsevier, vol. 191(C).
  21. Pawel Hydzik & Mariola Nycz & Marek Sobolewski, 2021. "An Estimation of the Number of Lost Airport Passenger Services as a Result of the Covid-19 Pandemic in Poland," European Research Studies Journal, European Research Studies Journal, vol. 0(4 - Part ), pages 753-762.
  22. Su-Hsin Lee & Hsiao-Ting Kao & Pei-Chen Kung, 2022. "Staying at Work? The Impact of Social Support on the Perception of the COVID-19 Epidemic and the Mediated Moderating Effect of Career Resilience in Tourism," Sustainability, MDPI, vol. 14(9), pages 1-20, May.
  23. Yan Zhang & Nengcheng Chen & Wenying Du & Shuang Yao & Xiang Zheng, 2020. "A New Geo-Propagation Model of Event Evolution Chain Based on Public Opinion and Epidemic Coupling," IJERPH, MDPI, vol. 17(24), pages 1-18, December.
  24. Li, Chi & Mao, Jianfeng & Li, Lingyi & Wu, Jingxuan & Zhang, Lianmin & Zhu, Jianyu & Pan, Zibin, 2024. "Flight delay propagation modeling: Data, Methods, and Future opportunities," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 185(C).
  25. Mutascu, Mihai & Sokic, Alexandre, 2023. "Air transportation under COVID-19 pandemic restrictions: A wavelet analysis," Transport Policy, Elsevier, vol. 139(C), pages 155-181.
  26. Jing, Fei & Zhang, Zhong & Wu, Jian-Liang & Hu, Die & Zhang, Zi-Ke, 2025. "Quantifying and predicting evolutionary networks," Chaos, Solitons & Fractals, Elsevier, vol. 191(C).
  27. He, Hang & Wu, Hanjun & Tsui, Kan Wai Hong & Wang, Biao & Fu, Xiaowen, 2024. "Spatiotemporal evolution of air cargo networks and its impact on economic development - An analysis of China's domestic market before and during the COVID-19 pandemic," Journal of Transport Geography, Elsevier, vol. 117(C).
  28. Min Su & Baoyang Hu & Yipeng Jiang & Zhenchao Zhang & Zeyang Li, 2022. "Relationship between the Chinese Main Air Transport Network and COVID-19 Pandemic Transmission," Mathematics, MDPI, vol. 10(13), pages 1-17, July.
  29. Elif Bozkaya & Levent Eriskin & Mumtaz Karatas, 2023. "Data analytics during pandemics: a transportation and location planning perspective," Annals of Operations Research, Springer, vol. 328(1), pages 193-244, September.
  30. Li, Siping & Xu, Gangyan & Zhou, Yaoming, 2023. "How air transport networks respond to long-lasting disruptive events like COVID-19: The first step toward long-term resilience," Transportation Research Part A: Policy and Practice, Elsevier, vol. 177(C).
  31. Kurnaz Salim & Rodrigues Antonio, 2022. "The Perspectives of the Air Transport Market in Turkey During Covid-19 Pandemic," Management Theory and Studies for Rural Business and Infrastructure Development, Sciendo, vol. 44(2), pages 235-243, June.
  32. Li, Tao & Rong, Lili & Zhang, Anming, 2021. "Assessing regional risk of COVID-19 infection from Wuhan via high-speed rail," Transport Policy, Elsevier, vol. 106(C), pages 226-238.
  33. Choi, Youngran & Zou, Li & Dresner, Martin, 2022. "The effects of air transport mobility and global connectivity on viral transmission: Lessons learned from Covid-19 and its variants," Transport Policy, Elsevier, vol. 127(C), pages 22-30.
  34. Gui, Dongdong & Le, Meilong & Huang, Zhouchun & Zhang, Junfeng & D’Ariano, Andrea, 2023. "Optimal aircraft arrival scheduling with continuous descent operations in busy terminal maneuvering areas," Journal of Air Transport Management, Elsevier, vol. 107(C).
  35. Folke, Filippa & Melin, Marika, 2024. "Ramp-up in the air: Impairing or repairing aviation crews’ working conditions? A mixed-methods survey study on working conditions, health, and safety among cabin crew and pilots in Europe," Journal of Air Transport Management, Elsevier, vol. 119(C).
  36. Zhang, Linfeng & Yang, Hangjun & Wang, Kun & Bian, Lei & Zhang, Xian, 2021. "The impact of COVID-19 on airline passenger travel behavior: An exploratory analysis on the Chinese aviation market," Journal of Air Transport Management, Elsevier, vol. 95(C).
  37. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2021. "On the degree of synchronization between air transport connectivity and COVID-19 cases at worldwide level," Transport Policy, Elsevier, vol. 105(C), pages 115-123.
  38. Jiang, Yirui & Tran, Trung Hieu & Williams, Leon, 2023. "Machine learning and mixed reality for smart aviation: Applications and challenges," Journal of Air Transport Management, Elsevier, vol. 111(C).
  39. repec:ers:journl:v:xxiv:y:2021:i:2:p:523-535 is not listed on IDEAS
  40. Taoudi, Lamiae & Tajik, Nazanin & Ermagun, Alireza, 2025. "Crash landing: Flight price elasticity induced by pandemic across America," Journal of Air Transport Management, Elsevier, vol. 124(C).
  41. Sun, Long Long & Hu, Ya Peng & Zhu, Chen Ping, 2023. "Scaling invariance in domestic passenger flight delays in the United States," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 611(C).
  42. Zheng, Shiyuan & Wang, Kun & Jiang, Changmin, 2024. "Converting passenger aircraft into cargo planes under volatile market demand," Transportation Research Part A: Policy and Practice, Elsevier, vol. 181(C).
  43. Sun, Xiaoqian & Wandelt, Sebastian & Zheng, Changhong & Zhang, Anming, 2021. "COVID-19 pandemic and air transportation: Successfully navigating the paper hurricane," Journal of Air Transport Management, Elsevier, vol. 94(C).
  44. SangRyeong Lee & Jin-Woo Park & Sukhoon Chung, 2022. "The Effects of Corporate Social Responsibility on Corporate Reputation: The Case of Incheon International Airport," Sustainability, MDPI, vol. 14(17), pages 1-19, September.
  45. Güner, Samet & Antunes, Jorge Junio Moreira & Seçkin Codal, Keziban & Wanke, Peter, 2024. "Network centrality driven airport efficiency: A weight-restricted network DEA," Journal of Air Transport Management, Elsevier, vol. 116(C).
  46. Hanson, Daniel & Toru Delibasi, Tuba & Gatti, Matteo & Cohen, Shamai, 2022. "How do changes in economic activity affect air passenger traffic? The use of state-dependent income elasticities to improve aviation forecasts," Journal of Air Transport Management, Elsevier, vol. 98(C).
  47. Gudmundsson, S.V. & Cattaneo, M. & Redondi, R., 2021. "Forecasting temporal world recovery in air transport markets in the presence of large economic shocks: The case of COVID-19," Journal of Air Transport Management, Elsevier, vol. 91(C).
  48. Monika Blišťanová & Michaela Tirpáková & Ľubomíra Brůnová, 2021. "Overview of Safety Measures at Selected Airports during the COVID-19 Pandemic," Sustainability, MDPI, vol. 13(15), pages 1-14, July.
  49. Andreana, Gianmarco & Gualini, Andrea & Martini, Gianmaria & Porta, Flavio & Scotti, Davide, 2021. "The disruptive impact of COVID-19 on air transportation: An ITS econometric analysis," Research in Transportation Economics, Elsevier, vol. 90(C).
  50. Czerny, Achim I. & Fu, Xiaowen & Lei, Zheng & Oum, Tae H., 2021. "Post pandemic aviation market recovery: Experience and lessons from China," Journal of Air Transport Management, Elsevier, vol. 90(C).
  51. Dube, Kaitano & Nhamo, Godwell & Chikodzi, David, 2021. "COVID-19 pandemic and prospects for recovery of the global aviation industry," Journal of Air Transport Management, Elsevier, vol. 92(C).
  52. Li, Xiangxi & Li, Yuhan & Feng, Minyu & Kurths, Jürgen, 2024. "Effect of antibody levels on the spread of disease in multiple infections," Chaos, Solitons & Fractals, Elsevier, vol. 185(C).
  53. Zhang, Yahua & Zhang, Anming, 2021. "COVID-19 and bailout policy: The case of Virgin Australia," Transport Policy, Elsevier, vol. 114(C), pages 174-181.
  54. Xiaoqian Sun & Sebastian Wandelt, 2021. "Robustness of Air Transportation as Complex Networks:Systematic Review of 15 Years of Research and Outlook into the Future," Sustainability, MDPI, vol. 13(11), pages 1-19, June.
  55. Hu, Yue & Dai, Liang & Fuellhart, Kurt & Witlox, Frank, 2024. "Examining competition among airline regarding route portfolios at domestic hubs under government regulation: The case of China's aviation market," Journal of Air Transport Management, Elsevier, vol. 116(C).
  56. Olivares, Felipe & Sun, Xiaoqian & Wandelt, Sebastian & Zanin, Massimiliano, 2023. "Measuring landing independence and interactions using statistical physics," Transportation Research Part E: Logistics and Transportation Review, Elsevier, vol. 170(C).
  57. Rizwan, Muhammad Suhail & Ahmad, Ghufran & Ashraf, Dawood, 2022. "Systemic risk, Islamic banks, and the COVID-19 pandemic: An empirical investigation," Emerging Markets Review, Elsevier, vol. 51(PB).
  58. Kuo, Pei-Fen & Brawiswa Putra, I Gede & Setiawan, Faizal Azmi & Wen, Tzai-Hung & Chiu, Chui-Sheng & Sulistyah, Umroh Dian, 2022. "The impact of the COVID-19 pandemic on O-D flow and airport networks in the origin country and in Northeast Asia," Journal of Air Transport Management, Elsevier, vol. 100(C).
  59. Chen, Yilin & Yang, Hangjun & Wang, Kun & Guo, Lin, 2022. "Intercity network expansion by low-cost carrier or high-speed rail, from the environmental perspective," Journal of Air Transport Management, Elsevier, vol. 104(C).
  60. Choi, Jong Hae, 2021. "Changes in airport operating procedures and implications for airport strategies post-COVID-19," Journal of Air Transport Management, Elsevier, vol. 94(C).
  61. Chandra, Aitichya & Choubey, Nipun & Verma, Ashish & Sooraj, K.P., 2024. "Quasi-stochastic optimization model for time-based arrival scheduling considering Standard Terminal Arrival (STAR) track time and a new delay-conflict relationship," Journal of Air Transport Management, Elsevier, vol. 115(C).
  62. Dey Tirtha, Sudipta & Bhowmik, Tanmoy & Eluru, Naveen, 2022. "An airport level framework for examining the impact of COVID-19 on airline demand," Transportation Research Part A: Policy and Practice, Elsevier, vol. 159(C), pages 169-181.
  63. Su, Junbiao & Wu, Hanjun & Tsui, Kan Wai Hong & Fu, Xiaowen & Lei, Zheng, 2023. "Aviation resilience during the COVID-19 pandemic: A case study of the European aviation market," Transportation Research Part A: Policy and Practice, Elsevier, vol. 177(C).
  64. Agnieszka Barczak & Izabela Dembińska & Dorota Rozmus & Katarzyna Szopik-Depczyńska, 2022. "The Impact of COVID-19 Pandemic on Air Transport Passenger Markets-Implications for Selected EU Airports Based on Time Series Models Analysis," Sustainability, MDPI, vol. 14(7), pages 1-19, April.
  65. Rosa Caiazza & Phillip Phan & Erik Lehmann & Henry Etzkowitz, 2021. "An absorptive capacity-based systems view of Covid-19 in the small business economy," International Entrepreneurship and Management Journal, Springer, vol. 17(3), pages 1419-1439, September.
  66. Liao, Weijun & Wang, Chunan, 2021. "Airline emissions charges and airline networks," Journal of Air Transport Management, Elsevier, vol. 92(C).
  67. Sun, Xiaoqian & Wandelt, Sebastian & Zhang, Anming, 2022. "Ghostbusters: Hunting abnormal flights in Europe during COVID-19," Transport Policy, Elsevier, vol. 127(C), pages 203-217.
  68. Güner, Samet & Seçkin Codal, Keziban, 2024. "Airport productivity and network centrality in the pandemic outbreak: Lessons from the Turkish airports," Journal of Air Transport Management, Elsevier, vol. 115(C).
  69. Yusuke Kitamura & Selim Karkour & Yuki Ichisugi & Norihiro Itsubo, 2020. "Evaluation of the Economic, Environmental, and Social Impacts of the COVID-19 Pandemic on the Japanese Tourism Industry," Sustainability, MDPI, vol. 12(24), pages 1-22, December.
  70. Xi Wu & Adam Blake, 2023. "The Impact of the COVID-19 Crisis on Air Travel Demand: Some Evidence From China," SAGE Open, , vol. 13(1), pages 21582440231, January.
  71. Assel Kydyrbekova & Kulyash Meiramkulova & Aliya Kydyrbekova & Timoth Mkilima, 2024. "Exploring the nexus of innovation management, ultraviolet irradiation, and business scale: implications for sustainable fruit and vegetable preservation during the COVID-19 era," Journal of Innovation and Entrepreneurship, Springer, vol. 13(1), pages 1-27, December.
  72. Alla Kammerdiner & Alexander Semenov & Eduardo L. Pasiliao, 2023. "Flight from COVID-19: Multiscale and Multilayer Analyses of the Epidemic-Induced Network Adaptations," SN Operations Research Forum, Springer, vol. 4(2), pages 1-22, June.
  73. Chen, Yuting & Fuellhart, Kurt & Grubesic, Tony H. & Zhang, Shengrun & Witlox, Frank, 2023. "Diverging spatiotemporal responses to COVID-19Â by airports: Evidence from China," Journal of Air Transport Management, Elsevier, vol. 113(C).
  74. Kim, Myeonghyeon & Sohn, Jeongwoong, 2022. "Passenger, airline, and policy responses to the COVID-19 crisis: The case of South Korea," Journal of Air Transport Management, Elsevier, vol. 98(C).
  75. Zhang, Lu & Gong, Jiaying & Yang, Yu, 2025. "How has the COVID-19 pandemic reshaped the aviation network? A comparative pre- and during-pandemic analysis," Transport Policy, Elsevier, vol. 160(C), pages 228-244.
  76. Jayles, Bertrand & Cheong, Siew Ann & Herrmann, Hans J., 2022. "Modeling the resilience of social networks to lockdowns regarding the dynamics of meetings," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 602(C).
  77. Budd, Thomas & Suau-Sanchez, Pere & Halpern, Nigel & Mwesiumo, Deodat & Bråthen, Svein, 2021. "An assessment of air passenger confidence a year into the COVID-19 crisis: A segmentation analysis of passengers in Norway," Journal of Transport Geography, Elsevier, vol. 96(C).
  78. Carmen-Mihaela Cretu & Anca-Gabriela Turtureanu & Carmen-Gabriela Sirbu & Florentina Chitu & Emanuel Ştefan Marinescu & Laurentiu-Gabriel Talaghir & Daniela Monica Robu, 2021. "Tourists’ Perceptions Regarding Traveling for Recreational or Leisure Purposes in Times of Health Crisis," Sustainability, MDPI, vol. 13(15), pages 1-24, July.
  79. Hiney, Noel & Efthymiou, Marina & Morgenroth, Edgar, 2023. "Impact of Covid-19 on Irish airport stakeholder relationships," Annals of Tourism Research, Elsevier, vol. 102(C).
  80. Sugishita, Kashin & Mizutani, Hiroki & Hanaoka, Shinya, 2024. "Disruption and recovery of the US domestic airline networks during the COVID-19 pandemic," Journal of Air Transport Management, Elsevier, vol. 114(C).
  81. Xiao Xuan & Khalid Khan & Chi-Wei Su & Adnan Khurshid, 2021. "Will COVID-19 Threaten the Survival of the Airline Industry?," Sustainability, MDPI, vol. 13(21), pages 1-18, October.
  82. Randrianarisoa, Laingo M. & Gillen, David, 2023. "Policy responses and travellers’ preferences in pandemics: Evidence from Europe," Transport Policy, Elsevier, vol. 141(C), pages 305-316.
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