Journal of Air Transport Management最新文献

筛选
英文 中文
Research on safety assessment of air traffic control in small and medium airports based on machine learning
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-04-08 DOI: 10.1016/j.jairtraman.2025.102790
Fanrong Sun , Di Shen , Dikai Yang , Meize Dai
{"title":"Research on safety assessment of air traffic control in small and medium airports based on machine learning","authors":"Fanrong Sun ,&nbsp;Di Shen ,&nbsp;Dikai Yang ,&nbsp;Meize Dai","doi":"10.1016/j.jairtraman.2025.102790","DOIUrl":"10.1016/j.jairtraman.2025.102790","url":null,"abstract":"<div><div>To establish an impartial air safety evaluation system, this study translated qualitative air safety assessment into quantitative probability estimation using machine learning and historical data. A quantitative ATC safety assessment framework was formulated based on the SHEL model, complemented by a cloud model for safety evaluation drawing on fuzzy and uncertainty theories. A copula function analyzed correlations among cloud model indices, refined the model, and the entropy weight method determined membership weights. Ordered logistic regression categorized ATC safety levels, while genetic algorithms extracted factors' attributes and principal component analysis reduced model complexity. Ultimately, a semi-supervised learning-based collaborative ATC safety evaluation system was developed, enhancing the cloud model's generalizability and precision. Cross-validation and multifaceted verification confirmed the system's objectivity and reliability.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"126 ","pages":"Article 102790"},"PeriodicalIF":3.9,"publicationDate":"2025-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143792490","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The effect of financial performance on aviation carbon emissions 财务业绩对航空碳排放的影响
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-04-05 DOI: 10.1016/j.jairtraman.2025.102800
Shuai Yue , Weijun Liao , Qing Ji , Chunan Wang
{"title":"The effect of financial performance on aviation carbon emissions","authors":"Shuai Yue ,&nbsp;Weijun Liao ,&nbsp;Qing Ji ,&nbsp;Chunan Wang","doi":"10.1016/j.jairtraman.2025.102800","DOIUrl":"10.1016/j.jairtraman.2025.102800","url":null,"abstract":"<div><div>Using daily flight data and annual financial indicators, this paper investigates the effect of carriers’ financial performance, measured by profitability, growth, and operational capacity, on aviation carbon emissions. The findings reveal that while increased profitability does not immediately reduce total emissions, it can slow the rate of carbon growth. In terms of carbon efficiency, growth capacity enhances emission efficiency, whereas a decline in operational capacity significantly degrades it. Additionally, carriers with different service patterns, geographic locations, and market conditions exhibit varying sensitivities to financial performance. Notably, full-service carriers in the Americas and developed markets produce higher emissions in response to the same improvements in profitability or growth.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"126 ","pages":"Article 102800"},"PeriodicalIF":3.9,"publicationDate":"2025-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143783168","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Stochastic discrete event simulation of airline network and maintenance operations
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-04-05 DOI: 10.1016/j.jairtraman.2025.102789
Sara Varenna, Haonan Li, Marta Ribeiro, Bruno F. Santos
{"title":"Stochastic discrete event simulation of airline network and maintenance operations","authors":"Sara Varenna,&nbsp;Haonan Li,&nbsp;Marta Ribeiro,&nbsp;Bruno F. Santos","doi":"10.1016/j.jairtraman.2025.102789","DOIUrl":"10.1016/j.jairtraman.2025.102789","url":null,"abstract":"<div><div>The complexity of airline operations requires operations planning to be divided into multiple problems solved sequentially by the respective departments. This is particularly the case for (1) network planning and (2) maintenance planning. Despite the close interaction of these two departments, airlines typically evaluate plans from both domains separately. However, an integrated perspective is necessary to develop robust plans and effective recovery policies in this intrinsically uncertain environment. This paper presents a new modular, stochastic, discrete event simulation model of airline operations named ANEMOS (Airline Network and Maintenance Operations Simulation). ANEMOS contains both network and maintenance dynamics, allowing the evaluation of plans, policies, and scenarios from both domains. The model is validated using data from a major European airline. We show that the simulated results closely resemble the airline’s historical operational performance. ANEMOS is tested with a use-case investigating the effects of adding a second reserve aircraft to a fleet of fifty wide-body aircraft. The results show that the second reserve is capable of reducing cancellations by 55%. However, such does not cover the lost revenue associated with keeping an aircraft non-operational for a part of the time.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":""},"PeriodicalIF":3.9,"publicationDate":"2025-04-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143776541","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A variant bagging forecasting framework for customer churn in airline
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-04-04 DOI: 10.1016/j.jairtraman.2025.102795
Qiang Li , Yuangang Li , Ranzhe Jing
{"title":"A variant bagging forecasting framework for customer churn in airline","authors":"Qiang Li ,&nbsp;Yuangang Li ,&nbsp;Ranzhe Jing","doi":"10.1016/j.jairtraman.2025.102795","DOIUrl":"10.1016/j.jairtraman.2025.102795","url":null,"abstract":"<div><div>The goal of this study is to forecast customer churn and analyze the influence of quality of service on customer churn in airline industry. Following a multifactor approach, a variant Bagging forecasting framework is proposed to mine the inner patterns of customer churn. A probabilistic sampling approach is embedded in the developed model simulating the customer churn probabilities. The airline customer feedback data by airline carriers in the U.S. was used to train the prediction model. The results indicate the accuracy for predicting customer churn is 96 %, and the most important factors for customer churn are in-flight entertainment, seat comfort, and type of travel. We also investigated the effects of service quality (both hedonistic and utilitarian factors) on various customer groups and discovered that improving hedonistic service quality can effectively reduce customer churn.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102795"},"PeriodicalIF":3.9,"publicationDate":"2025-04-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143769088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
An empirical study investigating pilot sleep recovery patters after different time zone flights
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-04-01 DOI: 10.1016/j.jairtraman.2025.102798
Junya Sun , Yang Liao , Ruishan Sun , Fei Lu , Yubin Zhou , Hongbo Jia
{"title":"An empirical study investigating pilot sleep recovery patters after different time zone flights","authors":"Junya Sun ,&nbsp;Yang Liao ,&nbsp;Ruishan Sun ,&nbsp;Fei Lu ,&nbsp;Yubin Zhou ,&nbsp;Hongbo Jia","doi":"10.1016/j.jairtraman.2025.102798","DOIUrl":"10.1016/j.jairtraman.2025.102798","url":null,"abstract":"<div><div>Jet lag symptom recovery is an important challenge for pilots on flights across different time zones, but while many studies have investigated jet lag symptoms, few have examined jet lag symptom recovery in pilots, especially in empirical studies.</div><div>We used the Actigraph bracelet, a commonly used sleep monitoring tool in the Civil Aviation industry, to collect sleep quality indicators from pilots flying eastward or westward across different time zones (three flights from China to Europe and four from China to the Americas) and analyze the data to explore pilots' sleep recovery after flying across these zones.</div><div>Pilot sleep varied as an exponentially decreasing change function after crossing time zones, and after three days of rest, pilots' sleep reached base levels similar to that at three days prior to the flight.</div><div>By exploring pilot sleep recovery patterns across different number and direction of time zones, we modeled physiological processes underpinning jet lag symptom recovery and provided data supporting these patterns.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102798"},"PeriodicalIF":3.9,"publicationDate":"2025-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143748553","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Accurate and fast-converging trajectory prediction based on Long Short-Term Memory neural networks
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-03-26 DOI: 10.1016/j.jairtraman.2025.102777
Yuting Xi , Man Liang , Alessandro Gardi , Roberto Sabatini , Daniel Delahaye
{"title":"Accurate and fast-converging trajectory prediction based on Long Short-Term Memory neural networks","authors":"Yuting Xi ,&nbsp;Man Liang ,&nbsp;Alessandro Gardi ,&nbsp;Roberto Sabatini ,&nbsp;Daniel Delahaye","doi":"10.1016/j.jairtraman.2025.102777","DOIUrl":"10.1016/j.jairtraman.2025.102777","url":null,"abstract":"<div><div>With the emergence of Urban Air Mobility (UAM), the safety and efficiency of airspace operations will largely depend on the necessary evolutions of conventional Air Traffic Management (ATM) decision support systems. In this context, trajectory predictionwill be one of the most critical functions in future air traffic deconfliction services, and suitable algorithms will have to be implemented in both ground-based and airborne systems. These algorithms must be far more accurate, efficient and flexible than in present-day ATM. This study introduces a Long Short-Term Memory (LSTM)-based adjustable interpolation algorithm, which can be incorporated into future UAM decision support system architectures. In the absence of UAM operational data, the verification of the proposed algorithm focuses on a series of scenarios encompassing both airliner and helicopter flight trajectories. Results demonstrate that the proposed method reduces computation time by half without significantly sacrificing prediction accuracy compared to conventional linear interpolation methods. Furthermore, accuracy improvements of at least 50% are achieved compared to raw data, with no substantial increase in computational time. Additionally, the algorithm complexity is evaluated via big O notation analysis, showing that our proposed approach allows to train accurate prediction models efficiently even when a large amount of training iterations is required. With further developments, this algorithm shows high potential as the foundation trajectory prediction for UAM services in dense urban airspace, enhancing conflict detection and resolution capabilities and mitigating risks.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102777"},"PeriodicalIF":3.9,"publicationDate":"2025-03-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143697663","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Airfares adjustment to fuel price shocks: Evidence from the Brazilian airline market
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-03-24 DOI: 10.1016/j.jairtraman.2025.102785
Francisco Teixeira Raeder
{"title":"Airfares adjustment to fuel price shocks: Evidence from the Brazilian airline market","authors":"Francisco Teixeira Raeder","doi":"10.1016/j.jairtraman.2025.102785","DOIUrl":"10.1016/j.jairtraman.2025.102785","url":null,"abstract":"<div><div>Between January 2017 and July 2024, aviation kerosene prices experienced fluctuations due to external shocks. When the World Health Organization classified Covid-19 as a pandemic, in 2020, fuel prices fell drastically. However, as the global health crisis receded and governments abandoned mobility restrictions, demand for air travel progressively recovered. As a consequence, there was a rapid increase in prices. Additionally, in 2022, the conflict between Russia and Ukraine further intensified pressure on aviation fuel prices. Considering that fuel expenses constitute approximately one-third of airlines' cost structure, this study aims to analyze the relationship between aviation kerosene prices and domestic airfares in Brazil. The initial hypothesis suggests that, in an environment characterized by imperfect competition, the pass-through of prices between fuel costs and airfares occurs asymmetrically. Specifically, positive shocks in fuel prices would be quickly and fully reflected in airfare adjustments, while negative shocks would be delayed or have lesser impacts on airfares. However, results from a nonlinear autoregressive distributed lag (NARDL) model combined with the derivation of asymmetric cumulative multipliers do not support this hypothesis. Instead, evidence of symmetric pass-through was found, indicating that airfares respond symmetrically to fuel price shocks in the short term. Despite the dominance of only three companies in the domestic aviation market in Brazil, there are indications of fierce competition among airlines in the analyzed period. During periods of crisis, companies face difficulties in passing cost increases onto prices.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102785"},"PeriodicalIF":3.9,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143680516","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Pilots’ training backgrounds affecting the attribution of event causal factors and airline safety management
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-03-24 DOI: 10.1016/j.jairtraman.2025.102786
Wesley Tsz-Kin Chan, Wen-Chin Li, Graham Braithwaite
{"title":"Pilots’ training backgrounds affecting the attribution of event causal factors and airline safety management","authors":"Wesley Tsz-Kin Chan,&nbsp;Wen-Chin Li,&nbsp;Graham Braithwaite","doi":"10.1016/j.jairtraman.2025.102786","DOIUrl":"10.1016/j.jairtraman.2025.102786","url":null,"abstract":"<div><div>For safety management in diverse aviation operators, it is necessary to investigate how different cultural factors interact in flight operations. Whilst prior studies have evaluated between-group cultural differences, there remains a research gap on whether within-group subcultural differences challenge the assimilation of people into the safety culture of the wider group. Cultural differences in how causal factors are perceived in the context of systemic safety deficiencies can affect the implementation of safety management strategies. In the present study, pilots from airline-sponsored, self-funded, and ex-military initial training backgrounds were invited to categorise an identical set of aircraft accident causal factors using the Human Factors Analysis and Classification System (HFACS). Results from 121 participants found significant differences amongst the three groups in the attribution of human factors conditions to organisational-level and supervisory-level categories. Significant associations amongst HFACS categories also differed amongst the three professional groups, with a considerable number of same-level associations found between ‘Preconditions for Unsafe Acts’ at the same level. Familiarity with organizational cultures was considered to impact the perception of causal factors. The finding of same-level associations presents a new contribution to the theoretical basis of the HFACS taxonomy, calling for a conceptual change in the directionality of causal sequences. The results suggest that the direction of safety remedies for different parts of the organisation is dependent on perceived relevance, which differs amongst subcultural groups. Findings are relevant to industry, particularly international airlines with diverse employee subcultural groups, for the implementation of safety management systems.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102786"},"PeriodicalIF":3.9,"publicationDate":"2025-03-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143680515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Who is more vulnerable to air accidents? The spillover effects of air accidents on passenger behaviour toward non-focal airlines
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-03-22 DOI: 10.1016/j.jairtraman.2025.102784
Rui Chen , Yanning Zhang , Kun Zhou , Yuhuang Zheng
{"title":"Who is more vulnerable to air accidents? The spillover effects of air accidents on passenger behaviour toward non-focal airlines","authors":"Rui Chen ,&nbsp;Yanning Zhang ,&nbsp;Kun Zhou ,&nbsp;Yuhuang Zheng","doi":"10.1016/j.jairtraman.2025.102784","DOIUrl":"10.1016/j.jairtraman.2025.102784","url":null,"abstract":"<div><div>Airline accidents harm the development of the aviation and tourism industries. This study examines whether and how air accidents in one airline affect passenger behaviour in others. By analysing the flight records of two airlines using a difference-in-difference model and conducting an experiment, this study tests the spillover effects of air accidents. The results reveal that air accidents negatively affect passenger behaviour in airlines with a weak brand, but not in those with a strong brand. Such accidents are more likely to negatively affect VIP frequent flyer members than regular members, and perceived safety mediates the spillover effect. The spillover effect is significant, and brand strength and passenger membership level moderate this effect. Therefore, airlines should be alert to the potential negative impacts of air accidents and take proactive measures to respond quickly to crises, with due attention paid to VIP members.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102784"},"PeriodicalIF":3.9,"publicationDate":"2025-03-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143680514","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The determinants of air travel demand to the Bahamas and its seasonality comparison with cruise travel
IF 3.9 2区 工程技术
Journal of Air Transport Management Pub Date : 2025-03-19 DOI: 10.1016/j.jairtraman.2025.102782
Li Zou, Tamilla Curtis
{"title":"The determinants of air travel demand to the Bahamas and its seasonality comparison with cruise travel","authors":"Li Zou,&nbsp;Tamilla Curtis","doi":"10.1016/j.jairtraman.2025.102782","DOIUrl":"10.1016/j.jairtraman.2025.102782","url":null,"abstract":"<div><div>This study explores the differences between air and cruise travel to the Bahamas in terms of seasonality and traffic growth over the period from 2010 to 2022. Despite the presence of 20 international airports and nearly 50 airlines operating in the Bahamas, air travel only accounted for 32 % of foreign arrivals to the Bahamas, as compared to 67 % by cruise travel in 2019. During the 2010–2019 period, air travel increased by 35 %, less than a 49 % growth of cruise travel. Moreover, air traffic showed consistently higher seasonality than cruise traffic, as measured by Gini coefficients over our study period. To empirically investigate the facilitating and restraining factors affecting air travel to the Bahamas, we estimate a structural equation of passenger traffic and airfare, using panel data consisting of monthly air traffic from 96 countries to the Bahamas over the years from 2015 to 2023. Our results shed light on the important role played by flight frequency, direct flight service, low-cost carriers, and airport connectivity in lowering airfare and thus driving inbound air traffic to the Bahamas. These findings will help airlines, airports, and the Bahamian government in developing strategies and policies to increase air travel and tourist arrivals in the Bahamas for its economic growth and prosperity.</div></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"125 ","pages":"Article 102782"},"PeriodicalIF":3.9,"publicationDate":"2025-03-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"143654476","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
相关产品
×
本文献相关产品
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信