国际航空货运波动建模:使用 SARIMAX-EGARCH 模型的新加坡案例研究

IF 3.9 2区 工程技术 Q2 TRANSPORTATION Journal of Air Transport Management Pub Date : 2024-04-22 DOI:10.1016/j.jairtraman.2024.102593
Quang Hai Nguyen
{"title":"国际航空货运波动建模:使用 SARIMAX-EGARCH 模型的新加坡案例研究","authors":"Quang Hai Nguyen","doi":"10.1016/j.jairtraman.2024.102593","DOIUrl":null,"url":null,"abstract":"<div><p>The volume of international air cargo not only generates income and jobs for countries, but also promotes international trade and other economic sectors. This study used SARIMAX-(E)GARCH volatility models to model Singapore's air cargo volume in ten key markets namely Malaysia, Indonesia, Thailand, Vietnam, Mainland China, Hong Kong SAR, Japan, United Kingdom (UK), France and Germany. Using socioeconomic factors and monthly data for the period 1991–2022, empirical models reveal that GDP and bilateral trade are important explanatory factors that have a positive impact on international air cargo volume in most of Singapore's key markets. Own price (international air freight), substitute price (deep sea freight transportation services) and the COVID-19 pandemic in the early stages also have different impacts in some key markets. In addition, the effects of positive and negative air cargo demand shocks are also found in different markets. These findings are the basis for forecasting international air cargo volume and making decisions and policies for air freight development.</p></div>","PeriodicalId":14925,"journal":{"name":"Journal of Air Transport Management","volume":"117 ","pages":"Article 102593"},"PeriodicalIF":3.9000,"publicationDate":"2024-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Modeling the volatility of international air freight: A case study of Singapore using the SARIMAX-EGARCH model\",\"authors\":\"Quang Hai Nguyen\",\"doi\":\"10.1016/j.jairtraman.2024.102593\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>The volume of international air cargo not only generates income and jobs for countries, but also promotes international trade and other economic sectors. This study used SARIMAX-(E)GARCH volatility models to model Singapore's air cargo volume in ten key markets namely Malaysia, Indonesia, Thailand, Vietnam, Mainland China, Hong Kong SAR, Japan, United Kingdom (UK), France and Germany. Using socioeconomic factors and monthly data for the period 1991–2022, empirical models reveal that GDP and bilateral trade are important explanatory factors that have a positive impact on international air cargo volume in most of Singapore's key markets. Own price (international air freight), substitute price (deep sea freight transportation services) and the COVID-19 pandemic in the early stages also have different impacts in some key markets. In addition, the effects of positive and negative air cargo demand shocks are also found in different markets. These findings are the basis for forecasting international air cargo volume and making decisions and policies for air freight development.</p></div>\",\"PeriodicalId\":14925,\"journal\":{\"name\":\"Journal of Air Transport Management\",\"volume\":\"117 \",\"pages\":\"Article 102593\"},\"PeriodicalIF\":3.9000,\"publicationDate\":\"2024-04-22\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Air Transport Management\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S0969699724000589\",\"RegionNum\":2,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q2\",\"JCRName\":\"TRANSPORTATION\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Air Transport Management","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0969699724000589","RegionNum":2,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"TRANSPORTATION","Score":null,"Total":0}
引用次数: 0

摘要

国际航空货运量不仅为各国创造了收入和就业机会,还促进了国际贸易和其他经济部门的发展。本研究使用 SARIMAX-(E)GARCH 波动率模型对新加坡在马来西亚、印度尼西亚、泰国、越南、中国大陆、香港特别行政区、日本、英国、法国和德国这十个主要市场的航空货运量进行建模。利用 1991-2022 年期间的社会经济因素和月度数据,实证模型显示,国内生产总值和双边贸易是重要的解释因素,对新加坡大多数主要市场的国际航空货运量有积极影响。自有价格(国际航空货运)、替代价格(深海货运服务)和 COVID-19 大流行的早期阶段也对一些主要市场产生了不同的影响。此外,积极和消极的航空货运需求冲击对不同市场的影响也不尽相同。这些发现是预测国际航空货运量、制定航空货运发展决策和政策的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Modeling the volatility of international air freight: A case study of Singapore using the SARIMAX-EGARCH model

The volume of international air cargo not only generates income and jobs for countries, but also promotes international trade and other economic sectors. This study used SARIMAX-(E)GARCH volatility models to model Singapore's air cargo volume in ten key markets namely Malaysia, Indonesia, Thailand, Vietnam, Mainland China, Hong Kong SAR, Japan, United Kingdom (UK), France and Germany. Using socioeconomic factors and monthly data for the period 1991–2022, empirical models reveal that GDP and bilateral trade are important explanatory factors that have a positive impact on international air cargo volume in most of Singapore's key markets. Own price (international air freight), substitute price (deep sea freight transportation services) and the COVID-19 pandemic in the early stages also have different impacts in some key markets. In addition, the effects of positive and negative air cargo demand shocks are also found in different markets. These findings are the basis for forecasting international air cargo volume and making decisions and policies for air freight development.

求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
12.40
自引率
11.70%
发文量
97
期刊介绍: The Journal of Air Transport Management (JATM) sets out to address, through high quality research articles and authoritative commentary, the major economic, management and policy issues facing the air transport industry today. It offers practitioners and academics an international and dynamic forum for analysis and discussion of these issues, linking research and practice and stimulating interaction between the two. The refereed papers in the journal cover all the major sectors of the industry (airlines, airports, air traffic management) as well as related areas such as tourism management and logistics. Papers are blind reviewed, normally by two referees, chosen for their specialist knowledge. The journal provides independent, original and rigorous analysis in the areas of: • Policy, regulation and law • Strategy • Operations • Marketing • Economics and finance • Sustainability
期刊最新文献
Stochastic infection risk models for aircraft seat assignment considering passenger vaccination status and seat location Addressing the impact of airport pricing, investment and operations on greenhouse gas emissions Editorial Board A privacy-preserving federated learning approach for airline upgrade optimization Exploring prediction accuracy for optimal taxi times in airport operations using various machine learning models
×
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
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 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 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1