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Development of a Cost Forecasting Model for Air Cargo Service Delay Due to Low Visibility

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  • Hee Kyung Kim

    (GTB Center, School of Business, Hanyang University, Seoul 04763, Korea)

  • Chang Won Lee

    (School of Business, Hanyang University, Seoul 04763, Korea)

Abstract

The air cargo market is growing due to the spread of information technology (IT) products, the expansion of e-commerce, and high value-added products. Weather deterioration is one factor with a substantial impact on cargo transportation. If the arrival of cargo is delayed, supply chain delays occur. Because delays are directly linked to costs, companies need precise predictions of cargo transportation. This study develops a forecasting model to predict delay times and costs caused by the delayed arrival of cargo due to severe weather in the air cargo service environment. A seasonal autoregressive integrated moving average (SARIMA) model is developed and analyzed to address delay reductions in cargo transportation. Necessary data are identified and collected using time series data provided by Incheon International Airport Corporation, with an emphasis on monthly data on cargo throughput at Incheon International Airport from January 2009 to December 2016. The model makes forecasts for further analysis. The model stands to provide decision makers with strategic and sustainable insights for cargo transportation planning and other similar applications.

Suggested Citation

  • Hee Kyung Kim & Chang Won Lee, 2019. "Development of a Cost Forecasting Model for Air Cargo Service Delay Due to Low Visibility," Sustainability, MDPI, vol. 11(16), pages 1-14, August.
  • Handle: RePEc:gam:jsusta:v:11:y:2019:i:16:p:4390-:d:257363
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    References listed on IDEAS

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    1. Alexander, David W. & Merkert, Rico, 2017. "Challenges to domestic air freight in Australia: Evaluating air traffic markets with gravity modelling," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 41-52.
    2. Wang, Fan & Zhuo, Xiaopo & Niu, Baozhuang, 2017. "Strategic entry to regional air cargo market under joint competition of demand and promised delivery time," Transportation Research Part B: Methodological, Elsevier, vol. 104(C), pages 317-336.
    3. Chang, Yu-Hern & Yeh, Chung-Hsing & Wang, Shih-Yi, 2007. "A survey and optimization-based evaluation of development strategies for the air cargo industry," International Journal of Production Economics, Elsevier, vol. 106(2), pages 550-562, April.
    4. Lange, Anne, 2019. "Does cargo matter? The impact of air cargo operations on departure on-time performance for combination carriers," Transportation Research Part A: Policy and Practice, Elsevier, vol. 119(C), pages 214-223.
    5. Hong, Seock-Jin & Randall, Wesley & Han, Keunsoo & Malhan, Amit Sundeep, 2018. "Estimation viability of dedicated freighter aircraft of combination carriers: A data envelopment and principal component analysis," International Journal of Production Economics, Elsevier, vol. 202(C), pages 12-20.
    6. Kasilingam, R. G., 1997. "Air cargo revenue management: Characteristics and complexities," European Journal of Operational Research, Elsevier, vol. 96(1), pages 36-44, January.
    7. Boonekamp, Thijs & Burghouwt, Guillaume, 2017. "Measuring connectivity in the air freight industry," Journal of Air Transport Management, Elsevier, vol. 61(C), pages 81-94.
    8. Alkaabi, Khaula A. & Debbage, Keith G., 2011. "The geography of air freight: connections to U.S. metropolitan economies," Journal of Transport Geography, Elsevier, vol. 19(6), pages 1517-1529.
    9. Malandri, Caterina & Mantecchini, Luca & Reis, Vasco, 2019. "Aircraft turnaround and industrial actions: How ground handlers' strikes affect airport airside operational efficiency," Journal of Air Transport Management, Elsevier, vol. 78(C), pages 23-32.
    10. Rondinelli, Dennis & Berry, Michael, 2000. "Multimodal transportation, logistics, and the environment: managing interactions in a global economy," European Management Journal, Elsevier, vol. 18(4), pages 398-410, August.
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    Cited by:

    1. Carman K.M. Lee & Shuzhu Zhang & Kam K.H. Ng, 2019. "Design of An Integration Model for Air Cargo Transportation Network Design and Flight Route Selection," Sustainability, MDPI, vol. 11(19), pages 1-12, September.

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