Modeling and adaptive control of demand oscillation propagation in an uncertain aerial transportation network

Sajjad Aslani Khiavi*, Farzad Hashemzadeh, Hamid Khaloozadeh

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

Abstract

Uncertainties in transportation systems, especially in aerial transportation, have always caused many problems. Climatic conditions, repair and maintenance processes, and unexpected flight cancellations for various reasons are among the most important sources of uncertainties. Uncertainties lead to demand changing and spreads through the demand to upstream flights. These issues cause a lack of optimal allocation of aircraft to airlines, which incurs high costs. For this purpose, in this paper, a supply chain structure is presented for the optimal allocation of aircraft to different flight shifts (in the form of a state space model). The manner in which demand oscillation spreads due to the existence of uncertainties along the transportation network is investigated. The results show that the well-known phenomenon of the bullwhip effect (BWE) in supply chains occurs due to uncertainties. While identifying the uncertain parameters in allocation and order, the effects of demand oscillation (stability) in the uncertain network were controlled using self-tuning regulators (STR). The use of proven system identification features led to more knowledge of the proposed model. Also, using the supply chain model, at Tabriz Shahid Madani International Airport, while guaranteeing stability and reducing the bullwhip effect caused, the reference commands in the aircraft allocation room were well fulfilled.

Original languageEnglish
Pages (from-to)1383-1403
Number of pages21
JournalOPSEARCH
Volume61
Issue number3
DOIs
Publication statusPublished - Sept 2024

Bibliographical note

Publisher Copyright:
© The Author(s), under exclusive licence to Operational Research Society of India 2024.

Keywords

  • Adaptive control
  • Aerial transportation systems
  • Bullwhip effect
  • Demand oscillation propagation
  • Uncertainties

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