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A Heuristic Approach for the Robust Flight Level Assignment Problem
- Source :
- 5th International Conference on Belief Functions (BELIEF 2018), 5th International Conference on Belief Functions (BELIEF 2018), Sep 2018, Compiègne, France. pp.86-94, Belief Functions: Theory and Applications ISBN: 9783319993829, BELIEF
- Publication Year :
- 2018
- Publisher :
- HAL CCSD, 2018.
-
Abstract
- The paper studies the flight level assignment (FLA) problem and its robust variant. Our goal is reducing the total cost (and more specifically the flight delay) induced by airspace congestion through an appropriated FLA taking account of uncertainties such as weather condition, flight velocity, flight departure time, etc. Among these uncertainties, we assume that the flight departure time, which follows a Mixture Gaussian Distribution, is certainly one of the main uncertainty factors worthy to deal with. The deterministic FLA problem is formulated through an Integer Linear Programming (ILP) model, which becomes trickier when the uncertainty aspect is considered. The FLA problem is strongly NP-hard and solving it exactly is out of reach even for moderate realistic instances. Hence, we propose an approximated optimization approach to solve the robust FLA problem. The main idea is to decompose the problem by levels and solving it separately while handling the connecting constraints between levels. Numerical results illustrate our findings.
- Subjects :
- 050210 logistics & transportation
Mathematical optimization
Flight level
021103 operations research
Linear programming
Computer science
Heuristic (computer science)
Gaussian
05 social sciences
Monte Carlo method
0211 other engineering and technologies
Robust optimization
02 engineering and technology
[INFO.INFO-RO]Computer Science [cs]/Operations Research [cs.RO]
symbols.namesake
0502 economics and business
11. Sustainability
symbols
Integer programming
Assignment problem
ComputingMilieux_MISCELLANEOUS
Subjects
Details
- Language :
- English
- ISBN :
- 978-3-319-99382-9
- ISBNs :
- 9783319993829
- Database :
- OpenAIRE
- Journal :
- 5th International Conference on Belief Functions (BELIEF 2018), 5th International Conference on Belief Functions (BELIEF 2018), Sep 2018, Compiègne, France. pp.86-94, Belief Functions: Theory and Applications ISBN: 9783319993829, BELIEF
- Accession number :
- edsair.doi.dedup.....befb0e1d60aabfc867f783ccadfaf708