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Data-driven modelling and validation of aircraft inbound-stream at some major European airports

Authors :
Lancia, Carlo
Lulli, Guglielmo
Publication Year :
2017

Abstract

This paper presents an exhaustive study on the arrivals process at eight important European airports. Using inbound traffic data, we define, compare, and contrast a data-driven Poisson and PSRA point process. Although, there is sufficient evidence that the interarrivals might follow an exponential distribution, this finding does not directly translate to evidence that the arrivals stream is Poisson. The main reason is that finite-capacity constraints impose a correlation structure to the arrivals stream, which a Poisson model cannot capture. We show the weaknesses and somehow the difficulties of using a Poisson process to model with good approximation the arrivals stream. On the other hand, our innovative non-parametric, data-driven PSRA model, predicts quite well and captures important properties of the typical arrivals stream.

Subjects

Subjects :
Statistics - Applications

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1708.02486
Document Type :
Working Paper