An LP Based Approximate Dynamic Programming Model to Address Airline Overbooking Under Cancellation, Refund and No-Show
Yugoslav journal of operations research, Tome 29 (2019) no. 1, p. 113
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In this paper we simultaneously address four constraints relevant to airline
revenue management problem: flight cancellation, customer no-shows, overbooking, and
refunding. We develop a linear program closely related to the dynamic program formulation of the problem, which we later use to approximate the optimal decision rule for
rejecting or accepting customers. First, we give a novel proof that the optimal objective function of this linear program is always an upper bound for the dynamic program.
Secondly, we construct a decision rule based on this linear program and prove that it
is asymptotically optimal under certain circumstances. Finally, using Monte Carlo simulation, we demonstrate that, numerically, the result of the linear programming policy
presented in this paper has a short distance to the upper bound of the optimal answer,
which makes it a fairly good approximate answer to the intractable dynamic program.
Classification :
90B85, 90C26
Keywords: Revenue Management, Approximate Dynamic Programming, Overbooking, Cancellation, No-show, Refund
Keywords: Revenue Management, Approximate Dynamic Programming, Overbooking, Cancellation, No-show, Refund
@article{YJOR_2019_29_1_a7,
author = {Reza Soleymanifar},
title = {An {LP} {Based} {Approximate} {Dynamic} {Programming} {Model} to {Address} {Airline} {Overbooking} {Under} {Cancellation,} {Refund} and {No-Show}},
journal = {Yugoslav journal of operations research},
pages = {113 },
year = {2019},
volume = {29},
number = {1},
language = {en},
url = {http://geodesic.mathdoc.fr/item/YJOR_2019_29_1_a7/}
}
TY - JOUR AU - Reza Soleymanifar TI - An LP Based Approximate Dynamic Programming Model to Address Airline Overbooking Under Cancellation, Refund and No-Show JO - Yugoslav journal of operations research PY - 2019 SP - 113 VL - 29 IS - 1 UR - http://geodesic.mathdoc.fr/item/YJOR_2019_29_1_a7/ LA - en ID - YJOR_2019_29_1_a7 ER -
%0 Journal Article %A Reza Soleymanifar %T An LP Based Approximate Dynamic Programming Model to Address Airline Overbooking Under Cancellation, Refund and No-Show %J Yugoslav journal of operations research %D 2019 %P 113 %V 29 %N 1 %U http://geodesic.mathdoc.fr/item/YJOR_2019_29_1_a7/ %G en %F YJOR_2019_29_1_a7
Reza Soleymanifar. An LP Based Approximate Dynamic Programming Model to Address Airline Overbooking Under Cancellation, Refund and No-Show. Yugoslav journal of operations research, Tome 29 (2019) no. 1, p. 113 . http://geodesic.mathdoc.fr/item/YJOR_2019_29_1_a7/