TY - JOUR
T1 - An Efficient Application of the MOEA/D Algorithm for Designing Noise Abatement Departure Trajectories
AU - Ho-Huu, V.
AU - Hartjes, S.
AU - Visser, H. G.
AU - Curran, R.
PY - 2017
Y1 - 2017
N2 - In an effort to allow to increase the number of aircraft and airport operations while mitigating their negative impacts (e.g., noise and pollutant emission) on near-airport communities, the optimal design of new departure routes with less noise and fuel consumption becomes more important. In this paper, a multi-objective evolutionary algorithm based on decomposition (MOEA/D), which recently emerged as a potential method for solving multi-objective optimization problems (MOPs), is developed for this kind of problem. First, to minimize aircraft noise for departure routes while taking into account the interests of various stakeholders, bi-objective optimization problems involving noise and fuel consumption are formulated where both the ground track and vertical profile of a departure route are optimized simultaneously. Second, in order to make the design space of vertical profiles feasible during the optimization process, a trajectory parameterization technique recently proposed is employed. Furthermore, some modifications to MOEA/D that are aimed at significantly reducing the computational cost are also introduced. Two different examples of departure routes at Schiphol Airport in the Netherlands are shown to demonstrate the applicability and reliability of the proposed method. The simulation results reveal that the proposed method is an effective and efficient approach for solving this kind of problem.
AB - In an effort to allow to increase the number of aircraft and airport operations while mitigating their negative impacts (e.g., noise and pollutant emission) on near-airport communities, the optimal design of new departure routes with less noise and fuel consumption becomes more important. In this paper, a multi-objective evolutionary algorithm based on decomposition (MOEA/D), which recently emerged as a potential method for solving multi-objective optimization problems (MOPs), is developed for this kind of problem. First, to minimize aircraft noise for departure routes while taking into account the interests of various stakeholders, bi-objective optimization problems involving noise and fuel consumption are formulated where both the ground track and vertical profile of a departure route are optimized simultaneously. Second, in order to make the design space of vertical profiles feasible during the optimization process, a trajectory parameterization technique recently proposed is employed. Furthermore, some modifications to MOEA/D that are aimed at significantly reducing the computational cost are also introduced. Two different examples of departure routes at Schiphol Airport in the Netherlands are shown to demonstrate the applicability and reliability of the proposed method. The simulation results reveal that the proposed method is an effective and efficient approach for solving this kind of problem.
KW - departure routes
KW - trajectory optimization
KW - noise abatement
KW - Structural optimization
KW - fuel consumption
KW - MOEA/D
UR - http://resolver.tudelft.nl/uuid:3a78993b-fd68-49e0-8550-c00400f9cf8e
U2 - 10.3390/aerospace4040054
DO - 10.3390/aerospace4040054
M3 - Article
SN - 2226-4310
VL - 4
JO - Aerospace — Open Access Aeronautics and Astronautics Journal
JF - Aerospace — Open Access Aeronautics and Astronautics Journal
IS - 4
M1 - 54
ER -