A Hybrid Metaheuristic Optimization Algorithm for Strategic Planning of 4D Aircraft Trajectories at the Continental Scale

被引:47
作者
Chaimatanan, Supatcha [1 ]
Delahaye, Daniel [1 ]
Mongeau, Marcel [1 ]
机构
[1] Ecole Natl Aviat Civile, MAIAA Lab, Toulouse, France
关键词
TRAFFIC FLOW MANAGEMENT; INTEGER OPTIMIZATION;
D O I
10.1109/MCI.2014.2350951
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Global air-traffic demand is continuously increasing. To handle such a tremendous traffic volume while maintaining at least the same level of safety, a more efficient strategic trajectory planning is necessary. In this work, we present a strategic trajectory planning methodology which aims to minimize interaction between aircraft at the European-continent scale. In addition, we propose a preliminary study that takes into account uncertainties of aircraft positions in the horizontal plane. The proposed methodology separates aircraft by modifying their trajectories and departure times. This route/departuretime assignment problem is modeled as a mixed-integer optimization problem. Due to the very high combinatorics involved in the continent-scale context (involving more than 30,000 flights), we develop and implement a hybrid-metaheuristic optimization algorithm. In addition, we present a computationally-efficient interaction detection method for large trajectory sets. The proposed methodology is successfully implemented and tested on a full-day simulated air traffic over the European airspace, yielding to an interaction-free trajectory plan.
引用
收藏
页码:46 / 61
页数:16
相关论文
共 29 条
[1]  
AARTS E.H.L., 1997, LOCAL SEARCH COMBINA
[2]  
Akgunduz A., 2013, P 2 INT C INT SCI IN
[3]  
Barnier N., 2009, P 8 US EUR AIR TRAFF
[4]  
Barnier N., 2011, 9 547 US EUR AIR TRA
[5]   The air traffic flow management problem with enroute capacities [J].
Bertsimas, D ;
Patterson, SS .
OPERATIONS RESEARCH, 1998, 46 (03) :406-422
[6]  
Bertsimas D, 2008, LECT NOTES COMPUT SC, V5035, P34, DOI 10.1007/978-3-540-68891-4_3
[7]   An Integer Optimization Approach to Large-Scale Air Traffic Flow Management [J].
Bertsimas, Dimitris ;
Lulli, Guglielmo ;
Odoni, Amedeo .
OPERATIONS RESEARCH, 2011, 59 (01) :211-227
[8]   Aircraft deconfliction with speed regulation: new models from mixed-integer optimization [J].
Cafieri, Sonia ;
Durand, Nicolas .
JOURNAL OF GLOBAL OPTIMIZATION, 2014, 58 (04) :613-629
[9]  
Chaimatanan S., 2013, 2 INT C INT SCI INN
[10]  
Chaimatanan S., 2012, 1 INT C INT SCI AIR