Two-Stage Heuristic Algorithm for Aircraft Recovery Problem

被引:7
|
作者
Zhang, Cheng [1 ]
机构
[1] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
关键词
DECISION-SUPPORT FRAMEWORK; SCHEDULE RECOVERY; INTEGRATED AIRCRAFT; AIRLINE; GROUNDINGS; MODEL;
D O I
10.1155/2017/9575719
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This study focuses on the aircraft recovery problem (ARP). In real-life operations, disruptions always cause schedule failures and make airlines suffer from great loss. Therefore, the main objective of the aircraft recovery problem is to minimize the total recovery cost and solve the problem within reasonable runtimes. An aircraft recovery model (ARM) is proposed herein to formulate the ARP and use feasible line of flights as the basic variables in the model. We define the feasible line of flights (LOFs) as a sequence of flights flown by an aircraft within one day. The number of LOFs exponentially grows with the number of flights. Hence, a two-stage heuristic is proposed to reduce the problem scale. The algorithm integrates a heuristic scoring procedure with an aggregated aircraft recovery model (AARM) to preselect LOFs. The approach is tested on five real-life test scenarios. The computational results show that the proposed model provides a good formulation of the problem and can be solved within reasonable runtimes with the proposed methodology. The two-stage heuristic significantly reduces the number of LOFs after each stage and finally reduces the number of variables and constraints in the aircraft recovery model.
引用
收藏
页数:12
相关论文
共 50 条
  • [31] Solving manpower scheduling problem in manufacturing using mixed-integer programming with a two-stage heuristic algorithm
    Pan, Quan-Ke
    Suganthan, Ponnuthurai N.
    Chua, Tay J.
    Cai, T. X.
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2010, 46 (9-12): : 1229 - 1237
  • [32] Two-Stage Heuristic Algorithm for a New Model of Hazardous Material Multi-depot Vehicle Routing Problem
    Yuan, Wenyan
    Wang, Jian
    Li, Jian
    Yan, Bailu
    Wu, Jun
    ADVANCES IN COMPUTATIONAL INTELLIGENCE SYSTEMS, 2018, 650 : 362 - 366
  • [33] Solving manpower scheduling problem in manufacturing using mixed-integer programming with a two-stage heuristic algorithm
    Quan-Ke Pan
    Ponnuthurai N. Suganthan
    Tay J. Chua
    T. X. Cai
    The International Journal of Advanced Manufacturing Technology, 2010, 46 : 1229 - 1237
  • [34] A two-stage route optimization algorithm for light aircraft transport systems
    Azadeh, Sh. Sharif
    Bierlaire, M.
    Maknoon, M. Y.
    TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES, 2019, 100 : 259 - 273
  • [35] A Two-Stage Resolution Search-Based Heuristic for the Team Orienteering Problem
    Hifi, Mhand
    Ibrahim, Moussa
    Saadi, Toufik
    2014 INTERNATIONAL CONFERENCE ON FUTURE INTERNET OF THINGS AND CLOUD (FICLOUD), 2014, : 442 - 447
  • [36] A two-stage heuristic method for vehicle routing problem with split deliveries and pickups
    Yong WANG
    Xiaolei MA
    Yunteng LAO
    Haiyan YU
    Yong LIU
    Journal of Zhejiang University-Science C(Computers & Electronics), 2014, 15 (03) : 200 - 210
  • [37] A two-stage heuristic method for vehicle routing problem with split deliveries and pickups
    Yong Wang
    Xiao-lei Ma
    Yun-teng Lao
    Hai-yan Yu
    Yong Liu
    Journal of Zhejiang University SCIENCE C, 2014, 15 : 200 - 210
  • [38] A linear programming based heuristic for solving a two-stage flowshop scheduling problem
    Figielska, Ewa
    ETFA 2007: 12TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION, VOLS 1-3, 2007, : 392 - 397
  • [39] A two-stage heuristic method for vehicle routing problem with split deliveries and pickups
    Wang, Yong
    Ma, Xiao-lei
    Lao, Yun-teng
    Yu, Hai-yan
    Liu, Yong
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE C-COMPUTERS & ELECTRONICS, 2014, 15 (03): : 200 - 210
  • [40] Lookahead batching heuristic for batch scheduling problem of two-stage hybrid flowshop
    Chi Y.
    Liu J.
    Chen Q.
    Mao N.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2019, 25 (10): : 2559 - 2570