Earth Observation Satellite Scheduling With Interval-Varying Profits

被引:1
作者
Li, Jiaojiao [1 ]
Zhu, Jianghan [1 ]
Xu, Dongyang [2 ]
Wang, Jianjiang [1 ]
Li, Zhimeng [1 ]
Zhang, Kunlun [1 ]
机构
[1] Natl Univ Def Technol, Natl Key Lab Informat Syst Engn, Changsha 410073, Peoples R China
[2] Henan Univ, Sch Business, Kaifeng 475000, Peoples R China
基金
中国国家自然科学基金;
关键词
Earth Observing System; Orbits; Satellites; Task analysis; Heuristic algorithms; Earth; Optimal scheduling; Branch-and-price (B&P) algorithm; discrete optimization; diving heuristic (DH); interval-varying profits; neighborhood search (NS); satellite scheduling; VEHICLE-ROUTING PROBLEM; ORIENTEERING PROBLEM; ALGORITHM; BRANCH; IMPACT; PRICE;
D O I
10.1109/TAES.2024.3427090
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This study investigates an Earth observation satellite scheduling problem for monitoring key targets' dynamics, where each target requires two observations within a reasonable time interval. The observation profit and observation effect depend on the interval between the two observations. To define the relationship between observation profits and intervals, a new profit function is introduced. Subsequently, a mixed-integer linear programming model is formulated. Furthermore, in order to efficiently address the problem, an exact branch-and-price algorithm is proposed. To improve solution efficiency, a neighborhood search algorithm is utilized to provide initial feasible solutions. In addition, the pricing problem is solved using a bidirectional label-setting algorithm, employing dynamic ng-path relaxation. To obtain integer solutions quickly, diving heuristic and matheuristic branching strategies are presented. More specifically, the diving heuristic strategy is used to obtain a lower bound at each column generation iteration. Computational results demonstrate that the proposed branch-and-price algorithm is superior to the conventional branch-and-cut algorithm used in CPLEX software package. Furthermore, when integrating the diving heuristic and matheuristic branching strategies, computational time is drastically reduced by an average of 98.7% compared to the exact branch-and-price algorithm. The practical applicability of the proposed algorithms is further validated and assessed through a real-world case study.
引用
收藏
页码:8273 / 8288
页数:16
相关论文
共 47 条
  • [11] 2-J
  • [12] A MULTIPLE-SATELLITE OBSERVATION OF THE HIGH-LATITUDE AURORAL ACTIVITY ON JANUARY 11, 1983
    GORNEY, DJ
    EVANS, DS
    GUSSENHOVEN, MS
    MIZERA, PF
    [J]. JOURNAL OF GEOPHYSICAL RESEARCH-SPACE PHYSICS, 1986, 91 (A1): : 339 - 346
  • [13] Orienteering Problem: A survey of recent variants, solution approaches and applications
    Gunawan, Aldy
    Lau, Hoong Chuin
    Vansteenwegen, Pieter
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2016, 255 (02) : 315 - 332
  • [14] Han C, 2018, Arxiv, DOI arXiv:1812.00203
  • [15] An improved adaptive large neighborhood search algorithm for multiple agile satellites scheduling
    He, Lei
    Liu, Xiaolu
    Laporte, Gilbert
    Chen, Yingwu
    Chen, Yingguo
    [J]. COMPUTERS & OPERATIONS RESEARCH, 2018, 100 : 12 - 25
  • [16] Subset-row inequalities applied to the vehicle-routing problem with time windows
    Jepsen, Mads
    Petersen, Bjorn
    Spoorendonk, Simon
    Pisinger, David
    [J]. OPERATIONS RESEARCH, 2008, 56 (02) : 497 - 511
  • [17] Integrated Framework for Task Scheduling and Attitude Control of Multiple Agile Satellites
    Kim, Junhong
    Ahn, Jaemyung
    [J]. JOURNAL OF AEROSPACE INFORMATION SYSTEMS, 2021, 18 (08): : 539 - 552
  • [18] Task Scheduling of Agile Satellites with Transition Time and Stereoscopic Imaging Constraints
    Kim, Junhong
    Ahn, Jaemyung
    Choi, Han-Lim
    Cho, Doo-Hyun
    [J]. JOURNAL OF AEROSPACE INFORMATION SYSTEMS, 2020, 17 (06): : 285 - 293
  • [19] Scheduling with common due date, earliness and tardiness penalties for multimachine problems: A survey
    Lauff, V
    Werner, F
    [J]. MATHEMATICAL AND COMPUTER MODELLING, 2004, 40 (5-6) : 637 - 655
  • [20] Selecting and scheduling observations of agile satellites
    Lemaître, M
    Verfaillie, G
    Jouhaud, F
    Lachiver, JM
    Bataille, N
    [J]. AEROSPACE SCIENCE AND TECHNOLOGY, 2002, 6 (05) : 367 - 381