An Efficient Local Search Heuristic for Earth Observation Satellite Integrated Scheduling

被引:16
|
作者
Chen, Yuning [1 ]
Lu, Ji [1 ]
He, Renjie [1 ]
Ou, Junwei [1 ]
机构
[1] Natl Univ Def Technol, Colledge Syst Engn, Changsha 410004, Peoples R China
来源
APPLIED SCIENCES-BASEL | 2020年 / 10卷 / 16期
基金
中国国家自然科学基金;
关键词
earth observation satellite; local search; integrated scheduling; satellite data transmission; HILL-CLIMBING ALGORITHMS; MISSION;
D O I
10.3390/app10165616
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Earth observation satellites (EOSs) are taking a large number of pictures with increasing resolution which produce massive image data. Satellite data transmission becomes the bottleneck part in the process of EOS resource management. In this paper, we study the earth observation satellite integrated scheduling problem (EOSIS) where the imaging activities and download activities are considered integratively. We propose an integer linear programming model to formulate the problem. Due to the NP-hardness of the problem, we propose an efficient local search heuristic (ELSH) to solve problems of large size. ELSH uses a dedicated local search method to guarantee algorithm performance and efficient constraint handling mechanisms to guarantee algorithm efficiency. Numerical experimental results show that the algorithm demonstrates excellent performance on a set of benchmark instances. The ELSH achieves optimal results for all small-size instances (with 50 targets, two satellites, and three ground stations), and is very robust for large instances with up to 2000 targets. Moreover, the proposed ELSH easily dominates the state-of-the-art algorithm.
引用
收藏
页数:12
相关论文
共 50 条
  • [41] Fractionated Earth Observation Satellite and its navigation information integrated plan
    Ma, W. H.
    Luo, J. J.
    Yuan, J. P.
    2008 PROCEEDINGS OF INFORMATION TECHNOLOGY AND ENVIRONMENTAL SYSTEM SCIENCES: ITESS 2008, VOL 3, 2008, : 826 - 831
  • [42] Enhanced pigeon inspired optimisation approach for Agile Earth observation satellite scheduling
    Xiang, Shang
    Xing, Lining
    Wang, Ling
    Zhou, Yongquan
    Peng, Guansheng
    INTERNATIONAL JOURNAL OF BIO-INSPIRED COMPUTATION, 2021, 17 (03) : 131 - 141
  • [43] Task scheduling and attitude planning for agile earth observation satellite with intensive tasks
    Wang, Shuo
    Zhao, Lin
    Cheng, Jianhua
    Zhou, Junfeng
    Wang, Yipeng
    AEROSPACE SCIENCE AND TECHNOLOGY, 2019, 90 : 23 - 33
  • [44] An anytime branch and bound algorithm for agile earth observation satellite onboard scheduling
    Chu, Xiaogeng
    Chen, Yuning
    Tan, Yuejin
    ADVANCES IN SPACE RESEARCH, 2017, 60 (09) : 2077 - 2090
  • [45] A Deep Reinforcement Learning Method for SAR Earth Observation Satellite Scheduling Problem
    Chen, Yingguo
    Chun, Jie
    Chen, Ming
    Liu, Xiaolu
    Chen, Yingwu
    2024 10TH INTERNATIONAL CONFERENCE ON BIG DATA AND INFORMATION ANALYTICS, BIGDIA 2024, 2024, : 687 - 692
  • [46] A Distributed Approach for Time-Dependent Observation Scheduling Problem in the Agile Earth Observation Satellite Constellation
    Feng, Yanxiang
    Zhang, Ruipeng
    Ren, Sida
    Zhu, Shuailin
    Yang, Yikang
    REMOTE SENSING, 2023, 15 (07)
  • [47] Energy-Efficient Data Offloading for Earth Observation Satellite Networks
    He, Lijun
    Jia, Ziye
    Wang, Juncheng
    Wang, Feng
    Lansard, Erick
    Yuen, Chau
    2024 IEEE 99TH VEHICULAR TECHNOLOGY CONFERENCE, VTC2024-SPRING, 2024,
  • [48] Variable observation duration scheduling problem for agile Earth observation satellite based on quantum genetic algorithm
    Zhi, Hui
    Liang, Weikui
    Han, Peng
    Guo, Yanning
    Li, Chuanjiang
    2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 1715 - 1720
  • [49] A model, a heuristic and a decision support system to solve the scheduling problem of an earth observing satellite constellation
    Wang, Pei
    Reinelt, Gerhard
    Gao, Peng
    Tan, Yuejin
    COMPUTERS & INDUSTRIAL ENGINEERING, 2011, 61 (02) : 322 - 335
  • [50] A Heuristic Algorithm Based on Temporal Conflict Network for Agile Earth Observing Satellite Scheduling Problem
    Xie, Ping
    Wang, Hao
    Chen, Yuning
    Wang, Pei
    IEEE ACCESS, 2019, 7 : 61024 - 61033