Matheuristics approaches for the satellite constellation design problem

IF 4.6 Q2 MATERIALS SCIENCE, BIOMATERIALS ACS Applied Bio Materials Pub Date : 2023-09-27 DOI:10.1007/s11081-023-09834-8
Luca Mencarelli, Julien Floquet, Frédéric Georges
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Abstract

Abstract In this paper, we propose two novel matheuristic algorithms, i.e., heuristics based on mathematical formulations of the problem, in order to find a good feasible solution to the satellite constellation design problem for discontinuous coverage with a constrained revisit time. This problem consists in searching for a constellation able to periodically observe several targets at the Earth surface with the smallest number of satellites achievable. A Feasibility Pump approach is described: we specifically adapt the Feasibility Pump procedure to our design problem and we report results highlighting the benefits of this approach compared to the base Mixed Integer Nonlinear Programming (MINLP) algorithm it is derived from. Then, we propose a second matheuristic based on the discretized Mixed Integer Linear Programming (MILP) formulation of the problem, which outperforms the plain MILP formulation.

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卫星星座设计问题的数学方法
摘要本文提出了两种新颖的数学算法,即基于问题数学公式的启发式算法,以寻找具有约束重访时间的不连续覆盖卫星星座设计问题的良好可行解。这个问题包括寻找一个星座,能够以尽可能少的卫星数量定期观测地球表面的几个目标。本文描述了一种可行性泵方法:我们专门针对我们的设计问题调整了可行性泵程序,并报告了与它派生的基本混合整数非线性规划(MINLP)算法相比,这种方法的优点。然后,我们提出了基于离散混合整数线性规划(MILP)的第二种数学公式,该公式优于普通的MILP公式。
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来源期刊
ACS Applied Bio Materials
ACS Applied Bio Materials Chemistry-Chemistry (all)
CiteScore
9.40
自引率
2.10%
发文量
464
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