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Many-objective optimization and decision-making for overall allocation of space station on-orbit activities
- Source :
- Acta Astronautica. 177:202-216
- Publication Year :
- 2020
- Publisher :
- Elsevier BV, 2020.
-
Abstract
- Overall allocation of space station on-orbit activities is the process of allocating a set of on-orbit activities to be executed on the space station in a long-term planning period into several short-term subperiods while balancing logistics demand, resource requirement and the execution priority of on-orbit activities. The basic mathematical model is firstly formulated. Then a heuristic allocation strategy is proposed to reduce optimization difficulty and a hybrid decision-making approach combining physical programming and evolutionary computation is developed to directly search a Pareto-optimal solution, and the performance of these methods in addressing the problem is compared with that of NSGA-III. Three test case with 500, 1000 and 2000 on-orbit activities respectively are simulated to demonstrate the proposed approaches. The results show that the heuristic allocation strategy is effective and performs better than only applying meta-heuristics, and the decision-making approach based on physical programming can efficiently achieve a decision-maker-preferred solution that is converged better than the Pareto frontier obtained by NSGA-III. The obtained allocation scheme satisfies all equilibrium indexes and constraints.
- Subjects :
- Scheme (programming language)
020301 aerospace & aeronautics
Mathematical optimization
Heuristic (computer science)
Computer science
Process (engineering)
Pareto principle
Evolutionary algorithm
Aerospace Engineering
02 engineering and technology
01 natural sciences
Evolutionary computation
Set (abstract data type)
Resource (project management)
0203 mechanical engineering
0103 physical sciences
010303 astronomy & astrophysics
computer
computer.programming_language
Subjects
Details
- ISSN :
- 00945765
- Volume :
- 177
- Database :
- OpenAIRE
- Journal :
- Acta Astronautica
- Accession number :
- edsair.doi...........5fabbeaa905fd03699811119b885e41b
- Full Text :
- https://doi.org/10.1016/j.actaastro.2020.07.021