polito.it
Politecnico di Torino (logo)

Definition of optimal LEO constellations for telecom applications using Multiobjective Evolutionary Computation

Alessandro Allegrini

Definition of optimal LEO constellations for telecom applications using Multiobjective Evolutionary Computation.

Rel. Elisa Capello, Fabio Faliero, Daniele Filippetto. Politecnico di Torino, Corso di laurea magistrale in Ingegneria Aerospaziale, 2023

[img] PDF (Tesi_di_laurea) - Tesi
Restricted to: Repository staff only until 13 June 2025 (embargo date).
Licenza: Creative Commons Attribution Non-commercial No Derivatives.

Download (4MB)
Abstract:

Satellite constellations are among the most promising space infrastructures because they offer a wide range of services, from Earth observation for scientific purposes to satellite navigation and telecommunications. Services of primary importance for daily life on Earth can be provided by the synergistic operation within the constellation. The following thesis carried out in collaboration with the mission analysis team of SITAEL S.p.A., fits within this engineering panorama. The premises of the work lie in the company's need to equip itself with a tool dedicated to the optimization of satellite constellations in Low Earth Orbit (LEO) for future applications in the telecommunications field. In this regard, the use of Multi-objective Evolutionary Algorithms such as the Nondominated Sorting Genetic Algorithm II (NSGA-II) is proposed to explore sets of constellation designs (Pareto fronts) based on conflicting objectives. Specifically, the focus is on a topological point of view of constellation optimization, leaving the systems engineering point of view to future expansions and improvements of the tool. Therefore, considering a simplified topology of the constellation, made up of reference company satellites equal to each other, the NSGA-II algorithm is used to generate sets of constellations capable of achieving the most global coverage of the Earth, by containing costs and maximizing the operational life of the satellites, which in turn depends on the time spent carrying out mission maneuvers. Case studies in which these conflicting objectives are compared with each other are simulated, showing the evolution of the population, the trend of the nondominated solutions, and the possible configurations of the resulting constellations. In this way, an assessment is carried out of the usefulness of this approach in defining a starting point for future developments of the company tool.

Relators: Elisa Capello, Fabio Faliero, Daniele Filippetto
Academic year: 2023/24
Publication type: Electronic
Number of Pages: 100
Subjects:
Corso di laurea: Corso di laurea magistrale in Ingegneria Aerospaziale
Classe di laurea: New organization > Master science > LM-20 - AEROSPATIAL AND ASTRONAUTIC ENGINEERING
Aziende collaboratrici: Sitael S.p.A.
URI: http://webthesis.biblio.polito.it/id/eprint/29565
Modify record (reserved for operators) Modify record (reserved for operators)