TY - GEN
T1 - Satellite constellation design optimization via multiple-objective evolutionary computation
AU - Ferringer, Matthew P.
AU - Spencer, David B.
PY - 2006
Y1 - 2006
N2 - Multiple-objective evolutionary computation provides the satellite constellation designer with an essential optimization tool due to the discontinuous, temporal, and/or nonlinear characteristics of the metrics that architectures are evaluated against. In this work, the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) is utilized to generate sets of constellation designs (Pareto-fronts) that show the trade-off for two pairs of conflicting metrics. The first pair replicates a previously published sparse-coverage trade-off to establish a baseline for tool development, while the second characterizes the conflict between temporal (revisit time) and spatial (image quality) resolution. A thorough parameter analysis is performed on the NSGA-II for the constellation design problem so that the utility of the approach may be assessed and general guidelines for use established. The approximated Pareto-fronts generated for each trade-off are discussed and the trends exhibited by the non-dominated designs are revealed.
AB - Multiple-objective evolutionary computation provides the satellite constellation designer with an essential optimization tool due to the discontinuous, temporal, and/or nonlinear characteristics of the metrics that architectures are evaluated against. In this work, the Non-Dominated Sorting Genetic Algorithm II (NSGA-II) is utilized to generate sets of constellation designs (Pareto-fronts) that show the trade-off for two pairs of conflicting metrics. The first pair replicates a previously published sparse-coverage trade-off to establish a baseline for tool development, while the second characterizes the conflict between temporal (revisit time) and spatial (image quality) resolution. A thorough parameter analysis is performed on the NSGA-II for the constellation design problem so that the utility of the approach may be assessed and general guidelines for use established. The approximated Pareto-fronts generated for each trade-off are discussed and the trends exhibited by the non-dominated designs are revealed.
UR - http://www.scopus.com/inward/record.url?scp=33749367921&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=33749367921&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:33749367921
SN - 087703527X
SN - 9780877035275
T3 - Advances in the Astronautical Sciences
SP - 461
EP - 480
BT - Astrodynamics 2005 - Advances in the Astronautical Sciences - Proceedings of the AAS/AIAA Astrodynamics Conference
T2 - Astrodynamics 2005 - Advances in the Astronautical Sciences - Proceedings of the AAS/AIAA Astrodynamics Conference
Y2 - 7 August 2005 through 11 August 2005
ER -