Design of agile satellite constellation based on hybrid-resampling particle swarm optimization method

Abstract In recent years, on-orbit constellations providing global communication and observation services have attracted widespread attention for economic and military interests. Thus, the design of satellite constellations has become a popular topic, which is mainly approached using different optimization methods. However, there are still some drawbacks to traditional methods, such as poor convergence and long computation time, which usually limit engineering applications. In this paper, a novel optimization method, the hybrid-resampling particle swarm optimization (HRPSO) algorithm, is proposed that provide higher efficiency for constellation design. The simulation results showed that the HRPSO algorithm is more efficient than the standard particle swarm optimization (PSO) algorithm and other improved resampling particle swarm optimization (RPSO) algorithms. Therefore, the HRPSO algorithm is expected to be a practical choice for constellation design.

[1]  Riccardo Poli,et al.  Particle swarm optimization , 1995, Swarm Intelligence.

[2]  C. E. Santosa,et al.  A compact C-Band CP-SAR microsatellite antenna for Earth Observation , 2019, Acta Astronautica.

[3]  A.H. Ballard,et al.  Rosette Constellations of Earth Satellites , 1980, IEEE Transactions on Aerospace and Electronic Systems.

[4]  Michael E. Hodgson,et al.  Modeling the Potential Swath Coverage of Nadir and Off-Nadir Pointable Remote Sensing Satellite-Sensor Systems , 2008 .

[5]  Qianbin Chen,et al.  Satellite constellation design with multi-objective genetic algorithm for regional terrestrial satellite network , 2018, China Communications.

[6]  David Arnas,et al.  2D Necklace Flower Constellations , 2018 .

[7]  Luisa Buinhas,et al.  Navigation and communication network for the Valles Marineris Explorer (VaMEx) , 2019 .

[8]  Chao Han,et al.  Robust Earth Observation Satellite Scheduling With Uncertainty of Cloud Coverage , 2020, IEEE Transactions on Aerospace and Electronic Systems.

[9]  Bong Wie,et al.  Rapid Multitarget Acquisition and Pointing Control of Agile Spacecraft , 2000 .

[10]  Feng Han,et al.  Attitude Agile Maneuvering Control for Spacecraft Equipped with Hybrid Actuators , 2018 .

[11]  R. David Luders,et al.  Satellite Networks for Continuous Zonal Coverage , 1961 .

[12]  Yunhao Liu,et al.  A Two-Stage RPSO-ACS Based Protocol: A New Method for Sensor Network Clustering and Routing in Mobile Computing , 2019, IEEE Access.

[13]  Matthew P. Ferringer,et al.  Efficient and Accurate Evolutionary Multi-Objective Optimization Paradigms for Satellite Constellation Design , 2007 .

[14]  F. Alberge,et al.  Constellation design with deep learning for downlink non-orthogonal multiple access , 2018, 2018 IEEE 29th Annual International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC).

[15]  J. Walker Some circular orbit patterns providing continuous whole earth coverage. , 1970 .

[16]  Yuri Ulybyshev,et al.  General Analysis Method for Discontinuous Coverage Satellite Constellations , 2015 .

[17]  Youdan Kim,et al.  Optimum Design of an SAR Satellite Constellation Considering the Revisit Time Using a Genetic Algorithm , 2017 .

[18]  Hongrae Kim,et al.  Mission scheduling optimization of SAR satellite constellation for minimizing system response time , 2015 .

[19]  Yuri Ulybyshev,et al.  Geometric Analysis and Design Method for Discontinuous Coverage Satellite Constellations , 2014 .

[20]  Guohua Wu,et al.  Agile Earth Observation Satellite Scheduling Over 20 Years: Formulations, Methods, and Future Directions , 2020, IEEE Systems Journal.

[21]  Yuri Ulybyshev,et al.  Design of satellite constellations with continuous coverage on elliptic orbits of Molniya type , 2009 .

[22]  Jon Harr,et al.  NorSat-2: Enabling advanced maritime communication with VDES , 2019 .

[23]  Ming Xu,et al.  An analytic algorithm for global coverage of the revisiting orbit and its application to the CFOSAT satellite , 2014 .

[24]  Guillaume Lion,et al.  Optimization of small satellite constellation design for continuous mutual regional coverage with multi-objective genetic algorithm , 2016, Int. J. Comput. Intell. Syst..

[25]  Daniel Selva,et al.  Constellation optimization using an evolutionary algorithm with a variable-length chromosome , 2018, 2018 IEEE Aerospace Conference.

[26]  Ping Lu,et al.  Celebrating Four Decades of Dedication and Excellence , 2018 .

[27]  Hui Zhang,et al.  Solving Optimal Camera Placement Problems in IoT Using LH-RPSO , 2020, IEEE Access.

[28]  Yikang Yang,et al.  Restricted constellation design for regional navigation augmentation , 2018 .

[29]  Yuri Ulybyshev,et al.  Satellite Constellation Design for Complex Coverage , 2008 .

[30]  Rui Guo,et al.  Timing performance evaluation of Radio Determination Satellite Service (RDSS) for Beidou system , 2019 .

[31]  Xiaohui Wang,et al.  Novel RPSO Based Strategy for Optimizing the Placement and Charging of a Large-Scale Camera Network in Proximity Service , 2019, IEEE Access.

[32]  Daniel Selva,et al.  Assessment of constellation designs for earth observation: Application to the TROPICS mission , 2019, Acta Astronautica.

[33]  N. Gordon,et al.  Novel approach to nonlinear/non-Gaussian Bayesian state estimation , 1993 .

[34]  Cyrus D. Jilla,et al.  Multidisciplinary Design Optimization Methodology for the Conceptual Design of Distributed Satellite Systems , 2002 .

[35]  Chao Han,et al.  Analytical field-of-regard representation for rapid and accurate prediction of agile satellite imaging opportunities , 2019 .

[36]  Jiancheng Fang,et al.  Robust Backstepping Control for Agile Satellite Using Double-Gimbal Variable-Speed Control Moment Gyroscope , 2013 .

[37]  Phil Palmer,et al.  Fast Prediction Algorithms of Satellite Imaging Opportunities with Attitude Controls , 2002 .

[38]  Daniele Mortari,et al.  Design of Flower Constellations for Telecommunication Services , 2011, Proceedings of the IEEE.

[39]  Yuri Ulybyshev Geometric Analysis of Low-Earth-Orbit Satellite Communication Systems: Covering Functions , 2000 .

[40]  John R. Olds,et al.  Design and Deployment of a Satellite Constellation Using Collaborative Optimization , 2004 .

[41]  Daniele Mortari,et al.  3-Dimensional Necklace Flower Constellations , 2017 .

[42]  Xinwei Wang,et al.  Visibility optimization of satellite constellations using a hybrid method , 2019, Acta Astronautica.

[43]  Xiaohui Wang,et al.  Coverage Control of Sensor Networks in IoT Based on RPSO , 2018, IEEE Internet of Things Journal.

[44]  Edward F. Crawley,et al.  A technical comparison of three low earth orbit satellite constellation systems to provide global broadband , 2019, Acta Astronautica.