Skip to main content
Top

2023 | OriginalPaper | Chapter

Multi-objective Design Optimization and Uncertainty Analysis of a Downscaled Cusped Field Thruster

Authors : Suk Hyun Yeo, Hideaki Ogawa

Published in: The Proceedings of the 2021 Asia-Pacific International Symposium on Aerospace Technology (APISAT 2021), Volume 2

Publisher: Springer Nature Singapore

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Growing interest and demand for efficient, cost-effective propulsion for small spacecraft platforms have driven the endeavor devoted to downscaling electric propulsion systems. Cusped field thrusters (CFTs) are advantageous over other electrostatic types such as gridded ion engines and Hall Effect thrusters, featuring enhanced electron confinement enabled by magnetic mirror using permanent magnets hence longer lifetime expectation. Physical modeling and characterization of performance are essential for design optimization of CFTs, but rather few research efforts have been dedicated to them to date. A multi-objective design optimization study is performed in the present study, based on evolutionary algorithms incorporating magnetic simulation coupled with an improved power balance model. It aims to simultaneously maximize the performance parameters, namely thrust, total efficiency, and specific impulse, with the anode voltage and current, mass flow rate, and magnet radii employed as the decision variables. Covariance-based global sensitivity analysis is conducted to identify influential design parameters. Uncertainty analysis is performed using prediction from surrogate models via machine learning by means of Monte Carlo simulation to examine the effects on uncertainties in the design parameters on the performance parameters. The plasma behavior inside the channel and the plume region has been investigated with primary focus on the magnetic field strength. In so doing, physical insights have been gained into key design factors to maximize CFT performance.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Footnotes
1
Robust weighted linear least squares (Loess) with a quadratic model and the bi-square weight method is used to generate surface fitting based on surrogate predictions for 10,000 quasi-random sample points with 10% span in design space [25].
 
Literature
1.
go back to reference Keller A, Kohler P, Hey FG et al (2015) Parametric study of HEMP-thruster downscaling to µN thrust levels. IEEE Trans Plasma Sci 43(1):45–53CrossRef Keller A, Kohler P, Hey FG et al (2015) Parametric study of HEMP-thruster downscaling to µN thrust levels. IEEE Trans Plasma Sci 43(1):45–53CrossRef
2.
go back to reference Keller A (2014) Feasibility of a down-scaled HEMP thruster. University of Giessen Keller A (2014) Feasibility of a down-scaled HEMP thruster. University of Giessen
3.
go back to reference Yeo SH, Ogawa H, Matthias P et al (2020) Multiobjective optimization and particle-in-cell simulation of cusped field thrusters for microsatellite platforms. J Spacecr Rockets 57(3):603–611CrossRef Yeo SH, Ogawa H, Matthias P et al (2020) Multiobjective optimization and particle-in-cell simulation of cusped field thrusters for microsatellite platforms. J Spacecr Rockets 57(3):603–611CrossRef
4.
go back to reference Fahey T, Muffatti A, Ogawa H (2017) High fidelity multi-objective design optimization of a downscaled cusped field thruster. Aerospace 4(4):55CrossRef Fahey T, Muffatti A, Ogawa H (2017) High fidelity multi-objective design optimization of a downscaled cusped field thruster. Aerospace 4(4):55CrossRef
5.
go back to reference Initiative NASA CubeSat Launch (2017) CubeSat 101 basic concepts and processes for first-time CubeSat developers. National Aeronautics and Space Administration Initiative NASA CubeSat Launch (2017) CubeSat 101 basic concepts and processes for first-time CubeSat developers. National Aeronautics and Space Administration
6.
go back to reference Kornfeld G, Koch N, Harmann HP (2007) Physics and evolution of HEMP-thrusters. 30th international electric propulsion conference, Florence Kornfeld G, Koch N, Harmann HP (2007) Physics and evolution of HEMP-thrusters. 30th international electric propulsion conference, Florence
7.
go back to reference Yeo SH, Ogawa H (2018) Investigation of influence of magnet thickness on performance of cusped field thruster via multi-objective design optimization. Proceedings of the Asia-Pacific International Symposium on Aerospace Technology 2018, Chengdu, China, p 1969--1989 Yeo SH, Ogawa H (2018) Investigation of influence of magnet thickness on performance of cusped field thruster via multi-objective design optimization. Proceedings of the Asia-Pacific International Symposium on Aerospace Technology 2018, Chengdu, China, p 1969--1989
8.
go back to reference Matthias P, Kahnfeld D, Schneider R et al (2019) Particle‐in‐cell simulation of an optimized high‐efficiency multistage plasma thruster. Contrib Plasma Phys 59(9):e201900028 Matthias P, Kahnfeld D, Schneider R et al (2019) Particle‐in‐cell simulation of an optimized high‐efficiency multistage plasma thruster. Contrib Plasma Phys 59(9):e201900028
9.
go back to reference ANSYS Inc. (2016) ANSYS Electronics Desktop Suite ver.17.2 Users' Guide ANSYS Inc. (2016) ANSYS Electronics Desktop Suite ver.17.2 Users' Guide
10.
go back to reference Ma C, Liu H, Yu D et al (2015) Experiment research on a variable magnet length cusped field thruster. Vacuum 115:101–107CrossRef Ma C, Liu H, Yu D et al (2015) Experiment research on a variable magnet length cusped field thruster. Vacuum 115:101–107CrossRef
11.
go back to reference Ray T, Isaacs A, Smith W (2008) Multi-objective optimization using surrogate assisted evolutionary algorithm. Introduction (G.P. Rangaiah), Multi-objective optimization: Techniques and applications in chemical engineering, p 131–151 Ray T, Isaacs A, Smith W (2008) Multi-objective optimization using surrogate assisted evolutionary algorithm. Introduction (G.P. Rangaiah), Multi-objective optimization: Techniques and applications in chemical engineering, p 131–151
12.
go back to reference Deb K, Pratap A, Agarwal S et al (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef Deb K, Pratap A, Agarwal S et al (2002) A fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Trans Evol Comput 6(2):182–197CrossRef
13.
go back to reference Queipo NV, Haftka RT, Shyy W et al (2005) Surrogate-based analysis and optimization. Prog Aerosp Sci 41(1):1–28CrossRef Queipo NV, Haftka RT, Shyy W et al (2005) Surrogate-based analysis and optimization. Prog Aerosp Sci 41(1):1–28CrossRef
15.
go back to reference Box GE, Wilson KB (1992) On the experimental attainment of optimum conditions. In breakthroughs in statistics. Springer, p 270–310 Box GE, Wilson KB (1992) On the experimental attainment of optimum conditions. In breakthroughs in statistics. Springer, p 270–310
16.
go back to reference Buhmann MD (2003) Radial basis functions: Theory and implementations. Cambridge University Press Buhmann MD (2003) Radial basis functions: Theory and implementations. Cambridge University Press
17.
go back to reference Rosenblatt F (1961) Principles of neurodynamics. Perceptrons and the theory of brain mechanisms. Cornell Aeonautical Laboratory, Buffalo, NY Rosenblatt F (1961) Principles of neurodynamics. Perceptrons and the theory of brain mechanisms. Cornell Aeonautical Laboratory, Buffalo, NY
18.
go back to reference Krige DG (1951) A statistical approach to some mine valuation and allied problems on the Witwatersrand. University of the Witwatersrand. Krige DG (1951) A statistical approach to some mine valuation and allied problems on the Witwatersrand. University of the Witwatersrand.
19.
go back to reference Sobol I (1976) Uniformly distributed sequences with additional uniformity properties. USSR Comput Math Math Phys 16:1332–1337CrossRef Sobol I (1976) Uniformly distributed sequences with additional uniformity properties. USSR Comput Math Math Phys 16:1332–1337CrossRef
20.
go back to reference Saltelli A, Ratto M, Andres T et al (2008) Global sensitivity analysis: The primer. Wiley Saltelli A, Ratto M, Andres T et al (2008) Global sensitivity analysis: The primer. Wiley
21.
go back to reference Helton JC, Davis F, Johnson JD (2005) A comparison of uncertainty and sensitivity analysis results obtained with random and latin hypercube sampling. Reliab Eng Syst 89(3):305–330CrossRef Helton JC, Davis F, Johnson JD (2005) A comparison of uncertainty and sensitivity analysis results obtained with random and latin hypercube sampling. Reliab Eng Syst 89(3):305–330CrossRef
22.
go back to reference Liu H, Niu X, Li X et al (2020) Simulation study of influence of exit magnetic separatrix angle on plume divergence control. Eur Phys J D 74(10):1–8CrossRef Liu H, Niu X, Li X et al (2020) Simulation study of influence of exit magnetic separatrix angle on plume divergence control. Eur Phys J D 74(10):1–8CrossRef
23.
go back to reference Hu P, Liu H, Gao Y et al (2016) An experimental study of the effect of magnet length on the performance of a multi-cusped field thruster. J Phys D: Appl Phys 49(28):285201CrossRef Hu P, Liu H, Gao Y et al (2016) An experimental study of the effect of magnet length on the performance of a multi-cusped field thruster. J Phys D: Appl Phys 49(28):285201CrossRef
24.
go back to reference Liu H, Sun G, Zhao Y et al (2014) Plume control of a cusped field thruster. IEEE Trans Plasma Sci 43(1):127–129CrossRef Liu H, Sun G, Zhao Y et al (2014) Plume control of a cusped field thruster. IEEE Trans Plasma Sci 43(1):127–129CrossRef
25.
go back to reference Ogawa H, Boyce RR (2012) Nozzle design optimization for axisymmetric scramjets by using surrogate-assisted evolutionary algorithms. J Propul Power 28(6):1324–1338CrossRef Ogawa H, Boyce RR (2012) Nozzle design optimization for axisymmetric scramjets by using surrogate-assisted evolutionary algorithms. J Propul Power 28(6):1324–1338CrossRef
Metadata
Title
Multi-objective Design Optimization and Uncertainty Analysis of a Downscaled Cusped Field Thruster
Authors
Suk Hyun Yeo
Hideaki Ogawa
Copyright Year
2023
Publisher
Springer Nature Singapore
DOI
https://doi.org/10.1007/978-981-19-2635-8_99

Premium Partner