Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)

Accurate solving of complex systems such as spacecraft is very costly and time consuming. By building a surrogate model, the solution time and the cost can be reduced. The closer the surrogate model is to the actual model, the more accurate the solution and the lower the error rate. High-precision s...

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發表在:علوم، فناوری و کاربردهای فضایی
Main Authors: Mohammad Hossein mansouri Moghari, Hassan Naseh, Sahar Noori
格式: Article
語言:波斯语
出版: Iranian Space Research Institute 2023-02-01
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在線閱讀:https://journal.isrc.ac.ir/article_159127_5d8b6f13658a6c1afcc499f12e53ff7b.pdf
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author Mohammad Hossein mansouri Moghari
Hassan Naseh
Sahar Noori
author_facet Mohammad Hossein mansouri Moghari
Hassan Naseh
Sahar Noori
author_sort Mohammad Hossein mansouri Moghari
collection DOAJ
container_title علوم، فناوری و کاربردهای فضایی
description Accurate solving of complex systems such as spacecraft is very costly and time consuming. By building a surrogate model, the solution time and the cost can be reduced. The closer the surrogate model is to the actual model, the more accurate the solution and the lower the error rate. High-precision successor models are called metamodels. The basis of producing a high-precision meta-model is to perform high-precision sensitivity analysis with a suitable method. Sensitivity analysis can show the effect of input variables on output variables and produce a surrogate model by eliminating ineffective input variables. Therefore, sensitivity analysis is highly valuable in solving complex systems. The purpose of this article is to analyze the sensitivity of the multidisciplinary design of a monopropellant liquid propulsion system by the Latin Hypercube Sampling method. In this article, the topics related to the liquid monopropellant propulsion system are divided into six parts: High pressure gas tank, liquid fuel tank, injector, decomposition chamber, catalytic bed and nozzle. By determining the input and output variables of each subject, the results of sensitivity analysis are displayed in two ways: the sensitivity of the input variables to the output and the two-by-two correlation of the parameters with each other. In the results, as can be seen, the specific impulse input variable, in the high-pressure gas tank and the liquid fuel tank, has no effect on the output variables. In the injector, the number of grooves, groove angles and fuel tank pressure do not have a significant effect on the output variables. In the decomposition chamber sensitivity analysis diagram, the radius of the granule and for the catalyst bed, in addition to the radius of the granule, the percentage of ammonia decomposition are also ineffective. Finally, the sensitivity analysis for the nozzle shows that the ratio of specific heat has no effect on the output variables
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spelling doaj-art-4864591bfa3a4eb4b2b4cc388f1685482025-11-02T10:52:29ZfasIranian Space Research Instituteعلوم، فناوری و کاربردهای فضایی2783-45572023-02-012212110.22034/jssta.2022.323217.1045159127Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)Mohammad Hossein mansouri Moghari0Hassan Naseh1Sahar Noori2Aerospace Research Institute and Amirkabir University of TechnologyAssistant Professor, Aerospace Research Institute, Ministry Science, Research and Technology (MSRT)Amirkabir University of TechnologyAccurate solving of complex systems such as spacecraft is very costly and time consuming. By building a surrogate model, the solution time and the cost can be reduced. The closer the surrogate model is to the actual model, the more accurate the solution and the lower the error rate. High-precision successor models are called metamodels. The basis of producing a high-precision meta-model is to perform high-precision sensitivity analysis with a suitable method. Sensitivity analysis can show the effect of input variables on output variables and produce a surrogate model by eliminating ineffective input variables. Therefore, sensitivity analysis is highly valuable in solving complex systems. The purpose of this article is to analyze the sensitivity of the multidisciplinary design of a monopropellant liquid propulsion system by the Latin Hypercube Sampling method. In this article, the topics related to the liquid monopropellant propulsion system are divided into six parts: High pressure gas tank, liquid fuel tank, injector, decomposition chamber, catalytic bed and nozzle. By determining the input and output variables of each subject, the results of sensitivity analysis are displayed in two ways: the sensitivity of the input variables to the output and the two-by-two correlation of the parameters with each other. In the results, as can be seen, the specific impulse input variable, in the high-pressure gas tank and the liquid fuel tank, has no effect on the output variables. In the injector, the number of grooves, groove angles and fuel tank pressure do not have a significant effect on the output variables. In the decomposition chamber sensitivity analysis diagram, the radius of the granule and for the catalyst bed, in addition to the radius of the granule, the percentage of ammonia decomposition are also ineffective. Finally, the sensitivity analysis for the nozzle shows that the ratio of specific heat has no effect on the output variableshttps://journal.isrc.ac.ir/article_159127_5d8b6f13658a6c1afcc499f12e53ff7b.pdfmultidisciplinary design sensitivity analysis# sensitivity# correlation# spacecraft liquid monopropellant propulsion system
spellingShingle Mohammad Hossein mansouri Moghari
Hassan Naseh
Sahar Noori
Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
multidisciplinary design sensitivity analysis# sensitivity# correlation# spacecraft liquid monopropellant propulsion system
title Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
title_full Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
title_fullStr Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
title_full_unstemmed Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
title_short Multidisciplinary Design Sensitivity Analysis of a Spacecraft Monopropellant Propulsion system by Latin Hypercube Sampling (LHS)
title_sort multidisciplinary design sensitivity analysis of a spacecraft monopropellant propulsion system by latin hypercube sampling lhs
topic multidisciplinary design sensitivity analysis# sensitivity# correlation# spacecraft liquid monopropellant propulsion system
url https://journal.isrc.ac.ir/article_159127_5d8b6f13658a6c1afcc499f12e53ff7b.pdf
work_keys_str_mv AT mohammadhosseinmansourimoghari multidisciplinarydesignsensitivityanalysisofaspacecraftmonopropellantpropulsionsystembylatinhypercubesamplinglhs
AT hassannaseh multidisciplinarydesignsensitivityanalysisofaspacecraftmonopropellantpropulsionsystembylatinhypercubesamplinglhs
AT saharnoori multidisciplinarydesignsensitivityanalysisofaspacecraftmonopropellantpropulsionsystembylatinhypercubesamplinglhs