System Reliability Estimation of Divert Attitude Control System of a Launch Vehicle using Bayesian Networks

被引:2
|
作者
Muthukumar, S. [1 ]
Bose, P. Subhash Chandra [2 ]
Srivardhan, R. A. [3 ]
机构
[1] DRDO Res Ctr Imarat, Hyderabad 500069, India
[2] Natl Inst Technol, Mech Engn Dept, Warangal 506004, Andhra Pradesh, India
[3] DRDO Def Res & Dev Lab, Hyderabad 500058, India
关键词
Propulsion system; Reliability; Bayesian networks; MCMC; Weighted sum algorithm; Conditional probability; INFORMATION;
D O I
10.14429/dsj.70.13708
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Divert attitude and control system (DACS) is a one-shot system and provides attitude correction and translation of the Launch vehicle. DACS consists of many flight critical sub systems which are arranged in a series configuration. The traditional Reliability block diagram and Fault tree diagram methods are unsuitable for reliability modelling, when considering uncertainty among the components and system. Bayesian network is the natural choice to model dependencies among the components and system. DACS being one shot system, it is very expensive and time consuming to test more number of systems during the design and development. Hence the data is drawn from component level, subsystem level and expert opinion is used for reliability estimation. In this paper, Bayesian network modelling of DAC system was carried out for estimating the reliability using multi-level data. An algorithm is developed for computation of Conditional probabilities in Bayesian network. Posterior probability distribution of components is calculated using Markov Chain Monte Carlo (MCMC) simulations and results are compared with Junction tree based exact inference algorithm. MATLAB code is developed to estimate the reliability of DAC system.
引用
收藏
页码:90 / 94
页数:5
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