{"title":"Reliability-based design optimization of a centrifugal compressor considering manufacturing uncertainties","authors":"Jiaheng Shen, Min Huang, Xuejun Liu","doi":"10.1109/ICRSE.2017.8030802","DOIUrl":null,"url":null,"abstract":"A multiobjective, reliability-based design optimization (RBDO) is performed considering manufacturing uncertainties in order to facilitate the performance and reliability of a centrifugal compressor. During the RBDO procedure, Monte Carlo Simulation (MCS) is utilized to calculate failure probability. Latin hypercube design (LHD) is adopted to sample and form simulation experiment scheme. Besides, response surface model (RSM) is constructed to reduce the computational cost of RBDO. Results show that in deterministic optimization (DO), the reliability of mass flow rate is only 0.7843 while in RBDO the reliability of mass flow rate reaches 0.9976. Meanwhile, the value of efficiency and total pressure ratio descend 0.00197 and 0.00822 respectively, but both of them still satisfy the reliability requirements. Accordingly, a more reliable design scheme of the compressor is obtained.","PeriodicalId":317626,"journal":{"name":"2017 Second International Conference on Reliability Systems Engineering (ICRSE)","volume":"64 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 Second International Conference on Reliability Systems Engineering (ICRSE)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICRSE.2017.8030802","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1
Abstract
A multiobjective, reliability-based design optimization (RBDO) is performed considering manufacturing uncertainties in order to facilitate the performance and reliability of a centrifugal compressor. During the RBDO procedure, Monte Carlo Simulation (MCS) is utilized to calculate failure probability. Latin hypercube design (LHD) is adopted to sample and form simulation experiment scheme. Besides, response surface model (RSM) is constructed to reduce the computational cost of RBDO. Results show that in deterministic optimization (DO), the reliability of mass flow rate is only 0.7843 while in RBDO the reliability of mass flow rate reaches 0.9976. Meanwhile, the value of efficiency and total pressure ratio descend 0.00197 and 0.00822 respectively, but both of them still satisfy the reliability requirements. Accordingly, a more reliable design scheme of the compressor is obtained.
为了提高离心压缩机的性能和可靠性,在考虑制造不确定性的情况下,进行了基于可靠性的多目标优化设计。在RBDO过程中,利用蒙特卡罗模拟(Monte Carlo Simulation, MCS)计算失效概率。采用拉丁超立方体设计(LHD)进行采样,形成仿真实验方案。建立了响应面模型(RSM),降低了RBDO的计算成本。结果表明,在确定性优化(DO)中,质量流量的可靠性仅为0.7843,而在RBDO中,质量流量的可靠性达到0.9976。同时,效率值和总压比值分别下降0.00197和0.00822,但仍满足可靠性要求。据此,得出了一种较为可靠的压缩机设计方案。