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基于DE-RLSSVM算法的航空发动机传感器故障诊断 总被引:2,自引:0,他引:2
为了使约简最小二乘支持向量机(RLSSVM)具有更好的稀疏性和泛化能力,利用微分进化(DE)算法选择RLSSVM的支持向量,提出了DE-RLSSVM算法.在benchmark回归数据集上的仿真试验表明该算法具有很好的稀疏性和泛化能力.然后将该算法用于航空发动机传感器故障的诊断,提出了基于DE-RLSSVM算法的航空发动机传感器故障诊断方法.该方法利用DE-RLSSVM算法对传感器故障进行监测,然后进行定位和隔离.数字仿真结果表明该传感器故障诊断系统能够实现对航空发动机传感器硬故障的检测与隔离. 相似文献
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The solution of normal least squares support vector regression(LSSVR)is lack of sparseness,which limits the real-time and hampers the wide applications to a certain degree.To overcome this obstacle,a scheme,named I2FSA-LSSVR,is proposed.Compared with the previously approximate algorithms,it not only adopts the partial reduction strategy but considers the influence between the previously selected support vectors and the willselected support vector during the process of computing the supporting weights.As a result,I2FSA-LSSVR reduces the number of support vectors and enhances the real-time.To confirm the feasibility and effectiveness of the proposed algorithm,experiments on benchmark data sets are conducted,whose results support the presented I2FSA-LSSVR. 相似文献
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详细反应机理的航空发动机二维燃烧流场计算 总被引:2,自引:1,他引:1
对某航空发动机主燃烧室简化模型进行了基于正庚烷(n-C7H16)详细反应机理的燃烧流场数值模拟.在二维贴体坐标系下,计算过程采用了k-ε双方程模型来预估湍流特性,用EDC(eddy dissipation con-cept)湍流燃烧模型预估反应速率,用PSR(perfectly stirred reactor)模型的方法处理复杂化学反应项,得出了基于详细反应机理的温度场、组分浓度场,验证了机理文件中反应的某些组分与特定自由基之间的关系,对比了总包反应EBU-SRK(eddy break up-simplified reaction kinetics)的温度场,结果基本相符. 相似文献
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