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A new fast learning algorithm was presented to solve the large-scale support vector machine ( SVM ) training problem of aero-engine fault diagnosis.The relative boundary vectors ( RBVs ) instead of all the original training samples were used for the training of the binary SVM fault classifiers.This pruning strategy decreased the number of final training sample significantly and can keep classification accuracy almost invariable.Accordingly , the training time was shortened to 1 / 20compared with basic SVM classifier.Meanwhile , owing to the reduction of support vector number , the classification time was also reduced.When sample aliasing existed , the aliasing sample points which were not of the same class were eliminated before the relative boundary vectors were computed.Besides , the samples near the relative boundary vectors were selected for SVM training in order to prevent the loss of some key sample points resulted from aliasing.This can improve classification accuracy effectively.A simulation example to classify 5classes of combination fault of aero-engine gas path components was finished and the total fault classification accuracy reached 96.1%.Simulation results show that this fast learning algorithm is effective , reliable and easy to be implemented for engineering application. 相似文献
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通过试验研究了不同热处理制度对1Cr16CO5Ni2Mo1WVNbN钢的金相组织、室温拉伸、冲击性能的影响。得出结论:随淬火温度升高,回火温度降低,合金的室温冲击韧性降低,而室温拉伸强度略有升高;淬火介质对室温力学性能以及金相显微组织的影响不明显;淬火保温时间和回火保温时间对合金的室温冲击韧性和室温拉伸性能影响不大。因此合金的最佳热处理工艺参数为:1100oC×90min,油冷+680℃×3h,空冷。 相似文献
185.
This article proposes a linear parameter varying (LPV) switching tracking control scheme for a flexible air-breathing hypersonic vehicle (FAHV). First, a polytopic LPV model is constructed to represent the complex nonlinear longitudinal model of the FAHV by using Jacobian linearization and tensor-product (T-P) model transformation approach. Second, for less conservative controller design purpose, the flight envelope is divided into four sub-regions and a non-fragile LPV controller is designed for each parameter sub-region. These non-fragile LPV controllers are then switched in order to guarantee the closed-loop FAHV system to be asymptotically stable and satisfy a specified performance criterion. The desired non-fragile LPV switching controller is found by solving a convex constraint problem which can be efficiently solved using available linear matrix inequality (LMI) techniques, and robust stability analysis of the closed-loop FAHV system is verified based on multiple Lypapunov functions (MLFs). Finally, numerical simulations have demonstrated the effectiveness of the proposed approach. 相似文献
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<正> 三角B-B曲面具有许多类似于四边B(?)zier曲面的性质,如果将二者结合使用,则可以处理比较复杂的问题,有重要的实用意义。最近,刘鼎元教授给出了四边B(?)zier曲面片G1拼接的充分必要条件,并给出了G拼接的两个充分条件:简单连接条件和升阶连接条件。本文将升阶连接条件用于四边B(?)zier曲面和三角B-B曲面的G1拼接。结合使用简单连接条件,解决了在一般G1连续的四边B(?)zier曲面中嵌入G1连续的三角B-B曲面片的问题。 相似文献
188.
利用嫦娥五号再入返回飞行试验拓展任务期间获取的探测器(CE-5T1)实测数据,采用内符合方法比较了3种重力场模型的实测数据定轨结果,发现采用GRAIL(Gravity Recovery And Interior Laboratory,重力恢复与内部实验室)重力场模型进行定轨的结果最优。相比于之前的嫦娥系列探测器定轨常用的LP(Lunar Prospector,月球勘探者)重力场模型,采用GRAIL重力场模型定轨后测距数据的残差降低了1个量级。进一步采用不同重力场模型进行轨道外推,定量分析重力场模型对不同类型轨道的影响,结果表明,对于倾角为90°的环月极轨道,不同重力场模型的轨道外推结果差异较小;而对于倾角为20°和40°的环月轨道,不同重力场模型的外推星历的偏差均方根可达到2km,大于当前环月探测器的定轨精度。为此,建议在后续探月任务中使用GRAIL重力场模型进行轨道确定。 相似文献
189.
YANG Shu-bo WANG Xi LONG Yi-fu LI Zhi-peng HU Zhong-zhi YIN Kai ZHANG Rong 《航空动力学报》2016,31(12):3042-3053
Since ambient conditions vary in a wide range within the full flight envelope, the existing piecewise linear model (PLM), which is based on sea-level static condition with use of corrected parameters for other points in the flight envelope, cannot meet the accuracy for replacing the nonlinear model. To obtain more accurate linear models, a method of partitioning the flight envelope over a grid of Mach number and altitude boxes was suggested. Then, a set of linear models for a given operating condition was selected by picking the nearest (Mach number, altitude) box in the flight envelope. Through the selected set of linear models, interpolating for power level based on a weighted sum of corrected rotor speeds can obtain a linear model with acceptable accuracy. Simulation results of different points within the full flight envelope showed that the maximum error between nonlinear model and the existing PLM was more than 50%, while the maximum error between nonlinear model and the improved PLM was within 8%. It is concluded that the improved PLM performs accurately, especially under the non-standard conditions. In addition, the improved PLM can satisfy the real-time requirement better than the existing PLM. 相似文献
190.
高缠绕叶轮流道4+1轴高效分段开槽方法 总被引:1,自引:0,他引:1
高缠绕叶轮流道的高效粗加工是提高整个叶轮加工效率和缩短生产周期的关键。针对高缠绕叶轮流道的粗加工,提出了一种4+1轴高效分段开槽方法。首先,给出了分段开槽加工方法的基本概念,并分析了高缠绕叶轮流道加工特点;然后,结合机床结构特征,给出了五轴机床在主轴摆角固定为常值时切削点处单点最大刀具尺寸的计算方法;基于各切削点加工特征参数的分析,采用聚类算法进行了叶轮流道加工分段区域的划分;最后,确定了各分段区域的可加工刀具尺寸和4+1形式的刀轴矢量。算例分析表明,提出的4+1轴分段开槽方法得到的开槽轨迹旋转轴变化均匀,材料去除量较传统开槽方法增加了32.5%,改善了切削过程稳定性,提高了叶轮的粗加工效率。 相似文献