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《中国航空学报》2020,33(5):1532-1540
Location layout of aircraft assembly is an important factor affecting product quality. Most of the existing re-searches use the combination of finite element analysis and intelligent algorithm to optimize the location layout, which are limited by numerical simulation accuracy and the selection and improvement of intelligent algorithms. At present, the analysis and decision-making technology based on field data is gradually applied in aircraft manufacturing. Based on the perception data of intelligent assembly unit of aircraft parts, a regression model of multi-input and multi-output support vector machine with Gauss kernel function as radial basis function is established, and the hyperparameters of the model are optimized by hybrid particle swarm optimization genetic algorithm (PSO-GA). GA-MSVR, PSO-MSVR and PSOGA-MSVR model are constructed respectively, and their results show that PSOGA-MSVR model has the best performance. Finally, the design of the aircraft wing location layout is taken as an example to verify the effectiveness of the method. 相似文献
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利用已经制备的Nb-38Ti-12Al合金铸锭,将其加工为厚度为0.50 mm的板材,并通过X射线衍射分析(XRD)、金相显微镜(OM)、扫描电镜(SEM)、箱式电阻炉、分析天平等方法研究了合金在1 200℃下发生氧化反应后氧化膜出现的分层现象,通过计算单位面积内合金氧化增重质量,绘制出合金氧化增重曲线,并利用合金内氧化层厚度计算出在1 000℃和1 200℃的内氧化动力学方程,分别为x1.228=34.50t和x1.480=288.73t。 相似文献
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Xiaocan Li Brahmananda Dasgupta Gang Li 《Advances in Space Research (includes Cospar's Information Bulletin, Space Research Today)》2014
We investigate the acceleration of charged particles in a time-dependent chaotic magnetic field in this work. In earlier works, it has been demonstrated that in an asymmetric wire-loop current systems (WLCSs), the magnetic field is of chaotic in nature. Furthermore, observations also showed that there exist time-varying current loops and current filaments in solar corona. It is therefore natural to conceive that the magnetic field on the solar surface is chaotic and time-dependent. Here, we develop a numerical model to study the acceleration process of charged particles in a time-varying chaotic magnetic field that is generated by an ensemble of 8 WLCSs. We found that the motion of energetic particles in the system is of diffusive in nature and a power law spectrum can quickly develop. The mechanism examined here may serve as an efficient pre-acceleration mechanism that generates the so-called seed particles for diffusive shock acceleration at a coronal mass ejection (CME) driven shock in large solar energetic particle (SEP) events. 相似文献
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以双基地雷达"四抗"能力分析为基础,提出了双/多基地雷达布站优化的原则并对这些原则进行了量化,建立了双/多基地雷达布站优化的数学模型.随后,对量子粒子群算法进行了改进,提出了自适应量子粒子群算法,并将其用于双/多基地雷达布站优化数学模型的求解,解决了双/多基地雷达雷达站的部署问题.最后,通过MATLAB对优化后的雷达站... 相似文献
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YANG Xiaojuna XING Keyib FENG Xinglea aSchool of Information Engineering Chang'an University Xi'an China bThe National Key Laboratory for Manufacturing System Engineering Xi'an Jiaotong University Xi'an China 《中国航空学报》2011,24(2):171-180
An improved particle filtering(IPF) is presented to perform maneuvering target tracking in dense clutter.The proposed filter uses several efficient variance reduction methods to combat particle degeneracy,low mode prior probabilities and measure-ment-origin uncertainty.Within the framework of a hybrid state estimation,each particle samples a discrete mode from its poste-rior distribution and the continuous state variables are approximated by a multivariate Gaussian mixture that is updated by an unscented Ka... 相似文献