基于元学习的航空电子设备特征选择算法推荐方法

为了对航空电子设备的测试数据进行有效约简, 去除冗余信息和不相关特征, 基于机器学习领域现有的特征选择算法, 提出了一种元学习框架下的航空电子设备特征选择算法推荐方法。所提方法旨在根据不同航空电子设备测试数据所蕴含的信息, 推荐合适的特征选择算法。首先, 分析了数据集特征的描述方法。然后, 介绍了采用综合度量指数的算法性能评价方法。最后, 给出了特征选择算法推荐方法的框架。使用42个航空电子设备的测试数据和13个过滤型特征选择算法建立了元数据库, 采用留一法进行交叉验证, 推荐命中率达到了90%以上, 推荐性能比例达到97%以上。     

Maxwell's role in turning the concept of model into the methodology of modeling

This is a contribution towards a history and philosophy of modeling in its early stages in electromagnetism. In 1873, James Clerk Maxwell (1831–1879) hinted at the methodology of modeling at the end of his Treatise on Electricity and Magnetism. We focus on Maxwell's impact on physicists who immediately followed him, specifically Oliver Lodge (1851–1940) and George Francis FitzGerald (1851–1901). We begin with the role that the scientific concept of model played in the late nineteenth century, as assessed by Ludwig Boltzmann (1844–1906). We then discuss the role of hypothesis as a methodology, the appeal to (dynamical) illustration, and the way Maxwell applied model and working model in his studies of electromagnetism. We show that for Maxwell these key terms were kept distinct, but Lodge did not maintain these distinctions and, in this regard, FitzGerald followed Lodge. Notwithstanding Lodge's influence, Fitzgerald modified Maxwell's theory based on the mechanical model he designed, thereby implicitly taking the first step towards modeling. This methodology consists in drawing consequences from the (mechanical) model to the (electrodynamic) theory and modifying the latter in light of the functioning of the former. At the core of our argument is the thesis that it was a methodological novelty to move from the concept of model to the methodology of modeling. The introduction of modeling as a new methodology into physics in the late nineteenth century was a major event which deserves proper recognition.     

多级孔板提高井筒气体携液能力实验研究

气井生产时，井底积液会影响气井产量，甚至导致气井停产。加入泡沫剂、更换小直径油管或氮气举升等措施排出井底积液是保证气井生产的重要手段，但造成液体回流的井筒结构并没有变化。改变适合于单相流体的均一井筒结构，降低气液两相流中液体在井筒的回流，提高气体携液能力，形成适用于气液两相流的井筒结构，可以改善气井生产。实验设计了安装于管筒内的类似于倒置漏斗形的多级孔板装置，以井底气体为动能，借助“爬楼梯”原理，利用孔板减少或阻止液体回流，使液体通过多级孔板逐级上升；实验利用气体压缩机提供气源，测试了不同气体流速下，加入孔板对于气体和泡沫携液能力的影响。实验表明，在管筒内加入液体回流限制装置，大幅度地提高了管筒的气体携液能力和排液效果，减少了管筒液体回流量，降低了气体排液和泡沫排液的气体流速临界值。多级孔板可用于气井增产，能够提高气体携液能力，提高泡沫携液效果，降低泡沫剂的使用量和井底残液，但在实际生产中气体流量和装置的匹配性，还有待于在现场试验中进一步验证和优化。     

Effect of Al on microstructure and mechanical properties of as-extruded Mg–1Mn alloy sheet

The effect of Al addition on microstructure and mechanical properties of hot extruded Mg–1 Mn alloy sheet was investigated. The results revealed that the dynamic recrystallization was promoted by increasing Al content. The ultimate tensile strength and yield strength of the alloy increased with the increase of Al content. The Mg–9 Al–1 Mn alloy exhibited the highest strength, with tensile strength of 308 MPa, 307 MPa, 319 MPa, yield strength of 199 MPa, 207 MPa, 220 MPa and the elongation of 20.9%, 20.1%, 19.2% in 0°, 45°, 90°, respectively.The high strength was mainly attributed to the formation of fine dynamically recrystallized grains and large amounts of the second phase. The strengthening mechanism of the alloys was explained.     

Microstructure,mechanical properties and wear resistance of an Al–Mg–Si alloy produced by equal channel angular pressing

Microstructure, mechanical properties and wear resistance in an ultrafine-grained Al–Mg–Si alloy fabricated utilizing a combination of equal channel angular pressing (ECAP) and dynamic aging were investigated in this paper. The results indicated that the grain size of the ECAP alloy was significantly refined, i.e., to ~239 nm after three ECAP passes. Meanwhile, the yield and tensile strength of the ECAPed material reached 340 MPa and 445 MPa, respectively, while maintaining a significant uniform elongation of 14%. Wear resistance results demonstrated that the wear rate, wear depth and width of the ECAPed material decreased in comparison with the solution-treated (SST) and peak-aged (T6) conditions under a load range of 5–25 N. The adhesive wear that occurs in the undeformed specimens at 10 N does not appear in the ECAPed specimen at the same load, indicating that the ECAPed specimen delay the appearance of more serious wear mechanisms under certain loads. The cooperative interaction of high density nano-scale β" precipitates and dislocations resulted in a combination of super-high strength and good work hardening ability which suppressed the extension of cracks between the friction layer and the plastic deformation zone. As a consequence, the combination of ECAP and dynamic aging brings a significant improvement for antifriction performance of the 6061 aluminum alloy.     

Effect of heat treatment on microstructures and properties of a novel Al-Zn-Mg-Cu alloy for oil drilling

In view of the special requirements for strength, heat resistance and corrosion resistance of Al-Zn-Mg-Cu alloy for oil drilling, the Al-6.2 Zn-2.5 Mg-1.6 Cu alloy was prepared by increasing Cu content on basis of Russian Series 1953 alloy. The effect of heat treatment on the microstructures and properties of the alloy was characterized by optical microscope(OM), scanning electron microscope(SEM) and transmission electron microscope(TEM), and investigated by tensile test at room temperature, thermal exposure test and corrosion test. The results show that the strength after T6 aging treatment exhibit a decrease trend as an increase of the solution temperature from465 °C to 480 °C. After the solution treated by the rate of 470 °C/1 h, second phases dissolve into the matrix very well and the strength property reaches optimum. The alloy has better comprehensive properties treated by a solution treatment of 470 °C/1 h and then followed by an aging treatment of 120 °C/24 h + 170 °C/1 h + 120 °C/24 h. Under the aging state, the precipitated phases inside the grains are suitable in size, while on the grain boundary distribute discontinuously and the precipitate-free zone is obvious. Besides, the alloy still maintain high tensile properties. The yield strength, tensile strength and elongation are 650 MPa, 686 MPa,12.0%, respectively. The yield strength retention after heat exposure is 92%. The alloy has good corrosion resistance and the exfoliation corrosion degree. The average corrosion rate in the H_2S and CO_2 environment is 0.0024 mm/a, which is far less than the required 0.12 mm/a. It is insensitive to H_2S and CO_2 environments.     

基于炉灶热量回收的吸热装置设计

设计了一种基于炉灶热量回收的吸热装置。该装置通过将导热性能及焊接性能优良的无氧紫铜管与炉灶支架焊接成一个整体,近距离吸收炉灶火焰四周散失的热量,利用火焰散失的热量给生活用水加热,将生成的热水供日常生活使用;对出水装置进行改良,使其与加热装置形成循环结构,达到对整个系统进行保护的目的。本装置提高了对能源的利用率,减少了能源消耗,达到节能的目的。     

发动机传感器的测试

发动机传感器的测试是进行控制和诊断的基础,故有必要对传感器输出信号的性质、特征及电路加以阐述.     

中医药抗运动性疲劳的研究现状

目前,丰富医学界对中医药抗运动疲劳的研究主要有两方面一、中医对运动性疲劳的诊治;二、中药对运动性疲劳的作用.文章对这两方面的研究进展进行了综述,为进一步的研究提供了参考依据     

基于可能性理论的柴油机故障诊断方法

本文提出了基于可能性测度的柴油机故障诊断方法.与概率测度相比,可能性测度更为适合,计算更为简单,在故障诊断中有着广泛的适用性。