近红外光谱的古筝面板用木材等级识别研究

目前民族乐器古筝面板用板材的等级主要依靠乐器技师凭借个人经验进行判断,此方法受限于有丰富经验的技师且容易受其主观判断影响。针对此现状,以用于制作古筝面板的泡桐木材为实验样本,提出了一种利用近红外光谱结合改进的BP神经网络方法,实现快速识别古筝面板用板材的不同等级。近红外光谱可以表征丰富的物质结构与组成信息,并且测量仪器成本较低,附件形式多样化,所以针对泡桐板材的近红外光谱实验分析有实用意义首先进行光谱去噪,消除系统误差等以提高光谱分辨率,根据均方根误差与信号平方和作为多种预处理方法评价指标,选取一阶导数为本实验最终预处理方式,15为合适的滤波去噪窗口大小,然后通过主成分分析法压缩数据以及马氏距离法剔除建模集异常样本,从而建立更具代表性的建模集。然后通过聚类分析无监督学习方法进行板材等级分析,证明板材分级的可行性。由于H₂O在近红外光谱区域具有较大吸收,根据实验光谱分析结果,不考虑其基频振动波段5 396.0～4 978.0 cm-1区域和第一泛音振动波段6 800～7 000 cm-1区域,仅考虑剩余近红外光谱波段信息,将不同光谱信息波段组合,共七种组合波段区域作为神经网络模型的输入,进行面板板材等级识别模型实验。对传统的BP神经网络模型作改进。BP神经网络中学习率的设置采用自适应学习率优化策略,弥补传统神经网络训练速率慢等劣势。同时采用交叉熵函数作为代价函数,从而加快权重的更新速度。选取Relu函数作为输入层与隐藏层之间的传递函数,提高了模型训练速度,有效防止过拟合的发生。选取Softmax函数作为最后一层的传递函数,以此减少复杂计算,构成该研究最终BP神经网络模型。选取不同数量的主成分变量所能提取的光谱信息量不同,通过不断增加主成分个数和调整参与模型的光谱波段区间,调整BP神经网络模型的输入,当主成分个数为11和光谱区间为10 000～7 000和4 976～4 000 cm-1时,未知样本识别率达到99.7%,所选光谱区间涵盖C-H等基团全部特征信息。研究结果表明,近红外光谱结合神经网络可以对不同等级的泡桐木材进行有效的识别,降低人工检测误差,缩短板材分级时间,更好地满足乐器市场需求。     

A pilot study on improving the absorptivity of a thick microperforated panel absorber

Microperforated panel (MPP) absorbers are promising as a basis for the next-generation of sound absorbing materials. MPPs are typically made of a thin metal or plastic panel. However, thin limp panels are generally not suitable as an interior finish of room walls because they do not have sufficient strength, which prevents practical application of MPPs as an interior finish of room walls. In order to overcome the lack of appropriate strength required for room walls, it is possible to make an MPP out of a thick panel. However, thick MPPs are usually not efficient because the resistance and/or reactance become too high. In this study, trial production of thick MPPs and measurement of their normal absorption coefficients were carried out. Results show that efficient absorption can be given with a thick MPP by using a tapered perforation.     

Real-time focus control in broad flat field laser material processing

Broad flat field laser scanning is critical to the success of laser material processing, used in techniques such as rapid prototyping & manufacturing (RP&M) and micro-machining. For these techniques it is necessary to produce high-performance optical systems that can fulfill the need for a smaller focused spot size over broad, flat field scanning areas. This paper concentrates on the issues of defocus error compensation. A dynamic focusing system is designed, intended primarily for broad flat field galvanometric laser scanning applications. Key technologies are described in detail; corresponding solutions have been used to design and produce a CO₂ infrared optical focusing system, which is capable of scanning a focused spot size of 120 μm or less over areas up to 500 mm².     

Power transmission through double-walled laminated composite panels considering porous layer-air gap insulation

The acoustic behavior of double-walled laminated composite panels consisting of two porous and air gap middle layers is studied within the classical laminated plate theory （CLPT）. Thus, viscous and inertia coupling in a dynamic equation, as well as stress transfer, thermal and elastic coupling of porous material ave based on the Biot theory. In addition, the wave equations are extracted according to the vibration equation of composite layers. The transmission loss （TL） of the structure is then calculated by solving these equations simultaneously. Statistical energy analysis （SEA） is developed to divide the structure into specific subsystems, and power transmission is extracted with balancing power flow equations of the subsystems. Comparison between the present work and the results reported elsewhere shows excellent agreement. The results also indicate that, although favorable enhancement is seen in noise control particularly at high frequencies, the corresponding parameters associated with fluid phase and solid phase of the porous layer are important on TL according to the boundary condition interfaces. Finally, the influence of composite material and stacking sequence on power transmission is discussed.     

大开口复合材料加筋壁板稳定性分析

运用大型有限元软件Patran/Nastran分析了大开口复合材料加筋壁板的稳定性,并对不同加筋方式下壁板屈曲特征值和屈曲模态图进行了比较。结果表明:补强提高了大开口复合材料壁板的稳定性,但往往无法达到很好的效果,需要通过加筋改善其稳定性;加筋复合材料壁板稳定性较原有模型有较大提高;加筋大开口复合材料壁板屈曲特征值随筋条距开口中心距离的增加而减小,其屈曲分界线均位于筋条布置处;纵筋大开口复合材料加筋壁板一阶屈曲特征值为2.13,而横筋只达到1.08;纵筋布置对复合材料壁板稳定性影响明显高于横筋布置,可在实际工程应用中适当增加纵筋的布置。     

用于多种夹层板等效的有限元分析法

针对夹层板力学性能解析法难于计算复杂结构的夹层板且通用性差的问题,本文采用有限元分析法研究了夹层板性能的等效方法。对夹层板的代表体单元模型施加位移约束,模拟弯曲变形时线性独立的应变分量和弯曲内力;根据夹层板内力与应变的本构关系,求出刚度矩阵;最后由刚度矩阵得出宏观等效弹性常数,从而把夹层板等效成连续材料的单层板单元。将该方法与解析法计算结果进行比较得到的夹层板单元四个主要弹性常数误差在0.2%以内,验证了该方法的有效性;另外采用该方法等效三种典型结构夹层板,比较实际模型和等效模型的弯曲响应,得到的误差均在1.4%以内,表明该方法在不考虑复杂多变的夹芯结构时具有通用性。     

信天翁近海面飞行时的气动力研究

针对信天翁近海面的飞行条件,研究信天翁能在大风浪中高效飞行的力学机理．将信天翁简化为二维机翼,采用势流理论的面元方法,重点研究了波浪的有益干扰．给出了信天翁在匀速固定高度飞行和自由飞行两种状态下的波浪扰动力．计算结果表明:信天翁的飞行效率不仅取决于飞行的高度和速度,而且取决于浪高和波长;在大风浪下信天翁可以从波浪有益干扰中获得推力来抵消部分飞行阻力,提高飞行效能．     

Experimental study of rotation effect on film cooling over the flat wall with a single hole

A new rotating test rig was set up to investigate the rotation effect on the film cooling over the flat wall. A simple flat blade with an inclined 30° film hole, which is parallel to the hot mainstream, was installed. And different rotation orientations were selected to simulate the blade pressure or suction side of a turbine blade. A steady liquid crystal technique was applied to obtain detailed distribution of the temperature over the blade surface. And the average adiabatic film cooling effectiveness of the area adjacent to the film hole was selected to evaluate the cooling effect. Five different rotational speeds, i.e., 0, 300, 500, 800, 1000 r/min, were considered. Experimental results indicate that the film trajectory could bend under the rotating condition. With the increase of the rotational speed, on the pressure side, the film trajectory inclines centripetally firstly and then centrifugally; whereas, on the suction side the film trajectory bends centrifugally. On the other hand, as the rotational speed increases, the cooling effect is improved firstly and then worsened when Ω > 500–600 r/min on the pressure side. On the suction side, however, the cooling effect is not sensitive to the rotational speed.     

Instantaneous phase shifting arrangement for microsurface profiling of flat surfaces

Phase shifting interferometry is a well-established technique for non-contact surface profile measurement. Though phase shifting technique has many advantages, it is marred by a few inaccuracies due to the vibration and mechanical movement of the phase shifter itself. Significant amount of work is reported to theoretically compensate these error sources. But for a few works, prominent achievements have not been reported in eliminating these error sources in phase shifting interferometry. In this paper, a novel optical layout, in combination with instantaneous phase shifting interferometry is described. Experiments were carried out with this setup on a super mirror with a λ/20 surface roughness, to demonstrate the validity of the principle.     

财政支出、电力消费与农民收入的时空特征分析

本文将财政农业人均支出和农村人均用电量作为解释变量,农民人均纯收入作为被解释变量,利用2000-2005年中国31个省、市和自治区的有关时空数据,建立相应的空间自回归模型.模型数据统计分析表明:a)农民人均纯收入不仅存在空间自相关的特点,而且具有异质性;b)农民人均收入对财政农业人均支出、农村人均用电量存在明显的空间依赖性;c)用财政农业支出和农村用电量来反映农民收入水平十分有效,且都具有显著的正面影响.据此,文章提出了一些有针对性的提高农民收入的政策建议.