可见/近红外漫透射光谱结合CARS变量优选预测脐橙可溶性固形物

可溶性固形物(SSC)是脐橙重要内部品质之一。采用QualitySpec型光谱仪在350～1000 nm波段范围采集脐橙的可见/近红外漫透射光谱,采用CARS(competitive adaptive reweighted sampling)变量选择方法筛选出与脐橙SSC相关的重要变量,并与无信息变量消除(UVE)及连续投影算法(SPA)比较。最后,对选择的38个重要波长变量应用偏最小二乘(PLS)回归建立脐橙SSC预测模型,并对未参与建模的75个样品进行预测。研究结果表明,CARS方法优于UVE及SPA变量选择方法,能有效地筛选出重要波长变量。CARS-PLS建立的SSC预测模型优于全光谱的PLS模型,其校正集及预测集的相关系数分别为0.948和0.917,均方根误差分别为0.347%和0.394%。因此,可见/近红外漫透射光谱结合CARS方法可以预测脐橙可溶性固形物,CARS变量选择方法能有效简化预测模型和提高模型的预测精度。     

An application of half-terrace model to surface ripening of non-bulk GaAs layers

In order to predict the actual quantity of non-bulk GaAs layers after long-time homoepitaxy on GaAs （001） by theo- retical calculation, a half-terrace diffusion model based on thermodynamics is used to calculate the ripening time of GaAs layers to form a fiat morphology in annealing. To verify the accuracy of the calculation, real space scanning tunneling microscopy images of GaAs surface after different annealing times are obtained and the roughness of the GaAs surface is measured. The results suggest that the half terrace model is an accurate method with a relative error of about 4.1%.     

特征变量优选在苹果可溶性固形物近红外便携式检测中的应用

为实现苹果可溶性固形物(SSC)的便携式快速检测,利用环形光纤探头和微型光谱仪搭建便携式苹果可溶性固形物光谱采集系统,结合无信息变量消除(UVE)、遗传算法(GA)、竞争性自适应加权(CARS)算法筛选基于偏最小二乘(PLS)的苹果可溶性固形物的近红外光谱特征波长。另外,采用反向区间最小二乘支持向量机(BiLS-SVM)和GA算法优选基于LS-SVM的特征波长变量,分别建立所选特征波长和全波段的PLS模型和LS-SVM模型。试验结果表明,经过GA-CARS算法从全波段1 512个波长中筛选出的50个特征波长建立的PLS模型效果最好,其预测相关系数和预测均方根误差分别为0.962和0.403°Brix。利用该检测装置结合GA-CARS筛选的特征波长,可有效简化苹果可溶性固形物近红外便携式检测模型并提高模型的预测精度,为进一步构建便携式苹果可溶性固形物检测设备奠定了基础。     

LS-SVM的梨可溶性固形物近红外光谱检测的特征波长筛选

为提高梨可溶性固形物含量(soluble solids content,SSC)的近红外光谱模型的精度和稳定性,以160个梨样品为实验对象,分别对原始光谱、多元散射校正(MSC)和标准正态变量变换(SNV)处理后的光谱,经无信息变量消除算法(UVE)挑选后,再结合遗传算法(GA)和连续投影算法(SPA),筛选梨可溶性固形物的近红外光谱特征波长。将筛选后的波长作为输入变量建立梨可溶性固形物的最小二乘支持向量机(LS-SVM)模型。结果表明经过SNV-UVE-GA-SPA从全波段3112个波长中筛选出的30个特征波长建立的梨可溶性固形物LS-SVM模型效果最好,该模型的预测集相关系数(R_p)和预测均方根误差(RMSEP)分别为0.956和0.271。该模型简单可靠,预测效果好,能满足梨的可溶性固形物含量的快速检测,为在线检测和便携式设备开发提供了理论基础。     

番茄碰伤和可溶性固形物近红外光谱同时在线检测

可溶性固形物和碰伤是影响番茄品质的两个主要因素。研究的目的是探索可见近红外漫透射光谱同时在线检测番茄碰伤和可溶性固形物的可行性。在单通道送果速度5个每秒条件下,采集番茄近红外漫透射光谱。对比分析碰伤与正常番茄样品的近红外漫透射光谱特性,结果表明,碰伤与正常番茄样品的近红外漫透射光谱在光强上存在明显差异,碰伤果光强要强于正常果,其原因可能是碰伤后果肉变软,透光性变强;在650和675 nm处碰伤果比正常果要多两个吸收峰,可能是碰伤后,番茄表皮颜色发生变化所致。选取贡献率占比最多的前三个主成数,对正常果与碰伤果近红外漫透射光谱主成分定性分析,正常果与碰伤果不能有效聚类,故近红外漫透射光谱主成分定性分析效果不明显,需选择建立高维近红外漫透射光谱定性判别模型。故建立了碰伤番茄样品的近红外漫透射光谱偏最小二乘定性判别模型,误判率为0%,能正确判别碰伤果,故选用碰伤番茄样品的近红外漫透射光谱偏最小二乘定性判别模型作为番茄碰伤果在线剔除分选模型。通过对未参与建模的样品进行验证,能正确识别出碰伤果。经近红外漫透射光谱偏最小二乘定性判别模型剔除碰伤果后,按照可溶性固形物指标进行分级。分别使用全部波段和606～850 nm的波段进行建模预处理,且对全部波段和606～850 nm波段光谱进行2阶导数预处理,前后平滑设为9,利用连续投影算法与遗传算法优选可溶性固形物的光谱建模变量,对比发现,利用未经算法筛选过的606～850 nm波段光谱变量进行建模,效果最好,建立了可溶性固形物在线检测模型,预测集均方根误差为0.43 Brix°。采用未参与建模的样品进行碰伤和可溶性固形物同时在线检测验证,碰伤样品的分选准确率达96%,可溶性固形物样品的分选准确率达91%。表明：番茄碰伤和可溶性固形物近红外漫透射光谱同时在线检测是可行的。     

Influence of hydrodynamics on the dynamics of a homopolymer

We present an analytical approach of the dynamics of a polymer when it is quenched from a solvent into a good or bad solvent. The dynamics is studied by means of a Langevin equation, first in the absence of hydrodynamic effect, then taking into account the hydrodynamic interactions with the solvent. The variation of the radius of gyration is studied as a function of time. In both cases, for the first stage of collapse or swelling, the evolution is described by a power law with a characteristic time proportional to N ^4/3 (N), where N is the number of monomers, without (with) hydrodynamic interactions. At larger times, scaling laws are derived for the diffusive relaxation time. Received: 10 March 1998 / Received in final form: 15 September 1998 / Accepted: 25 September 1998     

Electronic structure of F,-center in MgO

The embedded-cluster numerical variational method has been developed to calculate the electronic structure of perfect MgO, F and F⁺-centers in MgO. The energy band, bulk density of states has been calculated by cluster Mg₁₄O₁₃, Mg₁₄O₁₂F⁺ and Mg₁₄O₁₂F. The calculated absorption energy for F⁺ and F centers is in good agreement with experimental data. In our calculated defect energy levels, that the first excited state of F⁺-center is at CB-3.46 eV, indicates the necessity of a large photoelectron yielding energy. We also calculate the radius of color center electron, and plot the map of charge-density distribution of valence electrons in which the structure of the color center is shown directly. Received 22 May 1998     

Force distribution in an inhomogeneous sandpile

The force perturbation field in a two-dimensional pile of frictionless gravity-loaded discs or spheres arising from lattice distortions is derived to first order. The starting point is the model proposed by Liffman et al. (Powder Technology (1992) pp. 255-267) and Hong (Phys. Rev. E 47, 760-762 (1993)) in which discs of uniform size are arranged on a regular lattice: this predicts a uniform normal stress distribution at the base of the pile. The analysis is applied to two problems: (i) deformable (rather than rigid) grains that undergo Hertzian deformation at the points of contact; (ii) a pile containing a gradient in particle size from the centre to the free surfaces. The former results in the classical pressure dip at the centre; the latter also produces a dip if the larger particles are at the centre. Received 29 January 1998 and Received in final form 7 September 1998     

Kinematic segregation of granular mixtures in sandpiles

We study the segregation of granular mixtures in two-dimensional silos using a recently proposed set of coupled equations for surface flows of grains. We study the thick flow regime, where the grains are segregated in the rolling phase. We incorporate this dynamical segregation process, called kinematic sieving, free-surface segregation or percolation, into the theoretical formalism and calculate the profiles of the rolling species and the concentration of grains in the bulk in the steady state. Our solution shows the segregation of the mixture with the large grains being found at the bottom of the pile in qualitative agreement with experiments. Received: 6 July 1998 / Revised and Accepted: 13 August 1998     

Two-color cross-correlation of fs-laser pulses by two-photon induced photoconductivity for near and far field optical measurements

Two-color two-photon induced photoconductivity in a GaAsP diffusion type photodiode is demonstrated by measuring femtosecond cross-correlation functions for widely separated wavelength pairs of 775 and 1300 nm. Results are obtained for a range of tunable wavelengths and average powers of the incident lasers by measuring the two-photon induced photocurrent as a function of the optical delay between the pulses. The temporal autocorrelation of femtosecond laser pulses in the near-field of a small diameter aluminum coated optical fiber tip is also obtained with the same photodiode method for single colors.