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131.
CH4气体的精准检测对防止矿井瓦斯爆炸,确保安全生产至关重要。目前基于可调谐半导体激光吸收光谱技术(TDLAS)存在因温度变化导致气体浓度测量误差较大。探究了基于TDLAS的CH4气体检测系统与温度补偿方法,分析温度对CH4气体吸收谱线的影响,通过算法补偿模型消除环境温度对CH4气体检测的影响。依据TDLAS技术原理及相关理论,对系统发射单元、吸收池、信号接收单元、数据处理单元进行设计,搭建了基于TDLAS技术的CH4气体浓度检测系统,实验检测了不同环境温度(10~50 ℃)时0.04%CH4气体浓度,分析温度变化对CH4气体在波长为1.653 μm处吸收谱线强度和半宽度的影响。为消除温度对CH4气体检测的影响并提高补偿效果,采用粒子群优化算法(PSO)优化BP神经网络(BPNN)的最佳权值和阈值,建立CH4气体的PSO-BP温度补偿模型,克服了BP神经网络收敛速度慢、易陷入局部最优的缺点。结果表明:(1)基于TDLAS的CH4气体检测浓度随环境温度升高而下降,整个实验温度内相对误差范围为4.25%~12.13%,不同环境温度下CH4气体检测浓度与温度之间的关系可用一元三次多项式表示;(2)CH4气体的吸收强度和半宽度随着温度的升高而下降,与温度变化之间的关系为单调递减函数,温度对CH4气体吸收谱线强度的相对变化率大于吸收谱线半宽度的相对变化率,CH4气体吸收谱线的强度更容易受温度变化的影响;(3)BP神经网络和PSO-BP模型测试样本的绝对平均误差(MAE)分别为12.88%和1.81%,平均绝对百分比误差(MAPE)分别为2.3%和0.3%,均方根误差(RMSE)分别为15.96%和2.69%,相关系数R2分别为0.980 6和0.999 6。通过建立PSO-BP温度补偿模型,补偿效果大部分分布在±1.0%的误差范围内,MAE,MAPE,RMSE和R2等评价指标均大幅度提升,对提高TDLAS技术在矿井CH4的精准检测具有一定的参考意义。 相似文献
132.
133.
Unidimensional SPH simulations of reactive shock tubes in an astrophysical perspective 总被引:1,自引:0,他引:1
Smoothed Particle Hydrodynamics (SPH) is a Lagrangian method widely used for the modelling of a large variety of astrophysical fluid flows in more than one dimension. Simulations of thermonuclear explosions in stars require, besides the hydrodynamic equations, a realistic equation of state, an energy source term, and a set of nuclear kinetic equations to follow the composition changes of the gas during the explosion. The implementation of a realistic stellar equation of state, and the coupling of hydrodynamics and nuclear burning are investigated in the framework of the simple shock tube geometry. We present and discuss the results of a series of SPH simulations of a detonation in the presence of (1) a single exothermic nuclear reaction, and (2) a restricted network of nuclear reactions. Our results are compared to those of identical simulations performed by other authors using a different hydrodynamic method. 相似文献
134.
Faruk Civan 《Transport in Porous Media》2007,67(2):329-334
An Arrhenius-type asymptotic-exponential function is derived to describe the temperature dependence of the power needed for
detachment of fine particles from pore walls in porous media. 相似文献
135.
Jesus Lerma Tariq Khraishi Yu-Lin Shen Brian D. Wirth 《Mechanics Research Communications》2003,30(4):325-334
Analytical solutions for the displacement and stress fields due to a misfit particle in a host matrix can be difficult to obtain, especially for complex particle geometries. In this work, we present a numerical method for finding such fields in the case of infinitely-long particles. The method is based on discretizing the continuous misfit region between the particle and matrix into local misfit regions consisting of interstitial dislocation loops. The results presented here indicate very good agreement with analytical solutions and better convergence with increasing loop density. 相似文献
136.
基于轴角转换器的一种高精度动态测角系统 总被引:4,自引:1,他引:4
设计了一种基于轴角转换器AD2S80的高精度感应同步器动态测角系统,分析了测角误差产生原因,提出了误差调整和补偿措施。通过实例数据表明:用谐波分析的方法对测角误差进行了调整与补偿,从而可大幅度提高测角精度。 相似文献
137.
激光多普勒测速技术在气液两相流中的应用 总被引:1,自引:0,他引:1
本文采用激光颗粒动态分析仪(PDA)测量了钢包底部喷吹气液两相流中气泡的直径和气泡上升速度的分布;采用激光多普勒测速仪(LDA)测量了气液两相区和液体单相循环区液体速度场的分布。测量结果表明:气泡在脱离喷嘴上浮一定距离后,其大小基本保持不变;在气液两相区中,气泡速度和液体速度的分布均服从高斯分布;液体在单相区作循环流动,在侧壁与底部交接处,存在液体流动的“死区”。 相似文献
138.
Ikenna S. Ngene Rob G.H. Lammertink Matthias Wessling Walter van der Meer 《Journal of membrane science》2010,346(1):202-207
A new method for non-invasive in situ monitoring of a microfiltration process is described. In microfiltration systems, local information on the deposition characteristics can be used to determine the cake behavior during a filtration run. Typically, non-invasive methods of fouling study are restricted to specialized membranes, or require highly complex systems. This study employs the use of synthetic embedded channel membranes, with channels separated by a porous structure (active membrane). The characteristics of the active membrane have been analyzed. Deposition on the membrane surface can be observed and monitored optically across the width of the feed channel. This can be used to observe the liquid hydrodynamics in the channel as well as the local cake properties in time. In dead end filtration, it has been observed that with 6 μm particles, the cake initially deposits towards the end of the membrane. However, as filtration continues, the deposition changes with more local deposition towards the channel entrance, leading to a more homogeneous cake layer. 相似文献
139.
Variable-weighted least-squares support vector machine for multivariate spectral analysis 总被引:1,自引:0,他引:1
Multivariate spectral analysis has been widely applied in chemistry and other fields. Spectral data consisting of measurements at hundreds and even thousands of analytical channels can now be obtained in a few seconds. It is widely accepted that before a multivariate regression model is built, a well-performed variable selection can be helpful to improve the predictive ability of the model. In this paper, the concept of traditional wavelength variable selection has been extended and the idea of variable weighting is incorporated into least-squares support vector machine (LS-SVM). A recently proposed global optimization method, particle swarm optimization (PSO) algorithm is used to search for the weights of variables and the hyper-parameters involved in LS-SVM optimizing the training of a calibration set and the prediction of an independent validation set. All the computation process of this method is automatic. Two real data sets are investigated and the results are compared those of PLS, uninformative variable elimination-PLS (UVE-PLS) and LS-SVM models to demonstrate the advantages of the proposed method. 相似文献
140.
D. Cabooter A. Fanigliulo G. Bellazzi B. Allieri A. Rottigni G. Desmet 《Journal of chromatography. A》2010,1217(45):7074-7081
The separation efficiency and kinetics of several commercial HPLC particle types (both fully porous and superficially porous) have been investigated using a pharmaceutical weakly basic N-containing compound as a test molecule. A strong trend between the particle size distribution (PSD) of the particles and the typically employed “goodness of packing”-parameters was observed. The relative standard deviation of the PSD of the tested particles ranged between 0.05 and 0.2, and in this range, a near linear relationship between the A-term constant, the hmin-value and the minimal separation impedance was found. The experimental findings hence confirm the recent observations regarding the relationship between the narrow PSD of the recently commercialized porous-shell particles and their superior efficiency and kinetic performance. The outcome also suggests that the performance of the current generation of fully porous particle columns could be significantly improved if the PSD of these particles could be reduced. 相似文献