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低流速净蒸汽产生点模型预测过冷沸腾空泡率 总被引:2,自引:0,他引:2
空泡率是汽液两相流动的基本参数之一,而已有过冷沸腾空泡率计算方法研究以高质量流速为主,且大量文献报道现有空泡率模型难以适用于低流速过冷沸腾工况。本文基于低流速过冷沸腾净蒸汽产生点(NVG)理论模型,进一步建立了计算过冷沸腾空泡率的分布拟合模型。在较宽广的压力、质量流速、热流密度和流道尺寸范围内将模型计算结果与现有空泡率实验数据进行了比较,低流速工况下该模型与实验数据符合良好,表明该模型可适用于低流速过冷沸腾工况。 相似文献
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组合模型在能源需求预测中的应用 总被引:2,自引:0,他引:2
简述不同的能源需求预测方法的特点.结合某省区能源需求的历史数据,运用趋势外推法建立单项预测模型,并对趋势外推预测的优缺点进行分析;运用ARMA模型对趋势外推模型中的残差序列进行分析,得到趋势外推模型中非趋势分量的预测结果;测算出某省区“十一五”期间的能源需求总量,并得出这一组合模型的预测结果准确性高、稳定性好的结论。 相似文献
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为研究不同湍流模型在斜流泵性能模拟上的差异,以比转速为425的斜流泵为研究对象,选取κ-ε、κ-ω、SST、RNGκ-ε四种湍流模型,对斜流泵设计工况下的内部流动进行数值计算,并分析各湍流模型在斜流泵内流计算中的适用性。结果表明,SST模型预测的扬程偏差较大,为7.69%,其余模型扬程预测偏差均小于5%,其中RNGκ-ε模型扬程预测偏差最小,为3.76%;SST模型预测的效率偏差最大,为3.70%,κ-ε模型和κ-ω模型的效率偏差最小,均为3.00%;4种模型在吸入段及导叶处的轴向速度分布基本一致,κ-ω模型对叶轮轴向速度预测的高速域范围略优于其余三种模型;κ-ε模型和RNGκ-ε模型对斜流泵涡量预测结果较为相似,而κ-ω模型和SST模型的预测结果比较接近。研究结果可为预测斜流泵性能和内部流动特性提供参考。 相似文献
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随着中国光伏装机容量的不断增加,规模化光伏并网会引入大量电力电子设备,光伏并网系统存在发生次同步振荡的风险。为解决其潜在的次同步振荡问题,提出基于模型预测控制的光伏并网系统次同步振荡抑制策略。首先,建立考虑逆变器控制延时的光伏并网系统小信号分析模型,采用参与因子分析法选取具有良好可观性和可控性的模型预测控制信号。其次,建立合适的目标函数及约束条件,通过模型预测控制器求解光伏并网系统的最优输入序列,使系统输出达到期望值,从而抑制系统振荡。最后,通过仿真验证该抑制策略的有效性和鲁棒性。 相似文献
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针对降水受大气环流、地形、气压等诸多环境因素影响致使准确预报降水量较为困难的问题,结合ARIMA模型和RBFNN模型各自优势,提出了ARIMA-RBFNN组合模型,对白城市2001~2010年降水量进行了预报,并与ARIMA模型和RBFNN模型预报结果进行了对比分析。结果表明,ARIMA-RBFNN组合模型在预测降水量时最大相对误差为27.33%,最小相对误差为0.70%,平均相对误差为8.54%,预测精度明显优于ARIMA模型和RBFNN模型,可见该组合模型发挥了ARIMA模型和RBFNN模型各自的优点,为精确预测降水量提供了一种有效方法。 相似文献
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为解决降水资源预测复杂的问题,建立了具有物理意义的新预测模型,即利用集合经验模态分解(EEMD)方法,分解降水资源并识别其演变模式,获得各本征模函数(IMF),然后结合最近邻抽样回归模型(NNBR)对数据进行预测分析,汇总相应的计算结果,从而构成了EEMD-NNBR降水预测模型。以无锡市惠山区的降水序列资料为例,采用EEMD-NNBR模型预测降水资源,并与单一的NNBR模型预测值进行对比分析。结果表明,所建模型稳定性较好,能合理预测水资源演变趋势,提高降水资源预测精度,具有一定的应用价值。 相似文献
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改进灰色模型在电力负荷预测中的应用 总被引:2,自引:0,他引:2
李颖峰 《电网与水力发电进展》2009,25(3):10-11
灰色GM(1,1)模型是一种较有效的负荷预测模型,然而由于电力负荷具有多样性,导致对某些变化规律的负荷预测误差较大,精度不能满足要求,在实际应用中具有一定的局限陛。对灰色GM(1,1)模型进行必要的改进,利用等维新信息递推模型进行负荷预测,通过实例分析表明,可提高预测的精度。 相似文献
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In this research, dynamics of a micro thermal bubble existing in an acoustic field have been studied by a high-speed camera and a micro temperature sensor. The micro thermal bubble was generated by a micro heater, which was fabricated by the MEMS (micro-electro-mechanical system) technique and packed into a transparent mini chamber. The acoustic field inside the chamber was generated by a piezoelectric plate that was attached on the top side of the chamber's wall. Compared with micro thermal bubble dynamics in normal conditions, several different bubble dynamic phenomena in acoustic conditions have been found, such as bubble departure and attraction around the heater, bubble oscillating in the liquid volume, etc. By theoretical analysis, the main mechanism of bubble movements is attributed to the balance between Marangoni force and acoustic force. All these bubble dynamic phenomena improve the liquid convective flow and enhance the heat and mass transfer. Thus, this investigation about acoustic thermal bubble dynamics may find some potential applications in micro fluid devices for different functions, such as heat/mass transfer enhancement, micro electronic cooling, micro heater protection, etc. Temperature measurement in both normal conditions and acoustic conditions confirmed that the heat transfer was enhanced by the acoustic field. 相似文献
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An improved bubble packing method (BPM) is proposed to generate high-quality unstructured grids for prediction of the flow field in a domain with complex geometry. For a curved-boundary domain, bubble departure from the curved boundaries during the dynamic movement of bubbles can be avoided by using the mapping and the arc-length parameterization methods. Furthermore, the grid density of the whole region can be controlled effectively. Local mesh refinement is achieved by adding bubbles with different sizes to the real and artificial vertices of the domain, and vertex information is transferred to the inner nodes of the domain using the Shepard interpolation method. In order to validate the proposed BPM, a finite-volume solver on an unstructured collocated grid is developed to simulate both square and polar lid-driven cavity flows. The numerical simulation results agree well with the experimental data under different Reynolds numbers. 相似文献
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采用标准κ-ε模型,RNGκ-ε模型和RSM(SSG)模型,对气—固旋风分离器中的单相湍流流场进行数值模拟计算。旋风分离器网格划分采用分块划分技术,每一块采用贴体坐标划分网格,计算结果同试验比较,三种模型中以RSM模型的预报结果最为合理,对切向速度分布的涡结构给出了合理的预报结果,同时给出了雷诺应力的各向异性特性,但同实验值仍有一定的差别,分析认为同湍流模型本身的原因外,与入口边界条件的选取和网格划分的多少有一定的关系。 相似文献
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1引言 气蚀这种损坏机理实际特征在于:它不同于常见的磨料或粘着磨损的过程,其发生不需要两个固体表面之间相互接触.尽管如此,其材料的迁移亦可达到工程部件的功能严重损伤的程度,就像18世纪90年代第一批涡轮式轮船的推进器案例一样.历史上,正是这一大规模责任重大的事件,唤起了科学对该现象的普遍兴趣,但是在过去的5~10年(1978年前)里,滑动轴承存在气蚀损坏才被接受. 相似文献
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Tai Wang Yifan Zhang Dongxiao Shi 《Numerical Heat Transfer, Part A: Applications》2013,63(12):1352-1369
This article presents a three-dimensional numerical simulation of the effect of a uniform electric field on the dynamics of bubbles in a viscous fluid. The two-phase interface is captured utilizing a coupled volume-of-fluid and level set (VOSET) method by solving the full Navier–Stokes equations coupled with electric field equations. To track the interface more accurately, the dynamically adaptive octree grids are used to refine the grids around the interface. The effects of different parameters such as the electric Bond number, the ratio of electrical permittivity, the gravitational Bond number, and the Reynolds number on the motion and deformation of the bubble are investigated. According to the computational results, it is found that the electric field has a significant influence on the bubble dynamic behavior. Increase of the electric Bond number or the ratio of electrical permittivity results in the larger deformation and rising velocity of the bubble. For a higher electric Bond number and the Reynolds number, separations of the tail of the bubble are observed. In this case, the jet above the bubble is strong enough to turn the spherical bubble to a toroidal shape. 相似文献
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In order to reveal the regularity of unsteady flow of centrifugal pump under different cavitation stages, a visual closed test-bed is built to collect signals such as the distribution of cavitation bubbles at the impeller inlet and external characteristics, etc. in the process of cavitation of centrifugal pumps. Combined with the shape and distribution of bubbles captured by high-speed photography, the cavitation stage of the centrifugal pump is divided. In addition, the variation of vorticity distribution, pressure pulsation and radial force of centrifugal pump under different cavitation stages are studied using the standard k-ε turbulence model and the Kunz cavitation model. Main contributions are as follows: The cavitation bubbles can absorb the energy of vortex core to a certain extent and increase the volume of vortex core. Cavitation bubbles can also block the flow-path and induce the distortion of the internal flow field, resulting in unstable pressure waves that cause a significant increase in pressure pulsation rate. Besides, with the development of cavitation, the radial force on the impeller tends to remain invariable first and then decrease, and trajectory of the radial force changes from closed to open. 相似文献
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不同湍流模型在内燃机缸内流动过程数值模拟中的应用和比较 总被引:3,自引:0,他引:3
对内燃机燃烧室的压缩和膨胀过程进行了数值模拟.湍流模型采用加入可压缩修正的k-ε模型、RNGk-ε模型、LRR和SSG应力模型.通过对90°弯管内流模拟与实验值的比较验证了模型的准确性.燃烧室网格采用椭圆方程生成贴体网格,利用以上4种湍流模型模拟计算了缸内的压缩和膨胀过程,计算结果表明,DSM模型,尤其是SSG模型能更好模拟缸内湍流的各向异性特征. 相似文献
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The problem of identifying an unknown function of the state of an evolution model with differential equations is considered in the framework of a minimization problem. The well-posedness of this minimization problem as well as unique solvability is proven. The analysis of the dependence of the identified function on the data is presented by means of the derivative of the “data–to–function” mapping. Moreover, the infinite dimensional function space, where the unknown function is sought, is discretized by suitable radial basis functions that are chosen such that optimal approximation results are obtained. The numerical treatment of a representative evolution model and the application to a bio-chemical model illustrate the proposed approach. 相似文献