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Numerical Application of the Flamelet Model to Supersonic Turbulent Combustion
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作者 Yongkang Zheng Qinxue Jiang +2 位作者 Hao Tian Youda Ye Jingying Wang 《Fluid Dynamics & Materials Processing》 EI 2022年第4期957-971,共15页
In this study,the flow field structure inside a scramjet combustor is numerically simulated using the flamelet/progress variable model.Slope injection is considered,with fuel mixing enhanced by means of a streamwise v... In this study,the flow field structure inside a scramjet combustor is numerically simulated using the flamelet/progress variable model.Slope injection is considered,with fuel mixing enhanced by means of a streamwise vortex.The flow field structure and combustion characteristics are analyzed under different conditions.Attention is also paid to the identification of the mechanisms that keep combustion stable and support enhanced mixing.The overall performances of the combustion chamber are discussed. 展开更多
关键词 Steady flamelet model flamelet/progress variable model supersonic combustion
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Turbulent combustion modeling using a flamelet generated manifold approach——a validation study in Open FOAM 被引量:2
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作者 Tao LI Fanfu KONG4 +1 位作者 Baopeng XU Xiaohan WANG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第8期1197-1210,共14页
An OpenFOAM based turbulence combustion solver with flamelet generated manifolds (FGMs) is presented in this paper. A series of flamelets, representative for turbulent flames, are calculated first by a one-dimensional... An OpenFOAM based turbulence combustion solver with flamelet generated manifolds (FGMs) is presented in this paper. A series of flamelets, representative for turbulent flames, are calculated first by a one-dimensional (1D) detailed chemistry solver with the consideration of both transport and stretch/curvature contributions. The flame structure is then parameterized as a function of multiple reaction control variables. A manifold, which collects the 1D flame properties, is built from the 1D flame solutions. The control variables of the mixture fraction and the progress variable are solved from the corresponding transport equations. During the calculation, the scalar variables, e.g., temperature and species concentration, are retrieved from the manifolds by interpolation. A transport equation for NO is solved to improve its prediction accuracy. To verify the ability to deal with the enthalpy loss effect, the temperature retrieved directly from the manifolds is compared with the temperature solved from a transport equation of absolute enthalpy. The resulting FGM-computational fluid dynamics (CFD) coupled code has three significant features, i.e., accurate NO prediction, the ability to treat the heat loss effect and the adoption at the turbulence level, and high quality prediction within practical industrial configurations. The proposed method is validated against the Sandia flame D, and good agreement with the experimental data is obtained. 展开更多
关键词 flamelet GENERATED MANIFOLD TURBULENT COMBUSTION NO prediction
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Optimizing progress variable definition in flamelet-based dimension reduction in combustion 被引量:2
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作者 Jing CHEN Minghou LIU Yiliang CHEN 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2015年第11期1481-1498,共18页
An automated method to optimize the definition of the progress variables in the flamelet-based dimension reduction is proposed. The performance of these optimized progress variables in coupling the flamelets and flow ... An automated method to optimize the definition of the progress variables in the flamelet-based dimension reduction is proposed. The performance of these optimized progress variables in coupling the flamelets and flow solver is presented. In the proposed method, the progress variables are defined according to the first two principal components (PCs) from the principal component analysis (PCA) or kernel-density-weighted PCA (KEDPCA) of a set of flamelets. These flamelets can then be mapped to these new progress variables instead of the mixture fraction/conventional progress variables. Thus, a new chemistry look-up table is constructed. A priori validation of these optimized progress variables and the new chemistry table is implemented in a CH4/N2/air lift-off flame. The reconstruction of the lift-off flame shows that the optimized progress variables perform better than the conventional ones, especially in the high temperature area. The coefficient determinations (R2 statistics) show that the KEDPCA performs slightly better than the PCA except for some minor species. The main advantage of the KEDPCA is that it is less sensitive to the database. Meanwhile, the criteria for the optimization are proposed and discussed. The constraint that the progress variables should monotonically evolve from fresh gas to burnt gas is analyzed in detail. 展开更多
关键词 principal component analysis (PCA) oprogress variable flamelet-basedmodel dimension reduction
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Combining flamelet-generated manifold and machine learning models in simulation of a non-premixed diffusion flame
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作者 Kaimeng Li Pourya Rahnama +1 位作者 Ricardo Novella Bart Somers 《Energy and AI》 2023年第4期173-188,共16页
Flamelet Generated Manifold(FGM)is an example of a chemistry tabulation or a flamelet method that is under attention because of its accuracy and speed in predicting combustion characteristics.However,the main problem ... Flamelet Generated Manifold(FGM)is an example of a chemistry tabulation or a flamelet method that is under attention because of its accuracy and speed in predicting combustion characteristics.However,the main problem in applying the model is a large amount of memory required.One way to solve this problem is to apply machine learning(ML)to replace the stored tabulated data.Four different machine learning methods,including two Artificial Neural Networks(ANNs),a Random Forest(RF),and a Gradient Boosted Trees(GBT),are trained,validated,and compared in terms of various performance measures.The progress variable source term and transport properties are replaced with the ML models.Particular attention was paid to the progress variable source term due to its high gradient and wide range of its value in the control variables space.Data preprocessing is shown to play an essential role in improving the performance of the models.Two ensemble models,namely RF and GBT,exhibit high training efficiency and acceptable accuracy.On the other hand,the ANN models have lower training errors and take longer to train.The four models are then combined with a one-dimensional combustion code to simulate a counterflow non-premixed diffusion flame in engine-relevant conditions.The predictions of the ML-FGM models are compared with detailed chemical simulations and the original FGM model for key combustion properties and representative species profiles. 展开更多
关键词 flamelet models Tabulated chemistry models Computational fluid dynamics Machine learning Non-premixed diffusion flame
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采用flamelet模型分析旋流杯燃烧室近贫油熄火点 被引量:1
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作者 曹文宇 袁怡祥 +4 位作者 谢鹏福 余超 陈聪 詹德君 谭春青 《航空动力学报》 EI CAS CSCD 北大核心 2014年第3期489-494,共6页
针对进口温度388K不变,不同进气速度下对旋流杯燃烧室常压模化实验得到的贫油熄火油气比数据,采用带有详细化学机理的非预混flamelet燃烧模型进行数值模拟,对近贫油熄火点的局部热态流场进行了分析.结果表明:近贫油熄火点时刻,随着油气... 针对进口温度388K不变,不同进气速度下对旋流杯燃烧室常压模化实验得到的贫油熄火油气比数据,采用带有详细化学机理的非预混flamelet燃烧模型进行数值模拟,对近贫油熄火点的局部热态流场进行了分析.结果表明:近贫油熄火点时刻,随着油气比的下降,回流涡旋中心和高温度区分离,回流区内气流温度下降,着火点后移,点火距离增加;进气速度的增加和燃油流量的下降,使得回流区回流量增加,回流涡旋中心两侧温差加大,而着火点更靠后,增加了对这种变化的耐受性. 展开更多
关键词 近贫油熄火 主燃区 涡旋 flamelet模型 燃烧室
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基于Flamelet理论的概率密度函数的数值计算
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作者 吕欣荣 李青 《大连海事大学学报》 CAS CSCD 北大核心 2006年第2期111-113,共3页
依据层流小火焰理论,在选定截尾式高斯分布作为概率密度分布函数的基础上,对函数中的两个重要参数σ和μ进行数值计算,对所得σ和μ的数值利用最小二乘法进行数据拟合,最终得到两个参数的拟合公式,即得到了概率密度分布函数的拟合公式.... 依据层流小火焰理论,在选定截尾式高斯分布作为概率密度分布函数的基础上,对函数中的两个重要参数σ和μ进行数值计算,对所得σ和μ的数值利用最小二乘法进行数据拟合,最终得到两个参数的拟合公式,即得到了概率密度分布函数的拟合公式.与数值计算所得结果相比较,拟合公式符合实际情况,具有一定的准确性. 展开更多
关键词 概率密度函数 数值拟合 flamelet理论
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基于深度学习建表的宽域发动机火焰面燃烧模型构建与验证
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作者 于江飞 连城阅 +3 位作者 汤涛 唐卓 汪洪波 孙明波 《力学学报》 EI CAS CSCD 北大核心 2024年第3期723-739,共17页
以新型宽域发动机为动力的未来新一代飞行器的研发迫切需要CFD方法来进行高效高精度的辅助设计.文章把传统的火焰面/进度变量燃烧模型与深度学习和神经网络方法相结合,构建了新的智能化改进的燃烧模型并进行了算例测试与验证,在保证计... 以新型宽域发动机为动力的未来新一代飞行器的研发迫切需要CFD方法来进行高效高精度的辅助设计.文章把传统的火焰面/进度变量燃烧模型与深度学习和神经网络方法相结合,构建了新的智能化改进的燃烧模型并进行了算例测试与验证,在保证计算效率的同时提高了预测精度.首先,给出了人工神经网络的构建方法,包括数据库划分、数据归一化以及模型的训练等;然后,测试分析了不同函数结构对新建模型的影响,并讨论了基于CPU和GPU的求解器框架下内存占用优化问题;最后,把智能化模型耦合到GPU求解器上对飞行马赫数4~12的3个发动机算例进行了数值模拟.结果表明,智能化改进的模型可代替传统火焰面/进度变量数据库从而实现高维参数建模及模型改进,并可以成功运行在GPU上;智能化改进的模型比传统的模型平均误差减小量均超过了50%,算例误差最大减小值可达57.2%. 展开更多
关键词 火焰面/进度变量模型 全连接神经网络 宽域发动机 燃烧模型 数值模拟
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分区参数对超声速湍流燃烧动态分区火焰面模拟的影响
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作者 南江浪 张政 +1 位作者 姚卫 刘凤君 《力学学报》 EI CAS CSCD 北大核心 2024年第3期704-714,共11页
文章基于动态分区火焰面模型(DZFM)和改进延迟分离涡(IDDES)湍流模型对DLR中心支板稳焰的超声速燃烧室进行数值模拟.对无反应状态燃烧室的模拟准备复现了燃烧室内复杂的波系结构以及中心射流失稳发展过程,燃烧状态下的模拟结果较好地捕... 文章基于动态分区火焰面模型(DZFM)和改进延迟分离涡(IDDES)湍流模型对DLR中心支板稳焰的超声速燃烧室进行数值模拟.对无反应状态燃烧室的模拟准备复现了燃烧室内复杂的波系结构以及中心射流失稳发展过程,燃烧状态下的模拟结果较好地捕捉了火焰推举、OH基团以及平均温度等火焰结构特征,由此验证了所采用数值模拟方法的适用性.此外,由反应状态标量(OH基)在混合分数空间中的分布可知,反应标量与混合分数在全场内不满足强相关性.通过增加流向坐标、马赫数以及燃烧热释放速率作分区参数可显著抑制反应状态标量在混合分数空间内的条件脉动,其中热释放速率的作用最显著.进一步对比采用不同多参数分区的DZFM模型所得火焰结构,发现对于处于预混燃烧状态的支板尾迹区以及高雷诺数剪切层区域火焰,采用包含燃烧热释放速率、流向坐标以及混合分数作为分区指标的三参数分区DZFM模型可显著提高模型的准确性. 展开更多
关键词 超声速燃烧 动态分区火焰面 多参数分区 条件脉动 改进延迟分离涡模拟
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A flamelet model for turbulent diffusion combustion in supersonic flow 被引量:10
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作者 LEE ChunHian 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第12期3379-3388,共10页
In order to develop a turbulent diffusion combustion model for supersonic flow, the physical argument of the extension of the flamelet model to supersonic flow was presented, and the flow field of a hydrogen/air diffu... In order to develop a turbulent diffusion combustion model for supersonic flow, the physical argument of the extension of the flamelet model to supersonic flow was presented, and the flow field of a hydrogen/air diffusion combustion generated by axisymmetric supersonic jets was numerically simulated by employing the flamelet model. Using the experimental data, value of the model coefficient of scalar dissipation in the flamelet model was revised specifically for supersonic flow. The computational results of the modified flamelet model were compared with the experimental results, and it was indicated that the precision of the modified flamelet model was satisfying. Based on the numerical results and flamelet theory, the influence mechanisms of turbulence fluctuation on the average state equation and chemical reaction rate were studied for the first time. It was found that the fluctuation correlation of species mass fractions and temperature has little effect on the averaged gas state equation; the temperature fluctuation decreases the product of H2O, but its effect is small; the fluctuation of species mass fractions increases the product of H2O in the region close to oxidizer while decreases the product of H2O in other regions; the fluctuation correlation of species mass fractions and temperature largely decreases the product of H2O. 展开更多
关键词 SCRAMJET TURBULENT DIFFUSION COMBUSTION flamelet model numerical simulation
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Large eddy simulation of spray combustion using flamelet generated manifolds combined with artificial neural networks 被引量:2
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作者 Yan Zhang Shijie Xu +3 位作者 Shenghui Zhong Xue-Song Bai Hu Wang Mingfa Yao 《Energy and AI》 2020年第2期33-42,共10页
In the present work,artificial neural networks(ANN)technique combined with flamelet generated manifolds(FGM)is proposed to mitigate the memory issue of FGM models.A set of ANN models is firstly trained using a 68-spec... In the present work,artificial neural networks(ANN)technique combined with flamelet generated manifolds(FGM)is proposed to mitigate the memory issue of FGM models.A set of ANN models is firstly trained using a 68-species mass fractions in mixture fraction-progress variable space.The ANN prediction accuracy is examined in large eddy simulation(LES)and Reynolds averaged Navier-Stokes(RANS)simulations of spray combustion.It is shown that the present ANN models can properly replicate the FGM table for most of the species mass fractions.The network models with relative error less than 5%are considered in RANS and LES to simulate the Engine Combustion Network(ECN)Spray H flames.Validation of the method is firstly conducted in the framework of RANS.Both non-reacting and reacting cases show the present method predicts very well the trend of spray and combustion process under different ambient temperatures.The results show that FGM-ANN can replicate the ignition delay time(IDT)and lift-off length(LOL)precisely as the conventional FGM method,and the results agree very well with the experiments.With the help of ANN,it is possible to achieve high efficiency and accuracy,with a significantly reduced memory requirement of the FGM models.LES with FGM-ANN is then applied to explore the detailed spray combustion process.Chemical explosive mode analysis(CEMA)approach is used to identify the local combustion modes.It is found that before the spray flame is developed to the steady-state,the high CH_(2)O zone is always associated with ignition mode.However,high CH_(2)O zone together with high OH zone is dominated by the burned mode after the steady-state.The lift-off position is dominated mainly by the diffusion mode. 展开更多
关键词 flamelet generated manifolds Artificial neural networks Engine combustion network Spray H Chemical explosive mode analysis
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Non-premixed turbulent combustion modeling based on the filtered turbulent flamelet equation
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作者 Jian Zhang LiPo Wang YuQing Guo 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS CSCD 2020年第4期119-124,共6页
In turbulent combustion simulations, the flow structure at the unresolved scale level needs to be reasonably modeled. Following the idea of turbulent flamelet equation for the non-premixed flame case, which was derive... In turbulent combustion simulations, the flow structure at the unresolved scale level needs to be reasonably modeled. Following the idea of turbulent flamelet equation for the non-premixed flame case, which was derived based on the filtered governing equations(L. Wang, Combust. Flame 175, 259(2017)), the scalar dissipation term for tabulation can be directly computed from the resolved flowing quantities, instead of solving species transport equations. Therefore, the challenging source term closure for the scalar dissipation or any assumed probability density functions can be avoided;meanwhile the chemical sources are closed by scaling relations. The general principles are discussed in the context of large eddy simulation with case validation. The new model predictions of the bluff-body flame show sufficiently improved results, compared with these from the classic progress-variable approach. 展开更多
关键词 TURBULENT combustion modeling TURBULENT flamelet EQUATION large EDDY simulation NON-PREMIXED flame
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Influence of Turbulence Schmidt Number on Exit Temperature Distribution of an Annular Gas Turbine Combustor using Flamelet Generated Manifold
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作者 WANG Weihao YANG Songlin +1 位作者 GAO Chuang HUANG Weiguang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2020年第1期58-68,共11页
The Reynolds analogy concept has been used in almost all turbulent reacting flow RANS(Reynoldsaveraged Navier–Stokes)simulations,where the turbulence scalar transfers in flow fields are calculated based on the modele... The Reynolds analogy concept has been used in almost all turbulent reacting flow RANS(Reynoldsaveraged Navier–Stokes)simulations,where the turbulence scalar transfers in flow fields are calculated based on the modeled turbulence momentum transfer.This concept,applied to a lean premixed combustion system,was assessed in this paper in terms of exit temperature distribution.Because of the isotropic assumption involved in this analogy,the prediction in some flow condition,such as jet cross flow mixing,would be inaccurate.In this study,using Flamelet Generated Manifold as reaction model,some of the numerical results,obtained from an annular combustor configuration with the turbulent Schmidt number varying from 0.85 to 0.2,were presented and compared with a benchmark atmospheric test results.It was found that the Schmidt numberσt in mean mass fraction f transport equation had significant effect on dilution air mixing process.The mixing between dilution air and reaction products from the primary zone obviously improved asσt decreased on the combustor exit surface.Meanwhile,the sensitivity ofσt in three turbulence models including Realizable k-ε,SST(Shear Stress Transport)and RSM(Reynolds Stress Model)has been compared as well.Since the calculation method of eddy viscosity was different within these three models,RSM was proved to be less sensitive than another two models and can guarantee the best prediction of mixing process condition.On the other hand,the results of dilution air mixing were almost independent of Schmidt number Sct in progress variable c transport equation.This study suggested that for accurate prediction of combustor exit temperature distribution in steady state reacting flow simulation,the turbulent Schmidt number in steady state simulation should be modified to cater to dilution air mixing process. 展开更多
关键词 gas turbine combustor flamelet-generated manifold turbulent Schmidt Number Reynolds Stress Model Reynolds analogy
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Experimental and numerical study of water sprayed turbulent combustion: Proposal of a neural network modeling for five-dimensional flamelet approach
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作者 Takafumi Honzawa Reo Kai +3 位作者 Kotaro Hori Makoto Seino Takayuki Nishiie Ryoichi Kurose 《Energy and AI》 2021年第3期316-324,共9页
Owing to the increasing worldwide demand for natural gas,the development of a large submerged combustion vaporizer is required.Its burner is equipped with a water spray nozzle to reduce nitrogen oxides,and a practi-ca... Owing to the increasing worldwide demand for natural gas,the development of a large submerged combustion vaporizer is required.Its burner is equipped with a water spray nozzle to reduce nitrogen oxides,and a practi-cal simulation method is required for the optimal design.The non-adiabatic flamelet approach can predict the combustion emissions and is useful for reducing simulation costs.However,as the number of control variables increases,the database requires larger memory and cannot be dealt with by general computers.In this study,an artificial neural network(ANN)model based on a five-dimensional flamelet database,which includes the effects of heat loss and vapor concentration by sprayed water evaporation,is developed.Furthermore,large eddy sim-ulations(LESs)for turbulent combustion fields with and without water spray are conducted employing flamelet generated manifold(FGM)approach with this ANN model,and the validity is investigated.For comparison,a lab-scale burner equipped with a water spray nozzle is manufactured,and combustion experiments with and without water spray are conducted.The results show that CO,NO,temperature,and reaction rate of progress variable predicted by the present ANN model are in good agreement with those of a five-dimensional flamelet database.In the condition without water spray,the flame behavior predicted by the LES employing the FGM/ANN ap-proach is in good agreement with that employing the conventional FGM approach,while indicating much lower memory,although there appeared some quantitative discrepancies in the temperature against the experiment probably partially because of the insufficiency of the FGM approach for the present complex flame structure.In the condition with water spray,the LES employing the FGM/ANN approach is able to capture the effect of the water spray on the flame behavior in the experiment,such that the water spray decreases the temperature,which causes the decrease in NO but increase in CO. 展开更多
关键词 Neural network modeling Five-dimensional flamelet approach Water spray Large eddy simulation
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Theoretical analysis of flamelet model for supersonic turbulent combustion 被引量:7
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作者 FAN ZhouQin LIU WeuDong +3 位作者 SUN MingBo WANG ZhenGuo ZHUANG FengChen LUO WenLei 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第1期193-205,共13页
Being physically intuitionistic and computationally efficient,the flamelet model has obtained increasing attention and becomes popular in numerical simulations of supersonic combustion.However,the flamelet model was f... Being physically intuitionistic and computationally efficient,the flamelet model has obtained increasing attention and becomes popular in numerical simulations of supersonic combustion.However,the flamelet model was firstly built for simulations of the low-speed flows.Therefore it is still unclear whether the assumption of the flamelet model is reasonable in supersonic combustion.This paper tries to identify the existence of the flamelet mode in supersonic combustion.Firstly,the interaction of the turbulent fluctuation and the flame is discussed,based on which the combustion regime is distinguished.Then the charac-teristic length scale of the turbulent flows and the combustion inside the scramjet combustor are calculated and compared,which are used to identify whether the assumption of the flamelet model is reasonable in supersonic flows.The results show that for premixed combustion,due to the low fluctuation velocity in the recirculation zone and the shear layer,the assumption of the flamelet model is established for all the flight Mach numbers,while for non-premixed combustion the assumption is also established for most of the flight Mach numbers except for very high Mach number under which the slow reaction mode dominates the combustion.In order to quantitatively examine the combustion mode,numerical calculations are performed to simulate the strut-injection supersonic combustion which has been experimentally investigated in German Aerospace Center.The results show that the supersonic combustion occurs in the fully-developed turbulent regions and the assumption of the flamelet model is established in the whole flow field. 展开更多
关键词 小火苗模型 典型规模 超声的狂暴的燃烧 thin-reaction-zone 模式
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Effect of Heat Loss on Laminar Flamelet Species Concentration
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作者 Marco Boccanera Diego Lentini 《Journal of Thermal Science》 SCIE EI CAS CSCD 2016年第5期418-423,共6页
The effects of heat loss on the structure of laminar flamelets,which are the constitutive elements of turbulent flames under the most common operating conditions,are investigated for typical aeronautical gas-turbine o... The effects of heat loss on the structure of laminar flamelets,which are the constitutive elements of turbulent flames under the most common operating conditions,are investigated for typical aeronautical gas-turbine operating conditions at take-off.The magnitude of heat loss is quantified via the "enthalpy defect" measured with respect to an adiabatic flame.A procedure to generate laminar flamelets with an assigned enthalpy defect at the boundaries is devised and applied to nonpremixed propane/air flames,as propane reproduces the essential features of higher hydrocarbon combustion.It is found,contrary to commonly held beliefs,that the enthalpy defect has a significant effect on the concentration not only of minor species,but also of main reaction products.Such effects are found in general to be more pronounced for fuel-rich conditions.An impact is anticipated on the formation rate of nitric oxides.The effects of scalar dissipation rate are also discussed. 展开更多
关键词 火焰结构 热损失 浓度 物种 航空燃气轮机 层流火焰 标量耗散率 构成要素
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采用辐射修正的火焰面/进度变量方法模拟扩散燃烧火焰
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作者 赵志涛 刘正先 +1 位作者 赵明 贺莹 《燃烧科学与技术》 CAS CSCD 北大核心 2023年第3期355-364,共10页
基于开源平台OpenFOAM开发火焰面/进度变量方法求解器,采用进度变量在燃烧S曲线上的不同的插值方法分别对甲烷扩散燃烧火焰进行模拟分析.将模拟结果与试验值进行对比分析,结果表明采用进度变量及混合分数为指标的插值结果更接近试验值.... 基于开源平台OpenFOAM开发火焰面/进度变量方法求解器,采用进度变量在燃烧S曲线上的不同的插值方法分别对甲烷扩散燃烧火焰进行模拟分析.将模拟结果与试验值进行对比分析,结果表明采用进度变量及混合分数为指标的插值结果更接近试验值.在此基础上探讨了在火焰面/进度变量模型中添加辐射模型对甲烷/空气燃烧数值模拟结果的影响,辐射模型采用P1辐射模型与光学薄模型(OTM)进行对比分析.通过与试验值的对比发现,由能量方程隐式计算得到温度并添加辐射模型的火焰面/进度变量方法不仅提高了部分轴向位置截面温度及最终产物CO_(2)、H_(2)O的计算精度,而且使中间组分CO、H_(2)及OH的模拟结果更加接近试验值.火焰面/进度变量方法结合辐射模型可以更为精准地计算湍流扩散火焰中的燃烧过程. 展开更多
关键词 扩散燃烧 火焰面 反应进度变量 S曲线 辐射模型
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基于多门控混合专家网络的燃烧热化学流形表征
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作者 王意存 邵长孝 +3 位作者 金台 邢江宽 罗坤 樊建人 《浙江大学学报(工学版)》 EI CAS CSCD 北大核心 2023年第12期2401-2411,共11页
为了更好地在小火焰燃烧模型框架内实施燃烧热化学流形表征,采用多任务学习领域中的多门控混合专家网络(MMoE).通过对三维层流喷雾射流火焰构型进行详细化学(DC)模拟,构建原始数据集.原始数据集经过Box-Cox转换和标准化处理,以应对燃烧... 为了更好地在小火焰燃烧模型框架内实施燃烧热化学流形表征,采用多任务学习领域中的多门控混合专家网络(MMoE).通过对三维层流喷雾射流火焰构型进行详细化学(DC)模拟,构建原始数据集.原始数据集经过Box-Cox转换和标准化处理,以应对燃烧数据的多尺度分布问题.对数据集进行Pearson相关系数分析,结果表明部分化学组分之间无明显的相关性.分别构建同等参数量规模的MMoE和前馈神经网络(FNN)模型,对比分析结果表明,2种模型取得的损失值和决定系数相近,但相比FNN模型,MMoE模型在训练过程中更加稳定,且取得的定量预测结果更加准确. 展开更多
关键词 多门控混合专家网络(MMoE) 前馈神经网络(FNN) 小火焰模型 层流喷雾火焰 燃烧数值模拟
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扣焓火焰面模型在喷雾燃烧模拟中的应用
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作者 何俊奕 李峰 +1 位作者 胡群 王利坡 《应用数学和力学》 CSCD 北大核心 2023年第9期1017-1030,共14页
基于OpenFOAM的求解器,使用大涡模拟结合纯气相火焰面生成流形方法进行了喷雾燃烧模拟,并采用简单的扣焓处理来考虑蒸发热损失.该求解器首先借助悉尼乙醇喷雾火焰标模EtF7进行了验证.预测的气相平均温度和液滴统计数据与实验数据吻合良... 基于OpenFOAM的求解器,使用大涡模拟结合纯气相火焰面生成流形方法进行了喷雾燃烧模拟,并采用简单的扣焓处理来考虑蒸发热损失.该求解器首先借助悉尼乙醇喷雾火焰标模EtF7进行了验证.预测的气相平均温度和液滴统计数据与实验数据吻合良好,精度与喷雾火焰面模型接近.湍流-化学反应相互作用建模处理可能对模拟精度有更大影响.然后,对一个真实的航空发动机折流燃烧室进行了两组工况的数值模拟.仿真结果合理展现了两种工况下喷雾火焰燃烧的不同特征,并且预测的总压损失值接近于测量值. 展开更多
关键词 喷雾燃烧 大涡模拟 火焰面生成流形 航空发动机折流燃烧室
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进气畸变对某航空发动机燃烧室出口温度场的影响
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作者 徐兵 李前翔 +2 位作者 刘新生 孟坤 李朋玉 《沈阳航空航天大学学报》 2023年第5期1-8,共8页
为了研究进气畸变对某燃烧室出口温度场性能的影响,根据压气机部件试验出口压力分布设计了畸变板,将其加装到燃烧室前开展部件试验,并使用火焰面生成流形模型(flamelet generated manifolds,FGM)进行均匀流进气、畸变进气的燃烧仿真,分... 为了研究进气畸变对某燃烧室出口温度场性能的影响,根据压气机部件试验出口压力分布设计了畸变板,将其加装到燃烧室前开展部件试验,并使用火焰面生成流形模型(flamelet generated manifolds,FGM)进行均匀流进气、畸变进气的燃烧仿真,分析畸变引起变化的原因。结果表明:燃烧室进气畸变会带来扩压器后的三股流分配变化,使得火焰筒头部进气量减少和掺混孔后燃气掺混效果下降,最终导致燃烧室出口温度分布系数(overal temperature distribition factor,OTDF)和径向温度分布系数(radial temperature distribition factor,RTDF)变差。 展开更多
关键词 燃烧室 进气畸变 火焰面生成流形 燃烧仿真 出口温度场
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部分预混超声速燃烧火焰面模式研究综述 被引量:12
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作者 孙明波 范周琴 +2 位作者 梁剑寒 刘卫东 王振国 《力学进展》 EI CSCD 北大核心 2010年第6期634-641,共8页
采用部分预混火焰面模式建模与仿真已经成为超声速燃烧数值研究的主要趋势之一.系统回顾了超声速燃烧火焰面模式的发展历程,针对其应用的两个基本问题进行总结:一是火焰面模式在超声速燃烧中的物理存在问题,二是超声速燃烧火焰面模式的... 采用部分预混火焰面模式建模与仿真已经成为超声速燃烧数值研究的主要趋势之一.系统回顾了超声速燃烧火焰面模式的发展历程,针对其应用的两个基本问题进行总结:一是火焰面模式在超声速燃烧中的物理存在问题,二是超声速燃烧火焰面模式的建模问题.重点分析了火焰面模式应用于超声速燃烧的难点,提出了超声速燃烧火焰面模式建模应兼顾的问题. 展开更多
关键词 部分预混湍流燃烧 火焰模式 火焰面模式 超声速燃烧
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