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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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LES of the Sandia flame series D-F using the Eulerian stochastic field method coupled with tabulated chemistry 被引量:3
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作者 Yifan DUAN Zhixun XIA +3 位作者 Likun MA Zhenbing LUO Xu HUANG Xiong DENG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2020年第1期116-133,共18页
In this paper,the Eulerian Stochastic Field(ESF)model in the Transported Probability Density Function(TPDF)class model is combined with the Flamelet Generated Manifolds(FGM)model.This method solves the joint probabili... In this paper,the Eulerian Stochastic Field(ESF)model in the Transported Probability Density Function(TPDF)class model is combined with the Flamelet Generated Manifolds(FGM)model.This method solves the joint probability density function transport equation by ESF method that considers the interaction mechanism between flame and turbulence with high precision.At the same time,by making use of the advantage of the FGM model,this model is able to incorporate the detailed chemical reaction mechanism(GRI 3.0)with acceptable computational cost.The new model has been implemented in the open source CFD suite-Open FOAM.Validation of the model has been carried out by simulating the Sandia flame series(three turbulent piloted methane jet flames)issued by the National Laboratory of the United States.The accuracy and advancement of the ESF/FGM turbulent combustion model are verified by comparing the LES results of the new model with the rich experimental data as well as the RANS results.The results demonstrate that the model has a strong ability in capturing combustion phenomena such as extinction and re-ignition in turbulent flame,which is essential in the accurate prediction of the combustion process in real combustion devices,for example,aircraft engines. 展开更多
关键词 EULERIAN STOCHASTIC Field(ESF) FLAMELET Generated Manifolds(FGM) Large EDDY Simulation(LES) Open FOAM Turbulent 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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An implicit relation between temperature and reaction rate in the SLFM 被引量:2
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作者 Jian Zhang,~(a)) Guowei He,~(b)) and Guodong Jin LNM,Institute of Mechanics,Chinese Academy of Sciences,Beijing 100190,China 《Theoretical & Applied Mechanics Letters》 CAS 2011年第1期47-49,共3页
The Arrhenius law implies that reaction rate is a continuous function of temperature. However,the steady laminar flamelet model(SLFM) does not explicitly give this functional relationship. The present study addresses ... The Arrhenius law implies that reaction rate is a continuous function of temperature. However,the steady laminar flamelet model(SLFM) does not explicitly give this functional relationship. The present study addresses this relation in the SLFM.It is found that reaction rate is not continuous in the mixture-fraction space.As a result,the SLFM is unable to predict local extinction and reignition.Furthermore,we use the unstable branch of the'S-curve'to fill the gap between steady burning branch and extinction one,and find that this modification leads to a continuous dependent of reaction rate on temperature.Thus the modified SLFM can describe the local extinction and reignition. 展开更多
关键词 nonpremixed turbulent combustion local extinction and reignition steady laminar flamelet model unstable branch
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Numerical simulations of turbulent flows in aeroramp injector/gas-pilot flame scramjet 被引量:2
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作者 Bing CHEN Xu XU +1 位作者 Baoxi WEI Yan ZHANG 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2017年第4期1373-1390,共18页
To uncover the internal flow characteristics in an ethylene-fueled aeroramp injector/gaspilot(ARI/G-P)flame scramjet,a Reynolds-averaged Navier-Stokes(RANS)solver is constructed under a hybrid polyhedral cell fini... To uncover the internal flow characteristics in an ethylene-fueled aeroramp injector/gaspilot(ARI/G-P)flame scramjet,a Reynolds-averaged Navier-Stokes(RANS)solver is constructed under a hybrid polyhedral cell finite volume frame.The shear stress transport(SST)k-x model is used to predict the turbulence,while the Overmann’s compressibility corrected laminar flamelet model is adopted to simulate the turbulent combustion.Nonreactive computations for Case 1(G-P jet on),Case 2(ARI jets on),and Case 3(both ARI and G-P jets on)were conducted to analyze the mixing mechanism,while reactive Cases 4–7 at equivalent ratios of 0.380,0.278,0.199 and0.167 respectively were calculated to investigate the flame structure and combustion modes.The numerical results are compared well to those of the experiments.It is shown that the G-P jet plays significant role in both the fuel/air mixing and flame holding processes;the combustion for the four reactive cases takes place intensively in the regions downstream of the ARI/G-P unit;Cases 4 and 5are under subsonic combustion mode,whereas Cases 6 and 7 are mode transition critical and supersonic combustion cases,respectively;the mode transition equivalent ratio is approximately 0.20. 展开更多
关键词 Combustion mode Laminar flamelet model Menter's SST k-ω model Scramjet Turbulent combustion
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A numerical investigation of CO2 dilution on the thermochemical characteristics of a swirl stabilized diffusion flame
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作者 S.VAKILIPOUR Y.TOHIDI +1 位作者 J.AL-ZAILI R.RIAZI 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2020年第2期327-348,共22页
The turbulent combustion flow modeling is performed to study the effects of CO_2 addition to the fuel and oxidizer streams on the thermochemical characteristics of a swirl stabilized diffusion flame. A flamelet approa... The turbulent combustion flow modeling is performed to study the effects of CO_2 addition to the fuel and oxidizer streams on the thermochemical characteristics of a swirl stabilized diffusion flame. A flamelet approach along with three well-known turbulence models is utilized to model the turbulent combustion flow field. The k-ω shear stress transport(SST) model shows the best agreement with the experimental measurements compared with other models. Therefore, the k-ω SST model is used to study the effects of CO_2 dilution on the flame structure and strength, temperature distribution, and CO concentration. To determine the chemical effects of CO_2 dilution, a fictitious species is replaced with the regular CO_2 in both the fuel stream and the oxidizer stream. The results indicate that the flame temperature decreases when CO_2 is added to either the fuel or the oxidizer stream. The flame length reduction is observed at all levels of CO_2 dilution. The H radical concentration indicating the flame strength decreases, following by the thermochemical effects of CO_2 dilution processes. In comparison with the fictitious species dilution, the chemical effects of CO_2 addition enhance the CO mass fraction. The numerical simulations show that when the dilution level is higher, the rate of the flame length reduction is more significant at low swirl numbers. 展开更多
关键词 SWIRL STABILIZED FLAME CO2 DILUTION methane-air chemical effect turbulent FLAME structure steady FLAMELET model
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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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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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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 Turbulent Combustion Heat Transfer Laminar flamelets Hydrocarbon Combustion Aeroengines Gas Turbines
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A numerical study of turbulent combustion characteristics in a combustion chamber of a scramjet engine 被引量:14
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作者 LEE ChunHian 《Science China(Technological Sciences)》 SCIE EI CAS 2010年第8期2111-2121,共11页
3D numerical simulation of flow fields in a combustion chamber of a scramjet engine using an SST turbulence model with an explicit compressibility correction was performed and the results were compared to the experime... 3D numerical simulation of flow fields in a combustion chamber of a scramjet engine using an SST turbulence model with an explicit compressibility correction was performed and the results were compared to the experimental results.The characteristics of the turbulent combustion flow fields were analyzed via the numerical results and presented.In order to identify the mechanisms of turbulent combustion in supersonic flows,the evolutions of governing dimensionless parameters in the flow fields were investigated based on the theory of combustion and the available numerical results.It was found that the supersonic combustion takes place in the region of fully developed turbulence and that the strongest effects of turbulence and combustion processes appear in the vicinity of the injector.The unsteady effects and the local flame extinction phenomenon induced by turbulent flows were found to be negligibly small,and the steady flamelet approximation will hold for practical applications. 展开更多
关键词 SCRAMJET TURBULENT COMBUSTION FLAMELET APPROXIMATION numerical simulation
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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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Theoretical analysis of flamelet model for supersonic turbulent combustion 被引量:8
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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 wa... 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 fiamelet 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 recirculafion 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 flamelet model characteristic scale supersonic turbulent combustion thin-reaction-zone mode
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Numerical study of methane/air jet flame in vitiated co-flow using tabulated detailed chemistry 被引量:7
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作者 HAN Chao ZHANG Pei +1 位作者 YE TaoHong CHEN YiLiang 《Science China(Technological Sciences)》 SCIE EI CAS 2014年第9期1750-1760,共11页
Two different combustion models,the autoignition(AI)model and flamelet/progress variable(FPV)model,have been applied to study the auto-ignition process of methane/air jet flame in vitiated co-flow.A priori study was c... Two different combustion models,the autoignition(AI)model and flamelet/progress variable(FPV)model,have been applied to study the auto-ignition process of methane/air jet flame in vitiated co-flow.A priori study was conducted to test the validity of the two models.Results show that the different range of predicted reaction rates is mainly responsible for their different performances in large eddy simulation(LES)studies.In this paper,beta PDF was used to model the mixture fraction distribution,while two different shapes of PDF,delta function and beta function,were applied for the reaction progress.Compared to the FPV model,the AI model combined with beta function for reaction progress could capture the auto-ignition process and predict the exact lifted height.Also the results indicate that the variance of reaction progress plays an important role in predicting the flame lifted height. 展开更多
关键词 large eddy simulation flamelet/progress variables AUTOIGNITION vitiated co-flow flame
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The Effect of Different Reaction Mechanisms on Combustion Simulation of a Reverse-Flow Combustor 被引量:5
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作者 LU Haitao LIU Fuqiang +3 位作者 WANG Yulan FAN Xiongjie LIU Cunxi XU Gang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2020年第3期793-812,共20页
Three different reaction mechanisms of kerosene and flamelet models were used to simulate combustion in a reverse-flow combustor.By comparing the effects of different mechanisms on the flow field characteristics,compo... Three different reaction mechanisms of kerosene and flamelet models were used to simulate combustion in a reverse-flow combustor.By comparing the effects of different mechanisms on the flow field characteristics,components and temperature distribution of the combustion chamber,the results showed that:Under different reaction mechanisms,there was a strong similarity between flow filed and temperature field,but the penetration depth and temperature distribution of local jets were affected by the mechanism.Due to the different reaction paths and reaction rates,the distribution of major components had a great degree of similarity,but the concentration of intermediate components varied greatly.Comprehensive analysis,the 16 species and 17 species reaction mechanisms can simulate the flow field and outlet temperature distribution of the combustor well. 展开更多
关键词 reaction mechanisms reverse-flow combustor flamelet models combustion simulation
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Experimental and Numerical Analysis of Natural Bio and Syngas Swirl Flames in a Model Gas Turbine Combustor 被引量:2
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作者 S.Iqbal A.C.Benim +3 位作者 S.Fischer F.Joos D.KluB A.Wiedermann 《Journal of Thermal Science》 SCIE EI CAS CSCD 2016年第5期460-469,共10页
Turbulent reacting flows in a generic swirl gas turbine combustor model are investigated both numerically and experimentally.In the investigation,an emphasis is placed upon the external flue gas recirculation,which is... Turbulent reacting flows in a generic swirl gas turbine combustor model are investigated both numerically and experimentally.In the investigation,an emphasis is placed upon the external flue gas recirculation,which is a promising technology for increasing the efficiency of the carbon capture and storage process,which,however,can change the combustion behaviour significantly.A further emphasis is placed upon the investigation of alternative fuels such as biogas and syngas in comparison to the conventional natural gas.Flames are also investigated numerically using the open source CFD software OpenFOAM.In the numerical simulations,a laminar flamelet model based on mixture fraction and reaction progress variable is adopted.As turbulence model,the SST model is used within a URANS concept.Computational results are compared with the experimental data,where a fair agreement is observed. 展开更多
关键词 Gas turbine combustion turbulent combustion URANS laminar flamelet method
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Numerical investigation to evaluate the effects of gravity and pressure on flame structure and soot formation of turbulent non-premixed methaneair flame 被引量:2
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作者 Subrat Garnayak Amjad Ali Pasha +4 位作者 Radi Alsulami Medhat A.Nemitallah Abdul Gani Abdul Jameel Sukanta K.Dash V.Mahendra Reddy 《Propulsion and Power Research》 SCIE 2022年第4期473-495,共23页
In this study,a turbulent non-premixed(diffusion)methane-air flame has been investigated computationally to analyze the influences of pressure and gravity on flame structure and sooting characteristics between 1 and 1... In this study,a turbulent non-premixed(diffusion)methane-air flame has been investigated computationally to analyze the influences of pressure and gravity on flame structure and sooting characteristics between 1 and 10 atm.The simulation has been conducted in a 2-D axisymmetric computational domain using the finite volume-based computational fluid dynamics(CFD)code.The interaction of turbulence and chemistry is modeled by considering the steady laminar flamelet model(SLFM)and the GRI Mech 3.0 chemical mechanism.The radiative heat transfer calculation is carried out by considering the discrete ordinate(DO)method and the weighted sum grey gas model(WSGGM).The semi-empirical Moss-Brookes model is considered to calculate soot.The impact of gravity on flame and sooting characteristics are evaluated by comparing the normal-gravity flames with the zero-gravity flames.The effect of soot and radiation on flame temperature is also examined.The results show a close agreement with the measurement when both soot and radiation are included in the numerical modeling.The rates of soot formation,surface growth,and oxidation increase with increased operating pressure,regardless of gravity.Zero-gravity flames have a higher soot volume fraction,a wider soot-containing zone,a higher CO mass fraction,and a lower flame temperature than normal-gravity flames while maintaining constant pressure.In normal-gravity flames,the CO mass fraction decreases with pressure,whereas it increases with pressure rise in flames of zero gravity.Flames of zero gravity appear taller and broader compared to the flames of normalgravity for a fixed pressure.An increase in pressure significantly reduces the flame length and width in normal-gravity flames.However,the pressure elevation has little effect on the shape of a zero-gravity flame.The outcomes of the present study will assist in fully understanding the combustion and sooting characteristics of turbulent diffusion flames that will help design and develop high-efficiency,pollutant-free combustion devices and fire suppression systems for space application. 展开更多
关键词 Computational fluid dynamics(CFD) FLAMELET GRAVITY PRESSURE SOOT
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Analysis of flow-field in a dual mode ramjet combustor with boundary layer bleed in isolator 被引量:2
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作者 Nishanth Thillai Amit Thakur +1 位作者 Srikrishnateja K. Dharani J. 《Propulsion and Power Research》 SCIE 2021年第1期37-47,共11页
A two-dimensional Reynolds averaged Navier Stokes(RANS)simulation of a dual mode ramjet(DMRJ)combustor is performed,modeling the University of Michigan dual-mode combustor experimental setup operating in reacting mode... A two-dimensional Reynolds averaged Navier Stokes(RANS)simulation of a dual mode ramjet(DMRJ)combustor is performed,modeling the University of Michigan dual-mode combustor experimental setup operating in reacting mode with different equivalence ratios(4).The simulations are carried out using a k-u SST turbulence model and a steady diffusion flamelet model for non-premixed combustion.Air enters the isolator at Mach 2.2,stagnation pressure and temperature of 549.2 kPa and 1400 K respectively.Hydrogen is injected transverse to the flow direction and upstream of the cavity flame holder to simulate ramjet(4 Z 0.29)and scramjet(4 Z 0.19)modes of operation.Wall static pressure plots are used to validate numerical results against experimental data.Analysis of flow separation in ramjet mode due to the presence of a shock train in the isolator is carried out by means of numerical Schlieren images overlapped with contours of negative axial velocity,showing the effects of shock wave boundary layer interaction(SWBLI).Active control through wall normal boundary layer bleed in the separated flow region is implemented,which weakens the shock train and moves it downstream closer to the cavity.Bleed results in an improved stagnation pressure recovery in ramjet mode,with a marginal increase in combustion efficiency. 展开更多
关键词 Dual mode ramjet Scramjet combustor Shock wave boundary layer interaction Boundary-layer bleed Flamelet combustion model
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Large eddy simulation of spray combustion using flamelet generated manifolds combined with artificial neural networks 被引量:6
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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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Atmospheric Test and Numerical Models Assessment of Annular Combustor on ZK2000 Gas Turbine 被引量:1
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作者 WANG Weihao HUANG Weiguang +1 位作者 CAO Yun GAO Chuang 《Journal of Thermal Science》 SCIE EI CAS CSCD 2018年第6期516-526,共11页
ZK2000 is a newly developed 2 MW all radial gas turbine with an annular combustor. In this paper, the authors present the atmospheric test results of the combustor on test rig. Evaluation of several RANS turbulence mo... ZK2000 is a newly developed 2 MW all radial gas turbine with an annular combustor. In this paper, the authors present the atmospheric test results of the combustor on test rig. Evaluation of several RANS turbulence models and reaction models were used in order to determine which model was the most appropriate combination for comparison with the test results. FGM with SST were selected because of the better agreement with test results in terms of combustor temperature rise, primary zone temperature, liner metal temperature, and NO_x emission predictions. 展开更多
关键词 lean premixed annular combustor low emission atmospheric test flamelet generated manifold
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Combining flamelet-generated manifold and machine learning models in simulation of a non-premixed diffusion flame 被引量:1
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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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