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Modeling Turbulent Combustion CEFRC Combustion Summer School Prof. Dr.-Ing. Heinz Pitsch 2014 Copyright ©2014 by Heinz Pitsch. This material is not to be sold, reproduced or distributed without prior written permission of the owner, Heinz Pitsch.

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Page 1: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Modeling Turbulent Combustion

CEFRC Combustion Summer School

Prof. Dr.-Ing. Heinz Pitsch

2014

Copyright ©2014 by Heinz Pitsch. This material is not to be sold, reproduced or distributed without prior written permission of the owner, Heinz Pitsch.

Page 2: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

2

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 3: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Moment Methods for Reactive Scalars

Balance Equation for Reactive Scalars

• The term „reactive scalar“

Mass fraction Yα of all components α = 1, … N

Temperature T

• Balance equation for

Di: mass diffusivity, thermal diffusivity

Si: mass/temperature source term

3

Page 4: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Balance Equation for Reactive Scalars

• Neglecting the molecular transport (assumption: Re↑)

• Gradient transport assumption for the turbulent transport

→ Averaged transport equation

→ idea: approach similar to (simple) turbulence models: expression as a function of mean values

4

not closed

Page 5: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Moment Methods for Reactive Scalars

• Assumption: heat release expressed by

B: includes frequency factor und heat of reaction

Tb: adiabatic flame temperature

E: activation energy

• Approach for modeling the chemical source term

• Proven method decomposition into mean and fluctuation

5

Page 6: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Moment Methods for Reactive Scalars

• Taylor expansion at (for ) of terms

Pre-exponential term

Exponential term

• Leads to

6

Page 7: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Moment Methods for Reactive Scalars

• As a function of Favre-mean at yields

• Typical values in the reaction zone of a flame

• Intense fluctuations of the chemical source term around the mean value

• Moment method for reactive scalars inappropriate due to strong non-linear effect of the chemical source term

7

Page 8: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Non-Premixed Combustion in Isotropic Turbulence

• Favre averaged transport equation

• Gradient transport model

• One step global reaction

• Decaying isotropic turbulence

8

Page 9: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Non-Premixed Combustion in Isotropic Turbulence

9

Product Mass Fraction

DNS data

Flamelet Closure Assumption

Evaluation of chemical source term with mean quantities

Closure by mean values does not work!

Page 10: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

10

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 11: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Simple Models for Turbulent Combustion

• Example: standard models in Fluent

• Very simple models, e.g. based on

very fast chemistry

no consideration of turbulence

11

Quelle: Fluent 12 user‘s guide

3. 4. 2. 5.

Page 12: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

1. Eddy-Break-Up-Model

First approach for closing the chemical source term was made by Spalding (1971) in premixed combustion

• Assumption: very fast chemistry (after pre-heating)

• Combustion process

Breakup of eddies from the unburnt mixture smaller eddies

→ Large surface area (with hot burnt gas)

→ Duration of this breakup determines the pace

→ Eddy-Break-Up-Model (EBU)

12

flow

hot burnt gas unburnt mixture

Page 13: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

1. Eddy-Break-Up-Modell

• Averaged turbulent reaction rate for the products

: variance of mass fraction of the product

CEBU: Eddy-Break-Up constant

• EBU-modell

turbulent mixing sufficiently describes the combustion process

chemical reaction rate is negligible

• Problems with EGR, lean/rich combustion

→ further development by Magnussen & Hjertager (1977): Eddy-Dissipation-Model (EDM)…

13

Page 14: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

2. Eddy-Dissipation-Model

14

• EDM: typical model for eddy breakup

Assumption: very fast chemistry

Turbulent mixing time is the dominant time scale

• Chemical source term

YE, YP: mass fraction of reactant/product

A, B: Model parameter (determined by experiment)

Page 15: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

2. Eddy-Dissipation-Model

Example: diffusion flame, one step reaction

• YF > YF,st , therefore YO < YF YE = YO

• YF < YF,st YE = YF

15

Page 16: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Résumé EDM

• Controlled by mixing

• Very fast chemistry

• Application: turbulent premixed and nonpremixed combustion

• Connects turbulent mixing with chemical reaction

rich or lean?

→ full or partial conversion

• Advantage: simple and robust model

• Disadvantage

No effects of chemical non-equilibrium (formation of NO, local extinction)

Areas of finite-rate chemistry:

• Fuel consumption is overestimated

• Locally too high temperatures

16

Page 17: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

3. Finite-Rate-Chemistry-Model (FRCM)

• Chemical conversion with finite-rate

• Capable of reverse reactions

• Chemical source term for species i in a reaction α

kf,α , kb,α: reaction rates(determined by Arrhenius kinetic expressions )

models the influence of third bodies

• Linearization of the source term centered on the operating point Integration into equations for species, larger Δt realizable

• Typical approach for detailed computation of homogeneous systems

17

Page 18: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Résumé FRCM

• Chemistry-controled

• Appropriate for tchemistry > tmixng (laminar/laminar-turbulent)

• Application

Laminar-turbulent

Non-premixed

• Source term: Arrhenius ansatz

Mean values for temperature in Arrhenius expression

→ Effects of turbulent fluctuations are ignored

→ Temperature locally too low

• Consideration of non-equilibrium effects

18

Page 19: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

4. Combination EDM/FRCM

• Turbulent flow

Areas with high turbulence and intense mixing

Laminar structures

• Concept: Combination of EDM and FRCM

For each cell: computation of both reaction rates and

The smaller one is picked (determines the reaction rate)

→ Choses locally between chemistry- and mixing-controlled

• Advantage: Meant for large range of applicability

• Disadvantage: no turbulence/chemistry interaction

19

Page 20: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

5. Eddy-Dissipation-Concept (EDC)

• Extension of EDM Considers detailed reaction kinetics

• Assumption: Reactions on small scales („*“: fine scale)

• Volume of small scales:

• Reaction rates are determined by Arrhenius expression (cf. FRCM)

• Time scale of the reactions

20

Fluent: Cξ = 2,1377

Fluent: Cτ = 0,4082

Page 21: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

5. Eddy-Dissipation-Concept (EDC)

• Boundary/initial conditions for reactions (on small scales)

Assumption: pressure p = const.

Initial condition: temperature and species concentration in a cell

Reactions on time scale

Numerical integration (e.g. ISAT-Algorithm)

• Model for source term

• Problem:

Requires a lot of processing power

Stiff differential equation

21

Mass fraction on small scales of species i after reaction time τ*

Page 22: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Résumé: Simple Combustion Models

22

Quelle: Fluent 12 user‘s guide

3. 4. 2. 5.

Solely calculation by Arrhenius equation turbulence is not considered

Calculation of Arrhenius reaction rate and mixing rate; selection of the smaller one local choice: laminar/turbulent

Solely calculation of mixing rate Chemical kinetic is not considered

Modeling of turbulence/chemistry interaction; detailed chemistry

Page 23: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

23

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 24: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Introduction to Statistical Methods

• Introduction to statistical methods

Sample space

Probability

Cumulative distribution function(CDF)

Probability density function(PDF)

Examples for CDFs/PDFs

Moments of a PDF

Joint statistics

Conditional statistics

24

Pope, „Turbulent Flows“

Page 25: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Probability of events in sample space

• Sample space: set of all possible events

Random variable U

Sample space variable V (independent variable)

• Event A

• Event B

Sample Space

25

Page 26: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Probability

• Probability of the event

• Probability p

26

impossible event sure event

Page 27: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Cumulative Distribution Function (CDF)

• Probability of any event can be determined from cumulative distribution function (CDF)

• Event A

• Event B

27

Page 28: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Cumulative Distribution Function (CDF)

• Three basic properties of a CDF

1. Occuring of event is impossible

2. Occuring of event is sure

3. F is a non-decreasing function as

28

CDF of Gaussian distributed random variable

Page 29: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Probability Density Function (PDF)

• Derivative of the CDF probability density function

• Three basic properties of a PDF

1. CDF non-decreasing PDF

2. Satisfies the normalization condition

3. For infinite sample space variable

29

PDF of Gaussian distributed random variable

Page 30: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Probability Density Function (PDF)

• Examining the particular interval Va ≤ U < Vb

• Interval Vb - Va 0:

30

Page 31: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example for CDF/PDF

Uniform distribution

31

Source: Pope, „Turbulent Flows“

Page 32: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example for CDF/PDF

32

Source: Pope, „Turbulent Flows“

Exponential distribution

Page 33: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example for CDF/PDF

33

Source: Pope, „Turbulent Flows“

Normal distribution

Page 34: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example for CDF/PDF

34

Source: Pope, „Turbulent Flows“

or

Delta-function distribution

Page 35: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Moments of a PDF

• PDF of U is known n-th moment

• Example: first moment (n = 1): mean of U

35

Q: random function, with Q = Q(U)

Page 36: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Central Moments

• n-th central moment

• Example: second central moment (n = 2): variance of U

36

Page 37: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Joint Cumulative Density Function

• Joint CDF (jCDF) of random variables U1, U2 (in general Ui, i = 1,2,…)

37

Source: Pope, „Turbulent Flows“

Page 38: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Joint Cumulative Density Function

• Basic properties of a jCDF

Non-decreasing function

Since is impossible

Since is certain equally

38

marginal CDF

Page 39: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Joint Probability Density Function

• Joint PDF (jPDF)

• Fundamental property:

39

Source: Pope, „Turbulent Flows“

Page 40: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Joint Probability Density Function

• Basic properties of a jPDF

Non-negative:

Satisfies the normalization condition

Marginal PDF

40

Page 41: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Joint Statistics

• For a function Q(U1,U2,…)

• Example: i = 1, 2; n = 1; , covariance of U1 and U2

• Covariance shows the correlation of two variables

41

Scatterplot of two velocity- components U1 and U2

Page 42: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Conditional PDF

• PDF of U2 conditioned on U1 = V1

• jPDF f1,2(V1,V2) scaled so that it satisfies the normalization condition

• Conditional mean of a function Q(U1,U2)

42

Bayes-Theorem

Page 43: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Statistical Independence

• If U1 and U2 are statistically independent, conditioning has no effect

• Bayes-Theorem

• Therefore:

• Independent variables uncorrelated

• In general the converse is not true

43

Page 44: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

44

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 45: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Similar to moment methods, models based on a pdf transport equation for the

velocity and the reactive scalars are usually formulated for one-point statistics

• Within that framework, however, they represent a general statistical description of

turbulent reacting flows, in principle, independent of the combustion regime

• A joint pdf transport equation for the velocity and the reactive scalars can be derived,

Pope (1990)

The PDF Transport Equation Model

45

Page 46: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• There are several ways to derive a transport equation for the joint probability density

function P(v, ψ ; x, t) of velocity v and the vector of reactive scalars ψ (cf. O'Brien,

1980)

• We refer here to the presentation in Pope (1985, 2000), but write the convective

terms in conservative form

where is gradient with respect to velocity components, angular brackets are

conditional means, and the same symbol is used for random and sample space

variables

The PDF Transport Equation Model

46

Page 47: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• The first two terms on the l.h.s. of

are the local change and convection of the probability density function in physical

space

• The third term represents transport in velocity space by gravity and the mean

pressure gradient

• The last term on the l.h.s. contains the chemical source terms

• All these terms are in closed form, since they are local in physical space

PDF Transport Equation: Closure Problem

47

Page 48: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Note that the mean pressure gradient does not present a closure problem, since the

pressure is calculated independently of the pdf equation using the mean velocity

field

• For chemically reacting flows, it is of particular interest that the chemical source

terms can be treated exactly

• It has often been argued that in this respect the transported pdf formulation has a

considerable advantage compared to other formulations

PDF Transport Equation: Closure Problem

48

Page 49: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• However, on the r.h.s. of the transport equation

there are two terms that contain gradients of quantities conditioned on the values

of velocity and composition

• Therefore, if gradients are not included as sample space variables in the pdf

equation, these terms occur in unclosed form and have to be modeled

PDF Transport Equation: Closure Problem

49

Page 50: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• The first unclosed term on the r.h.s. describes transport of the probability density

function in velocity space induced by the viscous stresses and the fluctuating

pressure gradient

• The second term represents transport in reactive scalar space by molecular fluxes

This term represents molecular mixing

PDF Transport Equation: Closure Problem

50

Page 51: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• When chemistry is fast, mixing and reaction take place in thin layers where molecular

transport and the chemical source term balance each other

• Therefore, the closed chemical source term and the unclosed molecular mixing term,

being leading order terms in a asymptotic description of the flame structure, are closely

linked to each other

• Pope and Anand (1984) have illustrated this for the case of premixed turbulent

combustion by comparing a standard pdf closure for the molecular mixing term with a

formulation, where the molecular diffusion term was combined with the chemical source

term to define a modified reaction rate

• They call the former distributed combustion and the latter flamelet combustion and find

considerable differences in the Damköhler number dependence of the turbulent burning

velocity normalized with the turbulent intensity

PDF Transport Equation: Closure Problem

51

Page 52: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• From a numerical point of view, the most apparent property of the pdf transport

equation is its high dimensionality

• Finite-volume and finite-difference techniques are not very attractive for this type of

problem, as memory requirements increase roughly exponentially with

dimensionality

• Therefore, virtually all numerical implementations of pdf methods for turbulent

reactive flows employ Monte-Carlo simulation techniques (cf. Pope, 1981, 1985)

• The advantage of Monte-Carlo methods is that their memory requirements depend

only linearly on the dimensionality of the problem

PDF Transport Equation: Solution

52

Page 53: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Monte-Carlo methods employ a large number, N, of so called notional particles (Pope,

1985)

• Particles should be considered different realizations of the turbulent reactive flow

problem under investigation

• Particles should not be confused with real fluid elements, which behave similarly in a

number of respects

• Statistical error decreases with N1/2

- Slow convergence

PDF Transport Equation: Solution

53

Page 54: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Application TPDF Model in LES of Turbulent Jet Flames

• LES/FDF of Sandia flames D and E (Raman & Pitsch, 2007)

Joint scalar pdf

Density computed through filtered enthalpy equation for improved numerical stability

Detailed chemical mechanism

• Modeled particle stochastic differential equations

54

Page 55: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Application TPDF Model in LES of Turbulent Jet Flames

55

Flame D: Temperature

Flame E: Temperature

Flame E: Dissipation Rate

Page 56: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Application TPDF Model in LES of Turbulent Jet Flames

56

Page 57: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

57

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 58: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Bray-Moss-Libby-Model

• Flamelet concept for premixed turbulent combustion: Bray-Moss-Libby-Modell (BML)

• Premixed combustion: progress variable c, e.g.

• Favre averaged transport equation (neglecting the molecular transport)

• Closure for turbulent transport and chemical source term by BML-Model

58

not closed

or

Page 59: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Bray-Moss-Libby-Model

• Assumption: very fast chemistry, flame size lF << η << lt

• Fuel conversion only in the area of thin flame front → in the flow field

Burnt mixture or

Unburnt mixture,

Intermediate states are very unlikely

59

burnt burnt

unburnt

Page 60: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Assumption: progress variable is expected solely to be c = 0 (unburnt) or c = 1 (burnt)

• Probability densitiy function

: probabilities, to encounter burnt or unburnt mixture in the flow field

No intermediate states

δ: Delta function

Bray-Moss-Libby-Model

60

Page 61: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Bray-Moss-Libby-Model

61

instantaneous flame front

mean flame front

„unburnt“ „burnt“

Page 62: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

BML-closure of Turbulent Transport

• For a Favre average

• Therefore the the unclosed correlation

joint PDF for u and c

Introducing the BML approach for f(c) leads to

62

conditional PDF delta function

(Bayes-Theorem)

Page 63: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

BML-closure of Turbulent Transport

• With follows

63

Page 64: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Bray-Moss-Libby-Model: „countergradient diffusion“

• Because of ρu = const. through flame front: u↑ just as much as ρ↓

• Because of c ≥ 0

• Within the flame zone

• Gradient transport assumption would be

• Conflict: „countergradient diffusion“

64

Flame front

uu ub

ρuuu = ρbub

c

conflict

Page 65: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

BML-closure of Chemical Source Term

• Closure by BML-model f(c) leads to

• Closure of the chemical source term, e.g. by flame-surface-density-model

I0: strain factor local increase of burning velocity by strain

• Flame-surface-density Σ

e.g. algebraic model:

Or transport equation for Σ

65

local mass conversion per area

Flächen-Dichte (flamen area per volume)

Flame crossing length

Page 66: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

BML-closure of Chemical Source Term

• Transport equation for Σ

• No chemical time scale

Turbulent time (τ = k/ε) is the determining time scale

Limit of infinitely fast chemistry

By using transport equations model for chemical source term independent of sL

66

local change

convectiv change

turbulent transport

production due to stretching of the flame

flame- annihilation

Page 67: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

67

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 68: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Level-Set-Approach

• Kinematics of the flame front by examining the movement of single flame front-„particles“

• Movement influenced by

Local flow velocity ui, i = 1,2,3

Burning velocity sL

68

normal vector

instantaneous flame front

particle

Page 69: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation

• Instead of observing a lot of particles examination of a scalar field G

• Iso-surface G0 is defined as the flame front

• Substantial derivative of G (on the flame front)

69

unburnt burnt

Page 70: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Level-Set-Method

70

Page 71: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation for Premixed Combustion

• Kinematics and lead to

→ G-Equation for premixed combustion

71

normal vector

unburnt burnt

Page 72: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation in the Regime of Corrugated Flamelets

• No diffusive term

• Can be applied for

Thin flames

Well-defined burning velocity

→ Regime of corrugated flamelets (η >> lF >> lδ)

72

local change

convective change

progress of flame front by burning velocity

unburnt burnt

Page 73: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation in the Regime of Corrugated Flamelets

• Kinematic equation ≠ f(ρ)

• Valid for flame position: G = G0 (= 0)

For solving the field equation, G needs to be defined in the entire field

Different possibilities to define G, e.g. signed distance function

73

unburnt burnt

Page 74: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation in the Regime of Corrugated Flamelets

• Influence of chemistry by sL

• sL not necessarily constant, influenced by strain S

curvature κ

Lewis number effect

• Modified laminar burning velocity

74

unburnt burnt

Page 75: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Laminar Burning Velocity: Curvature

75

influence of curvature

uncorrected laminar burning velocity

unburnt G < 0

burnt G > 0

Page 76: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Laminar Burning Velocity: Markstein Length

• Markstein length

Determined by experiment

Or by asymptotic analysis

76

density ratio

Zeldovich number Lewis number

uncorrected laminar burning velocity

Page 77: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Extended G-Equation

→ Extended G-Equation

77

influence of strain

influence of curvature

Markstein length

uncorrected laminar burning velocity

Page 78: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation: Corrugated Flamelets/Thin Reaction Zones

• Previous examinations limited to the regime of corrugated flamelets

Thin flame structures (η >> lF >> lδ)

Laminar burning velocity well-defined

• Regime of thin reaction zones

Small scale eddies penetrate the preheating zone

Transient flow

Burning velocity not well-defined

→ Problem: Level-Set-Approach valid in the regime of thin reaction zones?

78

no longer valid

Page 79: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation: Regime of Thin Reaction Zones

• Assumption: „G=0“ surface is represented by inner reaction zone

• Inner reaction zone

Thin compared to small scale eddies, lδ << η

Described by T(xi,t) = T0

• Temperature equation

• Iso temperature surface T(xi,t) = T0

79

Page 80: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation: Regime of Thin Reaction Zones

• Equation of motion of the iso temperature surface T(xi,t) = T0

With the displacement speed sd

Normal vector

80

Page 81: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation: Regime of Thin Reaction Zones

• With G0 = T0

Diffusion term normal diffusion (~sn) and curvature term (~κ)

→ G-equation for the regime of thin reaction zones

81

Page 82: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Common Level Set Equation for Both Regimes

• Normalize G-equation with Kolmogorov scales (η, τη, uη) leads to

82

Page 83: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Order of Magnitude Analysis

• Non dimensional

→ Derivatives, ui*, κ* ≈ O(1)

• Typical flame

→ Sc = ν/D ≈ 1 D/ν = O(1)

• Parameter: sL/uη

Ka = uη2/sL

2 sL/uη = Ka-1/2

sL,s ≈ sL

83

O(Ka-1/2) O(1)

Page 84: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation for both Regimes

• Thin reaction zones: Ka >> 1 curvature term is dominant

• Corrugated flamelets: Ka << 1 sL term is dominant

• Leading order equation in both regimes

84

O(Ka-1/2) O(1)

Assumption: const. const.

Page 85: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Statistical Description of Turbulent Flame Front

• Probability density function of finding G(xi,t) = G0 = 0

85

Experimental determination in weak swirl burner

Page 86: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Statistical Description of Turbulent Flame Front

• Consider steady one-dimensional premixed turbulent mean flame at position xf

• Define flame brush thickness lf from f(x)

• If G is distance function then

86

Page 87: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Favre-Mean- and Variance-Equation

• Equation for Favre-mean

• Equation for variance

• can be interpreted as the area ratio of the flame AT/A

• Variance describes the average size of the flame

87

instantaneous flame front

averaged flame front

averaged temperature profile

instantaneous temperature profile

Page 88: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Modeling of the Variance Equation

• Sink terms in the variance equation

Kinematic restoration

Scalar dissipation

are modeled by

88

Page 89: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation for Turbulent Flows

• Introducing turbulent burning velocity

→ Equation for Favre mean

→ Equation for variance

89

Page 90: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation for Turbulent Flows

• Modeling of turbulent burning velocity by Damköhler theory

90

Page 91: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

G-Equation for Turbulent Flows

• Favre mean of G

• Favre-PDF

• Mean temperature (or other scalar)

91

T(G)=T(x) taken from laminar premixed flame without strain

instantaneous flame front

averaged flame front

averaged temperature profile

instantaneous temperature profile

Page 92: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Presumed Shape PDF Approach (RANS)

92

experiment

computed numerically

Page 93: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Premixed methan/air flame

• Re = 23486

• Broad, low velocity pilot flame heat losses to burner

• Dilution by air co-flow

93

Example: LES of a Premixed Turbulent Bunsen Flame

temperature

axial velocity

Page 94: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Time-Averaged Temperature and Axial Velocity at position x/D = 2.5

94

temperature axial velocity

Page 95: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Time-Averaged Temperature and Axial Velocity at position x/D = 6.5

95

temperature axial velocity

Page 96: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Turbulent Kinetic Energie at Position x/D = 2.5 and 6.5

96

x/D = 2,5 x/D = 6,5

Page 97: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

LES Regime Diagram for Premixed Turbulent Combustion

97

Page 98: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

98

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 99: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Conserved Scalar Based Models for Non-Premixed Combustion

Mixture fraction Z

• Definition of Z

• With the dimensionless quantity

99

Mass of air per fuel mass: m2/mB

Mass of air per fuel mass at stoichiometric conditions

1

Coupling function:

Page 100: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Mixture Fraction Z

• Stoichiometric Conditions (λ=1) Stoichiometric mixture fraction

• Relation between Z and λ

• Z: normalized local λ λ = 0 Z = 1

λ = 1 Z = Zst

λ = ∞ Z = 0

100

Page 101: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Transport Equation for Z

• Transport equation

Advantage: L(Z) = 0 No Chemical Source Term

BC: Z = 0 in Oxidator, Z = 1 in Fuel

• If species and temperature function of mixture fraction, then

• Needed:

Local statistics of Z (expressed by PDF)

Species/temperature as function of Z: Yi(Z) and T(Z)

101

Page 102: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Presumed PDF Approach

• Equation for the mean and the variance of Z are known and closed

102

Page 103: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Presumed PDF Approach

• b-function pdf for mixture fraction Z

• With

103

Page 104: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Conserved Scalar Based Models for Non-Premixed Turbulent Combustion

• Infinitely fast irreversible chemistry

Burke-Schumann solution

Solution = f(Z)

• Infinitely fast reversible chemistry

Chemical equilibrium

Solution = f(Z)

• Flamelet model for non-premixed combustion

Chemistry fast, but not infinitely fast

Solution = f(Z, χ)

• Conditional Moment Closure (CMC)

Similar to flamelet model

Solution = f(Z,< χ|Z>)

104

Page 105: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Conserved Scalar Based Models for Non-Premixed Turbulent Combustion

• Infinitely fast irreversible chemistry

Burke-Schumann solution

Solution = f(Z)

• Infinitely fast reversible chemistry

Chemical equilibrium

Solution = f(Z)

105

Page 106: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Burke-Schumann Solution

106

Page 107: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Course Overview

107

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion

Page 108: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Model for Non-Premixed Turbulent Combustion

• Basic idea: Scale separation

• Assume fast, but not infinitely fast chemistry: 1 << Da << ∞

• Reaction zone is thin compared to small scales of turbulence and hence retains laminar structure

• Transformation and asymptotic approximation leads to flamelet equations

108

Page 109: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Model for Non-Premixed Turbulent Combustion

• Balance equations for temperature, species and mixture fraction

• With it follows

109

Page 110: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Consider surface of stoichiometric mixture

• Reaction zone confined to thin layer around this surface

• Transformation to surface attached coordinate system

• x1, x2, x3, t → Z(x1, x2, x3, t), Z2, Z3, τ

110

x1, Z

x2, Z2

x3, Z3

Page 111: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Transformation rules

• Transformation: x1, x2, x3, t → Z(x1, x2, x3, t), Z2, Z3, τ (where Z2 = x2 , Z3 = x3, τ = t)

• Example: Temperature T

111

0 0 1

0 0 0

0 0

Analogous for x3

1

Page 112: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Temperature equation Transformed temperature equation:

112

Page 113: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• If the flamelet is thin in the Z direction, an order-of-magnitude analysis similar to that for a boundary layer shows that is the dominating term of the spatial derivatives

• Equivalent to the assumption that temperature derivatives normal to the flame surface are much larger than those in tangential direction

• ∂T/∂τ is important if very rapid changes, such as extinction, occur

Flamelet Equations

113

small

Local change Describes mixing

Source term

Page 114: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example

• Example from DNS of Non-Premixed Combustion in Isotropic Turbulence

114

• Temperature (color)

• Stoichiometric mixture fraction (line)

Page 115: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Same procedure for the mass fraction…

• Flamelet structure is to leading order described by the one-dimensional time-dependent equations

• Instantaneous scalar dissipation rate at stoichiometric conditions

→ [χst] = 1/s: may be interpreted as the inverse of a characteristic diffusion time

115

Page 116: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Temperature profiles for methane-air flames

• Temperature profiles for methane-air flames

116

Page 117: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Asymptotic analysis by Seshadri (1988)

Based on four-step model

Close correspondence between layers identified in premixed diffusion flames

117

Page 118: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• The calculations agree well with numerical and experimental data

• They also show the vertical slope of T0 versus χst which corresponds to extinction

118

Page 119: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Steady state flamelet equations provide ψi = f(Z,χst)

• If joint pdf is known

→ Favre mean of ψi:

• If the unsteady term in the flamelet equation must be retained, joint statistics of Z and χst become impractical

• Then, in order to reduce the dimension of the statistics, it is useful to introduce multiple flamelets, each representing a different range of the χ-distribution

• Such multiple flamelets are used in the Eulerian Particle Flamelet Model (EPFM) by Barths et al. (1998)

• Then the scalar dissipation rate can be formulated as function of the mixture fraction

119

Page 120: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Modeling the conditional Favre mean scalar dissipation rate

• Flamelet equations

• Favre mean

120

Page 121: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Equations

• Model for conditional scalar dissipation rate

• One relates the conditional scalar dissipation rate to that at a fixed value Zst by

With

121

Page 122: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

n-Heptane Air Ignition

• The initial air temperature is 1100 K and the initial fuel temperature is 400 K.

122

Page 123: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Representative-Interactive-Flamelet-Modell (RIF)

123

Page 124: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Diesel engine simulation

• VW 1,9 l DI-Diesel engine (Fuel: n-Heptan)

• Simulation:

KIVA-Code

RIF-Model

n-Heptan detailed chemistry

Soot and Nox as function of EGR

124

Page 125: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Diesel engine simulation

• RIF-Temperature

125

0.00.2

0.40.6

0.81.0

Mischungsbruch -10

0

10

20

Kurbelwinkel [˚nOT]

300

600

900

1200

1500

1800

2100

2400

2700

T [K]

300 600 900 1200 1500 1800 2100 2400 2700

Temperatur [K]

Page 126: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Diesel engine simulation

126

Mischungsbruch- verteilung

Schadstoff- bildung

Page 127: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: Diesel engine simulation

• Comparison with Magnussen-/ Hiroyasu-Model

127

Page 128: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Steady Laminar Flamelet Model

• Assumption that flame structure is in steady state

• Assumption often good, except slow chemical and physical processes, such as

Pollutant formation

Radiation

Extinction/re-ignition

• Model formulation

Solve steady flamelet equations with varying cst

Tabulate in terms of cst or progress variable C, e.g. C = YCO2 + YHO2 + YCO + YH2

Presumed PDF, typically beta function for Z, delta function for dissipation rate or reaction progress parameter

128

Page 129: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

• Bluff-body stablized methane/air flame

• Fuel issues through center of bluff body

• Flame stabilization by complex recirculating flow

• RANS models where unsuccessful in predicting

experimental data

• Here, LES using simple steady flamelet model

• New recursive filter refinement method

• Accurate models for scalar variance and scalar

dissipation rate

Example: LES of a Bluff-Body Stabilized Flame

129

Exp. by Masri et al.

Page 130: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Example: LES of a Bluff-Body Stabilized Flame

130

Page 131: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Temperature CO Mass Fraction

Example: LES of a Bluff-Body Stabilized Flame

131

Page 132: CEFRC Combustion Summer School Lecture Notes/Pitsch/Lecture10...turbulent reacting flows, in principle, independent of the combustion regime • A joint pdf transport equation for

Flamelet Model Application to Sandia Jet Flames

Flamelet model application to jet flame with extinction and reignition

• Flamelet/progress variable model (Ihme & Pitsch, 2008)

• Definition of reaction progress parameter

Based on progress variable C

Defined to be independent of Z

• Joint pdf of Z and l

Z and l independent

Beta function for Z

Statistically most likely distribution for l

132

Exp. by Barlow et al.

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Flamelet Model Application to Sandia Jet Flames

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Flame D: Temperature

Flame E: Temperature

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Flamelet Model Application to Sandia Jet Flames

134

Flame E

Flame D

Flame E

Flame D

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Summary

135

• Turbulence

• Turbulent Premixed Combustion

• Turbulent Non-Premixed

Combustion

• Modeling Turbulent Combustion

• Applications

• Moment Methods for reactive scalars

• Simple Models in Fluent: EBU,EDM, FRCM,

EDM/FRCM

• Introduction in Statistical Methods: PDF,

CDF,…

• Transported PDF Model

• Modeling Turbulent Premixed Combustion

• BML-Model

• Level Set Approach/G-equation

• Modeling Turbulent Non-Premixed

Combustion

• Conserved Scalar Based Models for

Non-Premixed Turbulent Combustion

• Flamelet-Model

• Application: RIF, steady flamelet model

Part II: Turbulent Combustion