grand title of project - siemens€¢sub models for nox chemistry and soot formation •detailed...

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DARS FUEL MODEL DEVELOPMENT

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Page 1: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

DARS

FUEL MODEL DEVELOPMENT

Page 2: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

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DARS Products (names valid since October 2012)

DARS

0D & 1D tools

Old name: DARS Basic

Stand alone tool for 0D-1D analyses of chemical processes in industrial and scientific devices

DARS

Reactive Flow Models

tools for 3D/ CFD

calculations

- Chemistry module coupled to CFD (STAR-CD and STAR-CCM+)

- Gas phase chemistry and surface chemistry

- TIF: Transient interactive flamelet model coupled to STAR-CD

DARS Fuel

New!

Advanced fuel models

- Libraries and run-time reaction mechanisms for detailed chemistry modeling in conjunction with DARS CFD/TIF

Page 3: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

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DARS (Basic)

Reactors

Homogeneous

CV

CP

PSR

RCM

SRM

(Stochastic Reactor Models)

PSR

SRM-HCCI

SRM-Diesel

SRM SI

DARS

1D Models

Piping

Coolers

After-treatment

Catalytic Converter

Particulate Filter (DPF)

Turbo charging

Flames

Burner stabilized

Freely propagating

Counter Flow

Flamelet

Chemical Mechanisms

Development

Analysis

Reduction

Page 4: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

EXAMPLE FOR FUEL MODEL DEVELOPMENT WITH DARS

Page 5: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Outline

• Ethanol-gasoline blend selection

• Ethanol-gasoline chemical mechanism

• DARS mechanism analysis – Sensitivity analysis

– Flow analysis

– Necessity analysis

– Life time analysis

• DARS mechanism reduction

• Ethanol-gasoline dual fuel table generation

Page 6: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ETHANOL-GASOLINE BLEND SELECTION

6

Page 7: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Aspects of surrogate fuel choice

• Real fuels are not consisting of one single component

• The surrogate chemistry needs to be representative of the components present in the real fuel

• Physical properties and chemical properties need to be matched

• Example: ethanol-gasoline fuel mixture

– Standards: DIN EN 228, SS155422

– E5/E10: unleaded gasoline with 5/10% ethanol

– E75/85: Winter/summer mixture containing 75/85% ethanol

7

Gasoline E5 E10 E75 E85

RON 95* 95-98 95-98 101-104**

99-102**

Density (kg/m3) - 750 754 775 785

Aromatic content (%v/v) - 35.0 - - -

Lower heating value (MJ/kg):

- 41.8-43.8

40.9 30.2 29.2

Note: * The base gasoline used for mixing might be of varying quality for different mixtures ** Reported octane numbers for E75/85 are approximations

Page 8: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Methodology

• Find a base gasoline composition which conforms to aromatic content, as well as density, lower heating value and RON when mixed with 5% ethanol.

• RON calculations:

– Modified Linear by Volume (MLbV) [1]: Good approximation for synergetic blending of iso-octane, n-heptane and toluene.

– Linear by Mole Fraction (LbMF) [2]: Shown to yield good results for gasoline/ethanol blends.

• Calculate RON for the gasoline based on the MLbV method, and the effect of the added ethanol by the LbMF method.

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Calculated liquid volume fraction

Calculated gaseous mole fraction

A1CH3 0.33684 0.45482

I-C8H18 0.50688 0.39753

N-C7H16 0.15628 0.14765

Page 9: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Ethanol-gasoline fuel mixture – properties

9

740 745 750 755 760 765 770 775 780 785 790 795

0 20 40 60 80 100

Den

sity

(kg

/m3

)

% Ethanol (vol.)

Calculated mixture

Reference data

28

30

32

34

36

38

40

42

44

0 20 40 60 80 100

Low

er h

eati

ng

valu

e (M

J/kg

)

% Ethanol (vol.)

Calculated mixture

Reference data (min)

Reference data (max)

94

96

98

100

102

104

106

108

110

112

114

0 20 40 60 80 100

RO

N

% Ethanol (vol.)

Calculated mixture

Reference data (min)

Reference data (max)

Estimate from simple correlation (PREEM)

0

200000

400000

600000

800000

1000000

1200000

200 300 400 500 600

Hea

t o

f va

po

riza

tio

n [

J/kg

]

Temperature [K]

Gasoline

Ethanol

Two components considered for preferential evaporation

Page 10: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ETHANOL/GASOLINE MECHANISM

Page 11: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Ethanol-gasoline mechanism

• C1 to C4 chemistry extensive validated

• Single fuel components validated against a wide range of experiments, such as flames, shock tubes, flow reactors, …

• Sub models for NOx chemistry and soot formation

• Detailed mechanism around 480 species, reduced around 250 species

Page 12: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Mechanism analysis

Page 13: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Sensitivity analysis

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Reaction r sensitivity with respect to reaction R:

Species s sensitivity with respect to species j:

Variable Y can be: mass fraction of a target species, or temperature of the gas.

kOCHR ]][[ 24

RT

E

na

eTAk

normalized and ranked

of a certain reaction R

Page 14: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Flow analysis

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Analyses the flow of atoms between species

Atoms fluxes [mol/cm3/sec]

H atom O atom

Graphs are drawn for given limits of the flux (low values of limits give very

branched praphs).

Page 15: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Necessity analysis

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A combination of sensitivity and flow analysis

Page 16: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Life time analysis

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Measures the rate of consumption of a species

Page 17: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Mechanism reduction

Page 18: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Use the specific Reduce Mechanism module:

Reduce the mechanism

Page 19: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Remove redundant species according to:

- preset criteria (as the necessity level, calculated within the previous mechanism-analysis step)

OR

- ad-hoc criteria

Reduce the mechanism

Page 20: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

• You can export your reduced mechanism

• You can reduce your mechanism in several steps

Options for reduced mechanism

Page 21: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Compare the results obtained with the original vs. the reduced mechanism

In this example: the reduced mechanism gives slightly slower ignition compared to the original mechanism, with a difference of only 2%.

However, the gain in computational time is approximately 90% for this reduced mechanism case.

Analyze reduced mechanisms results

User friendly post-processing interface

Page 22: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ETHANOL-GASOLINE DUAL FUEL TABLE GENERATION

Page 23: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Table generation process

Page 24: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Table generation process

Page 25: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Table generation process

Page 26: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Table generation process

Flame sp

eed

DARS-FUEL tabulated chemistry library

• ECFM-3Z-TKI • Laminar flame speed

• Soot/NOx source terms

Page 27: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ECFM-3Z-TKI tables

Page 28: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ECFM-3Z-TKI Progress variable solver

• Pressure: 40 bar, Tunb: 800 K, Z: 6.22e-2, PRF 95

Page 29: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

ECFM-3Z-TKI Tables

• Single fuel table (PRF 95) – Temperature: 101 points between 600 K and 1600 K – Pressure: 8 points between 10 bar and 80 bar – Mixture fraction points: 6 points depending on stoichiometry – EGR points: 5 values between 0 % and 90 % EGR – Temperature segregation: 21 values between 0 and 1 – Around 60 MB data

• Dual fuel table (ethanol-gasoline mixtures) – Temperature: 41 points between 600 K and 1600 K – Pressure: 11 points between 10 bar and 200 bar – Mixture fraction points: 16 points depending on stoichiometry – EGR points: 5 values between 0 % and 90 % EGR – Temperature segregation: 21 values between 0 and 1 – Fuel composition points: 11 values between 0 and 1 (mass fraction ethanol) – Around 400 MB data

Page 30: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Laminar Flame Speed Tables

• Single fuel table (PRF 95) – 0.2 ≤ Φ ≤ 4.0 [-] – 300 ≤ Autoignition T [K] – 1 ≤ P ≤ 130 [bar] – 0 ≤ EGR ≤ 50 [%] – laminar flame speed above 1 cm/s

• Dual fuel table (ethanol-gasoline mixtures) – 0.2 ≤ Φ ≤ 4.0 [-] – 300 ≤ Autoignition T [K] – 1 ≤ P ≤ 130 [bar] – 0 ≤ EGR ≤ 50 [%] – laminar flame speed above 1 cm/s – Ethanol/gasoline fuel fraction 0-1

0

20

40

60

80

100

0 0.5 1 1.5 2 2.5 3 3.5 4

LFS

[cm

/se

c]

Equivalence ratio

Page 31: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

Soot/NOx tables

• Single fuel table (PRF 95) – Flamelet oxidizer temperature: 300 – 1200 K in steps of 100 K – Logarithmic stepping, 1 – 200 bar, 9 points – Mixture fraction points: 0-1, 101 points – EGR points: 11 values between 0 % and 50 % EGR – Scalar dissipation rate points: 0 – extinction [1/s]

• Dual fuel table (ethanol-gasoline mixtures) – Flamelet oxidizer temperature: 300 – 1200 K in steps of 100 K – Logarithmic stepping, 1 – 200 bar, 9 points – Mixture fraction points: 0-1, 101 points – EGR points: 11 values between 0 % and 50 % EGR – Scalar dissipation rate points: 0 – extinction [1/s] – Fuel composition points: 11 values between 0 and 1 (mass fraction ethanol)

Page 32: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

DARS Fuel

Accurate reaction schemes – ready to use! – Plug in to STAR-CD, STAR-CCM+,

DARS-TIF – No additional work needed

Free basic mechanism for TIF/PVM – Diesel – Gasoline – Requires a DARS license

Free basic libraries for ECFM

– Diesel – Gasoline

Other fuels are available as library on license base

– Pure components – Multicomponent mixture

– Dual fuel libraries

Group Chemistry Reference fuel for

Oxygenated methanol, ethanol, propanol Gasoline, Bio fuels

Mono aromats

toluene, m-xylene Gasoline, Diesel, Jet

Larger aromats

a-methylnaphtalene Diesel, Jet

Linear alkanes n-heptane, n-decane Gasoline, Diesel, Jet

Branched alkanes

iso-butane, iso-butene, iso-pentane, iso-octane, iso-dodecane

Gasoline, Diesel, Jet

Ester methyldecanoate Biodiesel

Additives DME Gasoline

Other methane, ethane, propane, butane, pentane, neo-Pentane, ethylene, acetylene, propene, hydrogen and others

Natural gas, Biomass to gas / liquid, turbines

Emission NOx, soot, formaldehyde, unburnt HC and other

Combinable with all fuels

Page 33: Grand title of project - Siemens€¢Sub models for NOx chemistry and soot formation •Detailed mechanism around 480 species, reduced around 250 species Mechanism analysis Sensitivity

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DARS v2.08 – Try it today!

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