Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture...

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1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk Chemical Reaction Engineering Review of previous lectures Procedure of CRE data analysis Reactors for kinetic study Determining the Rate Law from Experimental Data Integral Method Differential (Graphical) Method Nonlinear Least Regression Homogeneous Heterogeneous

Transcript of Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture...

Page 1: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Lecture 10Kjemisk reaksjonsteknikk

Chemical Reaction Engineering

Review of previous lectures Procedure of CRE data analysis Reactors for kinetic study Determining the Rate Law from Experimental Data Integral Method Differential (Graphical) Method Nonlinear Least Regression Homogeneous Heterogeneous

Page 2: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Batch reactor

1) Mole balance

AA kCr

VrdtdXN A0A

1

1ln1xk

t

2) Rate law

X

tFirst-order Second-order2

2 AA Ckr

3) Stoichiometry: X1CC 0AA

4) Combine: Xkdtdx

1 202 1 XCkdtdx

A

5. Evaluation)1(02 xCk

xtA

)exp(1 1tkx 02

02

1 A

A

CtkCtkx

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CSTR reactor

1) Mole balance

AA kCr

2) Rate law First-order Second-order2

2 AA Ckr

3) Stoichiometry: XFF AA 10

4) Combine:

)1(0

0

xkCxCV

A

A

5. Evaluation

k

kx

1

A

0A

rXFV

X1CX1FFC 0A0

0AAA

20 )1( xkC

xV

A

0

00

24121

A

AA

kCkCkC

x

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PFR reactor

1) Mole balance

AA kCr

2) Rate law First-order Second-order2

2 AA Ckr

3) Stoichiometry: XFF AA 10

4) Combine:

5. Evaluation

xx

k

1

1ln)1(

A0A rdVdXF

X1

X1CC 0AA

2

202

11

)/( XXCk

Vddx A

X1

X1XX1ln12kC2

20A

X

XkVddx

11

)/(

Page 6: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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CRE Data Analysis

1) Developing an algebraic rate expression consistent with experimental observations

2) Analyzing the rate expression in a such manner that the rate expression parameters can readily be determined from experimental data

3) Find a mechanism and rate determining step consistent with the experimental data (for non-elementary reactions)

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7-Step Procedure for CRE Data analyses (1)

1. Postulate a rate law A. Power law models fro homogeneous reactions

B. Langmuir-Hinshelwood models for heterogeneous reactions

2. Select reactor type and corresponding mole balance A.If batch reactor, use mole balance on Reactant A

B.If differential PBR, use mole balance on product P (A →P)

BAA CkCr

2)1( BBAA

BAA PKPK

PkPr

dtdCr A

A

WC

WFr PP

A

0

dtdCr A

A

WC

WFr PP

A

0

1. Postulate a rate law A. Power law models for homogeneous reactions

B. Langmuir-Hinshelwood models for heterogeneous reactions

2. Select reactor type and corresponding mole balance A.If batch reactor, use mole balance on Reactant A

B.If differential PBR, use mole balance on product P (A →P)

WC

WFr PP

A

0

Page 8: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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7-Step Procedure for CRE Data analyses (2)

3. Process your data in terms of the measured variables (e.g. NA, CA, or PA). If necessary, rewrite your mole balance in terms of your measured variables

4. Look for simplification For example, if one of the reactants is in excess, assume its concentration is constant,. If the gas phase mole fraction of reactant A is small, set ε=0

5. For a batch reactor, calculate –rA as a function of concentration CA to determine the reaction order:A.Differential analysisB.Integral methodC.Nonlinear regression

Page 9: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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7-Step Procedure for CRE Data analyses (3)

6. For differential PBR, calculate –rA as a function of CA or PA

A. Calculate as a function of reactant concentration CA or partial pressure PA

B. Choose a model, e.g.,

C. Use nonlinear regression to find the best model and model parameters

7. Analyze your rate law model for “goodness of fit”. Calculate a correlation coefficient.

WC

WFr PP

A

0

AA

AA PK

kPr

1

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Reactors for kinetic study

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Batch Reactor

dN A

dt rAV

Batch

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1. Select the stirring speed to make well-mixing

2. Measure the concentration as a function of time

3. Determine the reaction rates at different initial concentrations (CA0) and temperatures

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CSTR

CSTR

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VFFr AA

A 0

Reaction rate can be directly measured as a function of outlet concentration and temperatures

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Differential reactor

Inn - ut + formed = accumulated

FA0 - FA + rA W = 0

-rA = (FA0 - FA) / W= FA0X / W

In practice, the conversion is controlled to be low enough (X< 5-10 %) to make the concentration approximately gradientless

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Recycle-reactor

W

CA

vRCA

CoA

vo

CinnA

Mass balanse on the mixing point:

vo CoA + vR CA = (vo+ vR) CA

inn

-rA’ = vo (Co

A - CA) / W

With increasing vR , CinnA is close to CA

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Mixed Flow Reactor

Carberry basket type mixed flow reactor.

Catalyst placed in a basket which rotates in the reaction gas

Difficult to measure the temperature

Should not be used for exothermic and endothermic reactions

• It requires a uniform composition of fluid throughout.• Examples

Berty reactor

Recycling of reaction gases

' A 0 AoutAout

F XrW

- =

Page 16: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Guidelines for Selecting Reactors for Kinetic Study

Liquid phase Batch reactor: must often used, simple, rich in kinetic data

CSTR: simple for determining reaction rates

Gas phase Homogenous: PFR, differential or integral Heterogamous: Differential: Easy determination of rate, easy to remove

temperature gradients, different to study at high conversion level

Integral: easy analysis of the products but not easy to eliminate the temperature gradients

Cycling reactors, combining the advantages of differential or integral reactors, easy determination of rate at different conversion degrees, easy to get concentration and temperature gradientless, but complex reactor configuration

Page 18: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Methods of CER data analysis

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Integral Method

Consider the following reaction that occurs in a constant volumeBatch Reactor: (We will withdraw samples and record the concentration of A as a function of time.)

A ProductsdN A

dt rAVMole Balance:

rA kC ARate Law:

V V0Stochiometry:

dC A

dt kCA

Combine:19

Page 20: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Finally we should also use the formula to plot reaction rate data in terms of conversion vs. time for 0, 1st and 2nd order reactions.

Derivation Equations used to Plot 0, 1st and 2nd order reactions.

These types of plots are usually used to determine the values k for runs at various temperatures and then used to determine the activation energy.

Zero order First Order Second Order

dC A

dt rA k

at t 0, CA CA 0

CA CA 0 kt

dC A

dt rA kC A

at t 0, CA CA 0

lnCA 0

CA

kt

dC A

dt rA kC A

2

at t 0, CA CA 0

1

CA

1

CA 0

kt20

Page 21: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Guess and check for reaction order of α = 0, 1, 2 and check against experimental plot

ktCC

ktCCktCr

AAA

AAA

0

00

11 ln

2 1 0

t

CA

t

ln(CA0/CA)

t

1/CA

Finding the Rate law (Integral Method)

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Differential Method

AA Clnkln

dtdCln

AA kC

dtdCTaking the natural log of

dC A

dt

vs CA

The reaction order can be found from a ln-ln plot of:

dtdC A

ACAPC

P

A

dtdC

Slope = α

ln

ln

Ap

p

A

Cdt

dC

k

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Methods for finding the slope of log-log and semi-log graph papers may be found at http://www.physics.uoguelph.ca/tutorials/GLP/.

However, we are usually given concentration as a function of time from batch reactor experiments:

time (s) 0 t1 t2 t3

concentration (moles/dm3) CA0 CA1 CA2 CA3

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Three Ways to determine (-dCA/dt) from Concentration-Time Data Graphical differentiationNumerical differentiation formulasDifferentiation of a polynomial fit to the data1. Graphical

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C A

t

t

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The method accentuates measurement error!

1t

A

dtdC

C A

t

0

A

dtdC

2t

A

dtdC

0 1t 2t t

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Example - Finding Rate Law

t(min) 0 1 2 3

CA(mol/L) 1 0.7 0.5 0.35

0.3 0.2 0.15t

C A

tC A

.1.2.3

t1 2 3

Areas equal for both sides of the histogram

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Example - Finding Rate Law

Find the f(t) of using equal area differentiation

tC A

CA 1 0.7 0.5 0.35

-dCA/dt 0.35 0.25 0.175 0.12

Plot –dCA/dt as a function of CA

Ap

p

A

Cdt

dC

k

ln

CA

Slope = αdCA/dt

ln27

Page 28: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Non-Linear Least-Square Analysis

2 rmi rci 2

N Ki1

n

That is we want to be a minimum. 2

We want to find the parameter values (α, k, E) for which the sum of the squares of the differences, the measured rate (rm), and the calculated rate (rc) is a minimum.

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N: Number of runs

K: number of parameters to be determined

Page 29: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Non-Linear Least-Square Analysis

For concentration-time data, we can integrate the mole balance equation for to obtainrA kC A

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dC A

dt kC A

t 0

CA CA 0

CA CA 01 1 kt 1

Page 30: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Non-Linear Least-Square Analysis

s2 CAmi CAci 2

i1

N

CAmi CA 01 1 kt i 1 1 2

i1

N

We find the values of alpha and k which minimize s2

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Page 31: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Cmeas 1 0.7 0.5 0.35

CCalc 1 0.5 0.33 0.25

(Cc-Cm) 0 -0.2 -0.17 -0.10

(Cc-Cm)2 0 0.04 0.029 0.01 0.07

for α= 2, k = 1 → S2 = 0.07

for α = 2, k = 2 → S2 = 0.27

etc. until S2 is a minimum31

Regression MethodGuess values forα and k and solve for measured data points then sum squared differences:

Page 32: Lecture 10 Kjemisk reaksjonsteknikk Chemical …folk.ntnu.no/audunfor/5. semester/Rektek/Lecture notes...1 - 19/09/2012 Department of Chemical Engineering Lecture 10 Kjemisk reaksjonsteknikk

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Determining reaction order and activation energy based on data obtained from

CSTR