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Page 1: Collection & Analysis of Rate Data

CH5: Collection & Analysis of Rate Data

RE5Chemical Engineering Guy

www. Chemical Engineering Guy .com

Page 2: Collection & Analysis of Rate Data

Chemical Reaction Engineering Methodology

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CH3: Elements of Chemical Reaction EngineeringH. Scott Fogler (4th Edition)

Page 3: Collection & Analysis of Rate Data

Chemical Reaction Engineering Methodology

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CH3: Elements of Chemical Reaction EngineeringH. Scott Fogler (4th Edition)

Page 4: Collection & Analysis of Rate Data

Content

• Section 1 Batch Reactor Data Analysis– Excess Method– Differential Method

• Graphical Method• Numerical Method• Polynomial Fit

– Integral Method• 0, 1st, 2nd orders

– Initial Rates Method– Half-Lives Method

• Section 2 Differential Reactors Data Analysis– Analysis for PBR

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Page 5: Collection & Analysis of Rate Data

Section 1

Batch Reactor Data Analysis

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Page 6: Collection & Analysis of Rate Data

Batch Reactor Data Analysis

• Typical for homogeneous (liquid, gas)• We collect data for– Concentration– Pressure– Volume– Time

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Page 7: Collection & Analysis of Rate Data

General Methodology: Batch Reactor

1. Postulate a Rate Law– Power Law –rA = k·Ca

n

– Special Rate Laws known: Langmuir models, etc

2. Select Reactor Type (Batch) 3. Process Data in terms of measured data– Moles, Concentration, Partial Pressure

4. Simplify as possible– If reactant in excess Concentration is constant– If yA0 of reactant is small ε = 0

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Page 8: Collection & Analysis of Rate Data

General Methodology

5. Calculate –rA as a function of Concentration of A, CA and determine reaction order

6. Apply any of these methods– Excess Method– Differential Analysis: Graphical Method– Differential Analysis: Numerical Method– Differential Analysis: Polynomial Fit– Integral Method– Initial Rates Method– Half-Lives Method

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Page 9: Collection & Analysis of Rate Data

Excess Method

• Advantage we analyze only CA and then CB• May be treated as CA dependent ONLY• May then be treated as CB dependent Only

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Page 10: Collection & Analysis of Rate Data

Excess Method

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Page 11: Collection & Analysis of Rate Data

Excess Method

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Page 12: Collection & Analysis of Rate Data

Excess Method

• Notes:– You will need to do two experiments• CA in excess with changes in CB vs. time• CB in excess with changes in CA vs. time

You get K’’ You get K’www. Chemical Engineering Guy .com

Page 13: Collection & Analysis of Rate Data

Excess Method: Examples

• We will show later a combined example• IF you want to see more…– Check out the course at:– www.ChemicalEngineeringGuy.com/Courses• Reactor Engineering Course• Solved Problems

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Page 14: Collection & Analysis of Rate Data

Differential Method

• Force a x-y graph• We will analyze:– Zero Order– First Order– Second Order

• We get– Y axis Derivative of Concentration with respect of time– Slope Reaction Order– X axis Concentration of A

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Page 15: Collection & Analysis of Rate Data

Differential Method

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Page 16: Collection & Analysis of Rate Data

Differential Method: The Order α

• Remember that the slope, m is equal to the order

m = α

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Page 17: Collection & Analysis of Rate Data

Differential Method: The Rate Constant

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Page 18: Collection & Analysis of Rate Data

Differential Method

• One detail…• We need to find the value of dCa/dt• We could do it as:– Graphical Method– Numerical Method– Polynomial Fit

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Page 19: Collection & Analysis of Rate Data

D.M. Graphical Method

• Its visual and fast to calculate• Not so “perfect”, actually not recommended• Plot –ΔC/Δt vs. Time• We mean differences and not differentials• See appendix A-2 of textbook

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Page 20: Collection & Analysis of Rate Data

D.M. Graphical Method

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Page 21: Collection & Analysis of Rate Data

D.M. Graphical Method

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Page 22: Collection & Analysis of Rate Data

D.M. Graphical Method

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Page 23: Collection & Analysis of Rate Data

D.M. Graphical Method

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Page 24: Collection & Analysis of Rate Data

D.M. Graphical Method

• Our final table must include:

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Page 25: Collection & Analysis of Rate Data

D.M. Graphical Method

• An example is shown after the next two methods are explained– Numerical Method– Polynomial Fit

• Or go to the Course @

www.ChemicalEngineeringGuy.com/Courses

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Page 26: Collection & Analysis of Rate Data

D.M. Numerical Method

• Remember we need a table with the derivatives of Concentration and time!

Difference of time must be EQUAL!

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Page 27: Collection & Analysis of Rate Data

D.M. Numerical Method

• We are going to use formulas to get those values!

• Only possible with Δx of same “size” (equally spaced)– Initial Point Formula– Interior Points– Final Point Formula

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Page 28: Collection & Analysis of Rate Data

D.M. Numerical Method

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Page 29: Collection & Analysis of Rate Data

D.M. Numerical Method

• Our final table must include:Initial Point Intermediate Points

FinalPoint

Difference of time must be EQUAL!

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Page 30: Collection & Analysis of Rate Data

D.M. Numerical Method

• Then we apply the Differential Method

Order of reaction Constant Rate

Page 31: Collection & Analysis of Rate Data

D.M. Numerical Method

• An example is done after the next method is explained:– Polynomial Fit

• Or go to the Course @www.ChemicalEngineeringGuy.com/Courses

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Page 32: Collection & Analysis of Rate Data

D.M. Polynomial Fit

• Fit a polynomial to the curveCA= a0+a1·t + a2t2 + … antn

• Derivative of that functiondCA/dt= a1+ 2a2t + … n·antn-1

• Plot dCA/dt vs. t

Normally done in Excel

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Page 33: Collection & Analysis of Rate Data

D.M. Polynomial Fit

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If you are interested in getting this Slides, please send an email to:

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OR visit our VIDEO-Presentation in YouTube:

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Page 34: Collection & Analysis of Rate Data

D.M. Polynomial Fit

• Input x-axis data (Concentration of lnCA)• Input y-axis data (Derivative of Ca vs t)• Get the polynomial fit– “By hand” (not included)– Using a Software (excel for example)

• Get the Equation of CA(t) = a0+a1·t+a2·t2…• Differentiate it… get values of derivatives

Page 35: Collection & Analysis of Rate Data

D.M. Polynomial Fit

• Our final table must include:

• Use the equation (already differentiated) and substitute date into it!

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Page 36: Collection & Analysis of Rate Data

D.M. Polynomial Fit

• Be sure to include many points as needed• If the order is too low– Will not capture all the function

• If the order is to high– Will have peaks and valleys between points

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Page 37: Collection & Analysis of Rate Data

D.M. Numerical Method

• Once again, we can now we apply the Differential Method

Order of reaction Constant Rate

Page 38: Collection & Analysis of Rate Data

D.M. Numerical Method

• An example is shown in the next slides…• The example will show the 3 methods!

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Page 39: Collection & Analysis of Rate Data

Differential Method: Getting the values

• Either method you use (graph, numerical or polynomial) should get you the next data

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Page 40: Collection & Analysis of Rate Data

Differential Method: Review

• Now you got all “derivatives”• Its time to plot dCa/dt vs. t

m = orderRound to nearest number!

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Page 41: Collection & Analysis of Rate Data

Differential Method: Example

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Page 42: Collection & Analysis of Rate Data

Differential Method: Example

• Part 1: Determine Rate of Reaction

1. Postulate a Rate Law2. Select Reactor Type3. Process Data in terms of measured data4. Simplify as possible5. Calculate –rA as a function of

Concentration of A, CA and determine reaction order

6. Apply any of these methods

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Page 43: Collection & Analysis of Rate Data

Differential Method: Example

• Postulate Rate Law-rA = k·CA

αCBβ

• Select Rector Type BatchIts already set…

• Process Data in meassurable variable (CA)No need to re-process/ re-calculate

• Simplify if possibleConcentration of B is in excess!

Apply Excess Method also!

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Page 44: Collection & Analysis of Rate Data

Differential Method: Example

• Now we got alfa, the order of CA…• Remember we applied Excess Method• Where we actually got k’ not k

Page 45: Collection & Analysis of Rate Data

Differential Method: Example

• Part 2 If the rate of reaction is said to be also first order with respect to B!

• Its time to find k…• Remember we used Excess Method!• Lets find k’’ and then:

Page 46: Collection & Analysis of Rate Data

Differential Method: Example

• Given β=1 get k’’

• Then apply:

Page 47: Collection & Analysis of Rate Data

End of Topic

Differential Method

Page 48: Collection & Analysis of Rate Data

Integral Method

• We propose the order of reaction– Zero– First– Second

• If any of these is correct, the plot will be a straight line when applied

• We integrate every equation (0, 1st, 2nd, etc)

Page 49: Collection & Analysis of Rate Data

Integral Method: First Order

• This Equation must be integrated:

Page 50: Collection & Analysis of Rate Data

Integral Method: Zero Order

• And the plot you get is:

Slope = -kb or y-intercept = CA0

Page 51: Collection & Analysis of Rate Data

Integral Method: First Order

• This Equation must be integrated:

Page 52: Collection & Analysis of Rate Data

Integral Method: First Order

• And the plot you get is:

Slope = k

Page 53: Collection & Analysis of Rate Data

Integral Method: Second Order• This Equation must be integrated:

Page 54: Collection & Analysis of Rate Data

Integral Method: Second Order

• And the plot you get is:

Slope = +kb or y-intercept = 1/CA0

Page 55: Collection & Analysis of Rate Data

Integral Method: Unknown Order

• Failing to model…

• Probably a First order? Even a Zeroth Order…

Page 56: Collection & Analysis of Rate Data

Integral Method: Example

Check out this material in my webpage!

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This Material is only Available at

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If you are interested in getting this Slides, please send an email to:

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Page 57: Collection & Analysis of Rate Data

End of Topic

Integral Method

Page 58: Collection & Analysis of Rate Data

Initial Rates

• Series of experiments (not only one)

• Good for REVERSE reactions (equilibrium)• Determines the initial rate of reaction of each

run/experiment– Differentiate and extrapolate to 0

• Y-axis: ln(-ra0)• X-axis: lnCA0• Slope: order of reaction

Page 59: Collection & Analysis of Rate Data

Initial Rates: Example

Check out this material in my webpage!www.ChemicalEngineeringGuy.com

Page 60: Collection & Analysis of Rate Data

End of Topic

Initial Rates Method

Page 61: Collection & Analysis of Rate Data

Half-Live Methods

• By definition: half-life of a reaction t/2 is defined as the time it takes for the concentration of the reactant to fall to half of its initial value

• We will use the Method of Excess parallel to it

Page 62: Collection & Analysis of Rate Data

Half-Live Methods

Page 63: Collection & Analysis of Rate Data

Half-Live Methods

Page 64: Collection & Analysis of Rate Data

Half-Live Methods

Page 65: Collection & Analysis of Rate Data

Half-Live Methods

• Doesn’t need to be half life… you may use any concept:– 1/8– 1/3

• Be sure to set the time to that fraction!• Just substitute “n” in the “2” of the half-life formula

Page 66: Collection & Analysis of Rate Data

Half-Live Methods

• For graphing the method…• Take out the natural logarithm in both sides

α = 1-m

Page 67: Collection & Analysis of Rate Data

Half-Live Methods: Example

• There are no examples in the book• If you want to check out more problems go to my

web-page here

www.ChemicalEngineeringGuy.com–Go to the Courses!• Select Reactor Engineering Course– Solved Problems Section!» Chapter 5 – Collection & Analysis of Rate Data

This Material is only Available at

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If you are interested in getting this Slides, please send an email to:

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OR visit our VIDEO-Presentation in YouTube:

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Page 68: Collection & Analysis of Rate Data

End of Topic

Half-Lives Method

Page 69: Collection & Analysis of Rate Data

Section 2

Differential Reactors Data Analysis

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Page 70: Collection & Analysis of Rate Data

General Methodology: Differential Reactor

1. Postulate a Rate Law– Power Law –rA = k·Ca

n

– Special Rate Laws known: Langmuir models, etc

2. Select Reactor Type (Differential) 3. Process Data in terms of measured data– Moles, Concentration, Partial Pressure

4. Simplify as possible– If reactant in excess Concentration is constant– If yA0 of reactant is small ε = 0

Page 71: Collection & Analysis of Rate Data

General Methodology: Differential Reactor

5. Calculate –r’A as a function of – Concentration of A CA

– Partial Pressure of A PA

6. Solve and apply linear regression– Given –r’A as f(CA)– Choose a Model– Use non-linear regression for best model fit

7. Use GOF for a correlation coefficient

Page 72: Collection & Analysis of Rate Data

Differential Reactor: PBR

• Typical for solid-fluid phase reactors• Packed Bed Reactors suit this description– Solid Catalyst Bed– Fluid Gas inlet (reactants and products)

• Concentration or Partial Pressure are used

Page 73: Collection & Analysis of Rate Data

Differential Reactor: PBR

• Conversion is usually very small CA is constant

• Gradientless, spatially uniform!• The analysis is done on the product rather

than the reactants• Apply Excess Method if given more than 1

reactant

Page 74: Collection & Analysis of Rate Data

Differential Reactor: PBR

Page 75: Collection & Analysis of Rate Data

Differential Reactor: PBR

• These are the equations we are going to use

• After having different values of rate of reaction…• Use Linear Regression• Use God of Fitness to

Page 76: Collection & Analysis of Rate Data

Differential Reactor: PBR Example

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Page 77: Collection & Analysis of Rate Data

Differential Reactor: PBR Example

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Page 78: Collection & Analysis of Rate Data

Differential Reactor: PBR Example

• This and more solutions can be seen in the course of Reactor Engineering

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–Go to courses• Reactor Engineering– Solved Problems Section» CH5 – Collection and Anlysis of Rate Data

Page 79: Collection & Analysis of Rate Data

End of Topic

Differential ReactorPBR: Method

Page 80: Collection & Analysis of Rate Data

End of Block RE5

• You’re done with the chapter 5!• You know now more information on the rate

law topics!• You know why the Excess Method is important• After this Chapter, you are able to propose

zero, first, second orders of reactions to different reactions

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Page 81: Collection & Analysis of Rate Data

End of Block RE5

• You know that a Batch Reactor Rate Data is useful for CSTR, PFR as well!

• You know now many methods to find out the reactor order– Differential Method (graphical, numerical, polynomial

fit)– Half-lives– Initial Rate– Integral Method

• You know you need a differential reactor for a PBR

Page 82: Collection & Analysis of Rate Data

End of Block RE5

• Congratulations! You are now ready to study chapter 6 Multiple Reactions!

Page 83: Collection & Analysis of Rate Data

Questions and Problems

• There are 16 problems in this Chapter 5.• I also included some extra problems and exercises• All problems are solved in the next webpage– www.ChemicalEngineeringGuy.com• Courses–Reactor Engineering»Solved Problems Section• CH5 – Collection & Analysis of Rate Data

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Page 84: Collection & Analysis of Rate Data

More Information…

• Get extra information here!

– Directly on the WebPage:• www.ChemicalEngineeringGuy.com/courses

– FB page: • www.facebook.com/Chemical.Engineering.Guy

– Contact me by e-mail:• [email protected]

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Page 85: Collection & Analysis of Rate Data

Text Book & Reference

Essentials of Chemical Reaction EngineeringH. Scott Fogler (1st Edition)

Chemical Reactor Analysis and Design Fundamentals J.B. Rawlings and J.G. Ekerdt (1st Edition)

Elements of Chemical Reaction EngineeringH. Scott Fogler (4th Edition)

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Page 86: Collection & Analysis of Rate Data

Bibliography

Elements of Chemical Reaction EngineeringH. Scott Fogler (4th Edition)

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We’ve seen CH5