che 452 lecture 04 measuring rate data 1. objective general concepts in measurement of rate data...
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ChE 452 Lecture 04Measuring Rate Data
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Objective
General concepts in measurement of rate data Compendium of methods (language) Direct vs indirect Design of experiments
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General Approach
Initiate reactionmeasure concentration vs timefit data to calculate rates
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Time, Hours
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Rate Measurements: An Old Topic
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Time, Hours
00.10.20.30.40.50.60.70.80.91
1.1
Co
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ntr
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Figure 3.1 Wilhelmy’s [1850] measurements of the changes in sucrose concentration in grape juice after acid is added.
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Many Methods To Do Measurements
Techniques include: conventional, stopped flow, temperature jump…
Differ via time scale of reaction Need to mix reactants and initiate
reaction before reaction is done Different techniques used for fast
reactions than slow ones
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Batch Methods To Measure Reaction Rates
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Conventional 1) Mix reactants together in a batch reactor
2) Measure concentration versus time
10 sec or more
Stopped flow 1) Set of continuous-flow systems where reactants are fed into the reactor, and flow out again so quickly that there is negligible reaction
2) Stop the flow so that the reactants can react
3) Measure conversion versus time
10-1 sec or more
Temperature jump
1) Mix reactants at such a low temperature that the reaction rate is negligible
2) Use CO2 laser to suddenly heat reactants
3) Measure concentration vs time
10-6 sec or more
Table 3.1
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Batch Methods Continued
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Shock tube 1) Put 10-1 atm of one reactant and 10 atm of helium on one side of a diaphragm
2) Put 10-3 atm of the other reactant on the other side of the diaphragm
3) Suddenly break the diaphragm so that the gas flows from the high-pressure side to the low-pressure side
4) Measure the reactant concentration vs time
10-3 to 10-5 sec
Flash photolysis
1) Put the reactants into a vessel under conditions where reaction is negligible
2) Pulse a laser or flash lamp to start reaction
3) Measure the reactant concentration vs time
10-9 to 10-1 sec
NMR 1) Initiate a change with a magnetic pulse
2) Measure the decay of spins with the NMR
10-2 to 10-9 sec
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Flow Methods To Measure Reaction Rates
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Conventional flow system
1) Continuously feed reactants into a reactor – CSTR or plug flow
2) Measure the steady state reaction rate
10-3 sec or more
Molecular beam 1) Direct beams of reactants toward each other in a vacuum system
2) Measure the steady state reaction rate
10-13 to 10-9 sec
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How Do You Decide What Experimental Method To
Use?
Key Issues:• Direct method or indirect method• Can measurement be done on an
appropriate time scale?
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Direct vs Indirect Methods
Recall – rate equation is the rate as a function of the concentrations
• Direct method - any method where you actually measure the rate as a function of concentration
• Indirect method - a method where you measure some other property (i.e. concentration vs time) and infer a rate equation.
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Example: Consider Arsine Doping Of Silicon
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To Pump
Feed
SiliconWafers
Holder(boat)
3-zone ovenPressure Gauge
Door(Loadlock)
Figure 3.6 A typical arsine decomposition reactor.
2AsH 2As 3H3 2
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Direct Measurement
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P = P eAsH AsH0 k t
3 31
ExhaustFeed
Wafer
Microbalance
HeatLamp
Figure 3.7 A possible apparatus to examine the decomposition of arsine (AsH3) on silicon.
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Indirect Measurement
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0 5 10 15 20 25 30 3510
100
Time, Hours
Pre
ssur
e, x
2, to
rr
Figure 3.8 Typical batch data for reaction(3.7). Data of Tamaru[1955].
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A Comparison Of The Advantages And Disadvantages Of Direct And Indirect
Methods
Direct Method Advantages
• Get rate equation directly• Easy to fit data to a rate law• High confidence on final rate
equation
Disadvantages• Difficult experiment• Need many runs• Not suitable for very fast or
very slow reactions
Indirect MethodDisadvantages
• Must infer rate equation• Hard to analyze rate data• Low confidence on final
rate equation
Advantages• Easier experiment• Can do a few runs and
get important information• Suitable for all reactions
including very fast or very slow ones
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Other Notation
Direct method• differential method• differential reactor
Indirect method• integral method
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Initial Rate Method
Start with multiple parallel reactors Fill each with a different
concentration Let reaction go & measure
conversion vs time Get rate from slope extrapolated to
zero
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Next: Start Analysis Of Data From Indirect Reactors:
Which is easier to analyze?• Direct method (rate vs concentration• Indirect method (concentration vs
time)
Direct is easier to analyze.
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Analysis Of Data From A Differential Reactor
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0.020
0.100
10 100
Oxygen Pressure (Torr)
Etc
h R
ate
(mic
rons
/min
)
Metallic Color
Oxide Color
Slope = 0.5
0.030
0.040
0.050
0.060
0.080
0.010
General method – least squares with rate vs time data
Figure 3.10 The rate of copper etching as a function of the oxygen concentration. Data of Steger and Masel [1998].
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Next: Multiple Variable Analysis
Rates of reaction usually strongly effected by many variables Temperature: concentration,
solvents, inpurities, catalysts, …… So far only consider one
variable: Concentration
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Example: Develop A Rate Equation For The Growth Of
Grass
Variables• Sunlight• Rain• Amount of grass seed• Number of birds and insects• Fertilizer• Soil type• Soil bacteria
How do we proceed to measure a rate?
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Usual Technique: Initial Rate Method
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•Start with multiple parallel reactors•Fill each with a different concentration•Let reaction go & measure conversion vs time•Get rate from slope extrapolated to zero
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If We Have Several Variables, What Do We
Measure?General approach Take some preliminary data to
determine what variables are important Usually requires multiple iterations
Take more detailed measurements on the variables that are most important
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Design Of Experiments To Determine Which Variables Are Important
2n designs Pick two values of each of the
variables Look at two possibilities for each
variable Do experiments for all combinations Do analysis to decide which
variables are important
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Example: How Does Temperature And Concentration Affect Selectivity Of A
Reaction Pick two values of each variable
Temperature + = higher temperatureTemperature - = lower temperatureConcentration + = higher concentrationConcentration - = lower concentration
Look at all possibilities
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Table of All Possibilities
Run # T C Result
1 + + 30%
2 + - 40%
3 - + 60%
4 - - 50%
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How Do We Analyze The Data?
Look at the deviation from the mean Calculate row averages
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For Our Example, Mean=45%
Run # T C Deviation
1 + + -15%
2 + - -5%
3 - + +15%
4 - - +5%
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Calculate Row Averages
Run # T C Deviation
1 + + -15%
2 + - -5%
3 - + +15%
4 - - +5%
=+(-15%) +(-
5%) -(+15%)-(+5%)=-40%
=+(-15%) -(-5%)
+(+15%)-(+5%)=0%
+5%
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First Conclusion
Want temperature to be low Cannot tell about concentration
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Calculate Row Averages
Run # T C Deviation
1 + + -15%
2 + - -5%
3 - + +15%
4 - - +5%
=+(-15%) +(-
5%) -(+15%)-(+5%)=-40%
=+(-15%) -(-5%)
+(+15%)-(+5%)=0%
+5%
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Is It True That We Do Not Care About Concentration?
Run # T C Deviation
1 + + -15%
2 + - -5%
3 - + +15%
4 - - +5%
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Answer no: If the temperature is low, can improve conversion by keeping the concentration high – it is just that the opposite effect occurs when the temperature is high
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Lets Examine The Effect Of TC (Simultaneous Variation
of T+C)
Run # T C TC Deviation
1 + + + -15%
2 + - - -5%
3 - + - +15%
4 - - + +5%
-40% 0 -20 +5%
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Want T – and TC -
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Can Extend Process To Several Variables
Run A B C D1 + + + +2 + + + -3 + + - +4 + + - -5 + - + +6 + - + -7 + - - +8 + - - -9 - + + +
10 - + + -11 - + - +12 - + - -13 - - + +14 - - + -15 - - - +16 - - - -
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Gives too many runs
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Software To Help
Concept: we usually want to fit the data to a simple function:
Response=C1+C2A+C3B+…
Only need enough runs to fit constants accurately
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Echip Software Example
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Software Setup
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Number of Runs Substantially Reduced
4 variables, 4 values with 3 replicates gives (4)4 + 3*4 = 268 runs
Echip achieves almost the same accuracy with 23 runs!
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Summary
Single variables use ANOVA to check models
Multivariable problems Use design of experiments to see which
variables are important (2n) designs Software can simplify runs Use variances to fit models (automatic
in software)
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Class Question
What did you learn new today?
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