Title: The TemperatureScanning PlugFlow Reactor
1The Temperature-ScanningPlug-Flow Reactor
2Kinetic measurements the way you alwayswanted
them - FAST and EASY
All of us who study reaction mechanisms using
kinetics, all who test and evaluate catalysts,
who need reliable rate expressions for reactor
design or simulation, know how tedious and
expensive it is to gather the necessary rate
data. Well, here is the solution to these
problems!
3A New Kinetics Instrument
The Temperature Scanning Reactor A TSR is not
simply a laboratory reactor, it is a kinetics
instrument, capable of establishing the rate
parameters of a rate expression after less than a
working days operation - temperature
coefficients and all - for any candidate rate
model you may wish to propose.
4Why do Kinetic Studies ?
- Kinetic studies are essential to the
understanding of reactions. They yield an
appropriate reaction rate expression. If we know
the rate expression, we can - Design better catalyst formulations
- Draw inferences on the mechanism of the reaction
- Quantify the rate of reaction for process
simulation - Improve reactor control and design
- Look for optimum reaction conditions
5Purpose of the TS-PFR
- The TS-PFR can be used to obtain overall
reaction rates, under non-steady-state
conditions, at commercially important
temperatures and pressures. In much less time
than by conventional means, we are able to
determine - Reaction rates.
- Reaction rate coefficients.
- Temperature dependence of rate coefficients.
6Catalytic Reaction Rates
- Gas-phase catalytic reaction rates are usually
measured in - isothermal, or, less commonly,
- adiabatic, plug-flow reactors.
-
- These two thermal regimes are difficult to
implement experimentally, especially for highly
exo/endothermic reactions.
7Catalytic Reaction Rates
- With the introduction of the TS-PFR, we no
longer need to operate under idealized and
hard-to-implement thermal conditions. - By operating in conformity with certain boundary
conditions, the TS-PFR can determine an
arbitrarily large number of reaction rates in one
(say, 8-hour) TSR experiment, without waiting
for steady state to be established.
8Mode of Operation of the TS-PFR
- To do a TSR RUN in the TS-PFR one must
- 1. Load the reactor with catalyst.
- 2. Establish a feed rate at an initial feed
temperature. - 3. Ramp the temperature of the feed at a selected
rate. - 4. Measure the output composition and
temperature. - 5. Terminate the ramp after a pre-selected time.
- One TSR EXPERIMENT requires steps 2 to 5 to be
repeated using exactly the same ramping procedure
at a number of feed rates.
9Mode of Operation of the TS-PFR
- It is important to realize that the data
obtained by performing steps 1 to 5 only once
i.e., doing just one TSR run, does not lead to
interpretable results. - The TS algorithms must be applied to several
such rampings, done under appropriate boundary
conditions. Only data from such a TSR
experiment will allow the extraction of valid
reaction rates. - The rates obtained in this way are the same
rates one would obtain from conventional
isothermal experiments.
10Boundary Conditions
- The boundary conditions which must be obeyed are
simple to implement - 1. Exactly the same ramping sequence must be
used in each run of a TS-PFR experiment - 2. The reactor must be of uniform effectiveness
along its length - 3. Each run must begin with the reactor at the
same condition throughout the bed (e.g., at
steady state for the initial conditions) - 4. The temperature of the surroundings with
which the reactor exchanges heat must be
controlled in the same manner from run to run
11Hardware - General
- The TS-PFR consists of
- Reactor Module Ì Analysis Module
12Hardware
- The ANALYSIS MODULE may consist of a Quadrupole
Mass Spectrometer, or any suitable analytical
instrument. - The REACTOR MODULE contains hardware, such as
flowmeters, pressure transducers, the reactor and
its oven, etc.
13Software - Reactor Control
- The REACTOR MODULE is controlled by SERs
CONTROL SOFTWARE, programmed for a Windows
environment.
14Software - Reactor Control
- The CONTROL SOFTWARE presents tabs. For
example, the temperature ramping tab requests
specifications for each run - the feed rate
- temperature ramping rate
- initial temperature
- final temperature.
15Software - Reactor Control
- The CONTROL SOFTWARE displays, in real-time, the
measured values of - temperatures.
- effluent composition.
- These values are presented on strip charts, and
logged to disk.
16Software - Analysis
- The ANALYSIS SOFTWARE controls the Mass
Spectrometer, deconvolutes the gas composition,
and sends the results to the CONTROL SOFTWARE. - Up to sixteen individual components can be
tracked in the reactor output stream.
17Software - Interpretation
- The raw data collected from the complete TSR
experiment are collated and sent to the TS rate
extraction program. There, rates are extracted at
selected conditions and used to form X -T- r
triplets. - This kinetic data is then downloaded to a
spreadsheet where the proposed rate expressions, - r f(X,T),
- can be fitted to the data.
18Software - Interpretation
- If the rate expression is known, the spreadsheet
solver is used to evaluate the rate parameters
using the extracted X -T- r triplets of the
kinetic data set, the known rate expression, and
statistical tools. -
- If the rate expression is not known, the kinetic
data set is made available for fitting to
candidate rate expressions. The success of the
fit is judged on the basis of the statistics
supplied by the solver, and by other tests
appropriate to the system.
19TSR Simulation
- SER has developed a Temperature-Scanning Reactor
Simulator, capable of simulating a batch (TS-BR),
CSTR (TS-CSTR) and plug-flow (TS-PFR) reactor
operating under temperature-scanning modes. All
physical aspects are taken into account i.e.,
reactor materials, all heat transfer processes
within the reactor system, heat of reaction, etc.
- Important note there are no restrictions placed
on heat transfer in the operation of a TS-PFR.
We can simulate this point in detail and observe
the effect on the reaction rates as they are
extracted by the TS-PFR algorithms.
20Simulation - Heat Transfer Constants
- In the differential equations describing the
behaviour of each of the TS reactors, there are
constants (ki) in the heat balance equations
which are calculated as functions of the real
physical properties of the materials envisioned
for the components of the simulated reactor. - In a similar vein, all other physical aspects of
the reactor system, such as mass of materials,
pressure drop, etc. are included in the
simulation using realistic values from
established correlations.
21Simulation - Rate Equation
- For simulation purposes, a generic
Langmuir-Hinshelwood gas-solid catalytic reaction
rate, with adsorption terms for both products and
reactants, was used to model the kinetics. Each
rate parameter was assumed to follow the
Arrhenius temperature behaviour
22Simulation
- The following data is from such a simulation.
This allows us to examine a wider range of
conditions than are approachable in any one
reaction system. -
- In this way we examine, in one unified picture,
the many phenomena which can arise in all
systems, but all of which rarely arise at
approachable conditions in any one system.
23Simulation - Conversion
- By simulating a TS-PFR, including all heat
transfer effects, and using the
Langmuir-Hinshelwood kinetics, conversion as a
function of clock-time was calculated, and is
shown below.
24Conversion
- The raw data shows increasing conversion at each
constant space velocity as clock time, and
therefore feed temperature, increases. The lower
the space velocity, the longer the space time,
and hence conversion increases more quickly at
low space velocities (i.e. long space times). -
- Notice the data is obtained in a continuous
fashion. This will allow us to remove error (we
will call it noise) using sophisticated
mathematical routines called filters.
25Simulation - Outlet Temperature
- The corresponding reactor output temperature as
a function of clock-time is also calculated.
Notice that the exothermicity of the reaction
causes the output temperature to differ from the
input temperature, which followed the upper curve
in each case.
26Simulation - Outlet Temperature
- The reactor output temperature is a function of
clock-time due to - a) the temperature ramping, and
- b) the exothermicity of the model reaction.
-
- The output temperature will differ from reaction
to reaction and confirms the non-ideality of the
reactor. -
- The theory of TSR operation describes how this
non-ideality can be removed so that correct
reaction rates can be calculated from TSR data.
27Simulation - Re-mapping
- By taking X and T points at the same space and
clock times, we can re-map the data from the
last two slides onto the reaction phase plane, X
vs T
28Re-mapping
- It is in this plane that the presence of
non-kinetic influences is detected. Catalyst
aging, diffusion effects and any such distorting
influences are readily discovered by this
re-mapping of the raw data. In most cases these
effects can be quantified by pursuing an
appropriate experimental program. -
- The essence of data treatment and of the
understanding made available by TSR
experimentation lies in such re-mappings of the
data collected.
29Simulation 3D - mapping
After just ten runs the experimental data
presents enough information to delineate a smooth
(T, t, X) surface allowing for accurate
interpolation.
303D - mapping
The curves on the X,T plane are contour lines
from this three dimensional surface. With ten
curves or so there is usually enough data to
delineate the full (T, t, X) surface. This
is the source of the unlimited data available
from a TSR the data are obtained in continuous
fashion allowing sophisticated two-dimensional
filters to construct a smooth surface. The
smooth surface in turn allows any point within
its confines to be accessed.
31Surveying the Reaction Surface
- We now see that there exists a reaction
surface which we survey using a chemical
reactor. In the case of an isothermal PFR, one
can measure any point on this surface, but in the
case of a TS-PFR one must follow prescribed
traverses which restricted movement during the
survey.
32Surveying the Reaction Surfaceby Isothermal
Operation
- The conventional isothermal method of surveying
involves taking a small set of readings, at
isolated points, along a few isothermal
traverses. Each of these data points represents
an independent measurement, with its own error. -
- In conventional studies the 10 to 20 points
collected in this way are used to estimate the
shape of this surface and then to fit a rate
equation which reproduces this shape.
33Surveying the Reaction SurfaceThe TSR Operation
- In contrast, the operation of a TS-PFR is like
an extensive satellite survey of the reaction
surface. - The TS-PFR does this by taking numerous
prescribed traverses over the surface.
34Conversion Vs. Residence Time
- On this surface, TSR theory allows us to
identify the Operating Lines for this reactor.
Some operating lines are shown below, and are the
directions on the surface that yield the correct
rates of reaction.
35Conversion Vs. Residence Time
- By identifying traverses along the Operating
Lines for this surface, we can construct the
correct plots of X vs t. From this data we
evaluate the reaction rates - r dX/d?t
36Extraction of Rates
- To collect the set of (X -T - r) triplets
required for fitting to a rate expression we must
therefore - spline the discrete X-t data using a suitable
spline function. - evaluate dX/dt at the desired values of X and t.
- read the outlet temperature at the corresponding
X and t from the (T, X)t curves.
37The Triplets
- In this way we form the (X,T,r) triplets
necessary for the fitting of a rate expression.
Each - (X - T - r )
- triplet collected in this way contains all the
values necessary to fit a rate expression. We can
collect an arbitrarily large number of such
triplets from each experiment. With these we can
proceed to search for the appropriate rate
expression, to establish its rate parameters, or
to examine its behaviour visually.
38The Rate Surface
Now we can construct many new plots, such as
that of r vs X at various space times. Clearly
this is the same data as that discussed before
but seen in a different projection. Much of the
data processing in TS operations consists of such
re-mappings.
39Outlet Temperature
- Alternatively, we can plot the values of reactor
outlet temperature observed at various
conversions and space times, and so on
40Re-Mappings
- In fact, each data point has associated with it
the dimensions of - Conversion
- Inlet Temperature
- Outlet Temperature
- Space Time
- Clock Time
- Reaction Rate
- We can therefore examine TSR data in a large
variety of 2D and 3D presentations.
41The Rich Harvest of Rates
- As many of the (X -T - r) triplets as we may
wish to have are made available by the procedure
of defining a smooth surface using the dense mesh
of raw experimental data. - We now proceed to sieve out appropriate sets
of data for model-fitting, or any other purpose. - For example, we could select sets of isothermal
(constant T) or sets of isokinetic (constant r)
X-T-r data.
42Isokinetic Rates
- Here we show isokinetic rates, extracted by
these procedures from the TSR data. These rates
are shown overlaid on the corresponding constant
rate curves generated by the kinetic expression.
The fit is good.
43Isothermal Rates
Similarly, unlimited sets of rates, at various
constant temperatures, can be extracted from the
same data. These rates are used for the fitting
of isothermal forms of the rate equation.
44 Accessible Region
- Many more rates can be extracted in this way.
The grayed-out area on this graph depicts the
area of the reaction phase plane which we have
investigated by the TSR experiment and from
which we can now extract any reaction rate we
wish.
45Range of Accessibility
- The grayed-out area presents all the data that
can be obtained using this PFR. - The lower bound is defined by a run at a space
velocity which causes maximum tolerable pressure
drop through the catalyst bed. - The upper bound is at a space velocity which is
at a Reynolds number on the brink of transition
to laminar flow. - Between these two limits lies all of the
performance space accessible to this plug flow
reactor, for this reaction, regardless of the
mode of operation.
46CO Oxidation
- Experimental results, using the real TS-PFR
described previously, were gathered in a study of
the catalytic oxidation of carbon monoxide,
performed on a proprietary automotive catalyst. - The raw data and results are presented in the
following slides.
47CO Oxidation - Results
- Shown here are experimental curves for the
oxidation of CO as a function of clock time at
various flow-rates. Note the similarity of this
data to a truncated section of the simulated
curves shown earlier.
48CO Oxidation - Results
- The measured outlet temperature is shown as a
function of clock time. In this case heat
transfer was such that the outlet temperature
tracked the inlet temperature fairly closely for
most of the ramp i.e. the reactor was isothermal
up to high conversions.
49CO Oxidation - Results
- As previously described, by re-mapping the data
we can produce the X vs T curves in the reaction
phase plane, as shown below.
50CO Oxidation - Interpretation
The experimental conversion vs. space time data
must be smoothed, or filtered, in order to
extract rates successfully, since numerical
derivatives of dX/dt will have to be calculated.
The taking of point to point differentials from
noisy data amplifies the noise present in the
original data and will distort the
interpretation. Within the TSR interpretation
software, several data-filtering techniques have
been made available. Many more filters are
available in the literature.
51Filtering
- The many mathematical filters available are
designed to deal with specific types of noise,
each has special merit in particular
circumstances - FFT smoothing in the frequency domain
- Savitsky-Golay filtering and
- 2-Dimensional surface smoothing using
- least - squares splines.
- Are available in the TSR software. Once the data
have been properly filtered, the interpretation
techniques described earlier can be applied.
52CO Oxidation un-Filtered Surface
- The un-filtered surface is wrinkled, and slopes
taken off this surface will produce very
scattered rates.
53CO Oxidation The Filtered Surface
- The filtered surface is smooth, though its
underlying shape has been preserved. Slopes taken
off this surface will produce consistent rates
which will in turn generate a smooth rate surface.
54CO Oxidation The Kinetic Surface
- Once the filtering is done, the (X,T,r) surface
is smooth. Notice that the surface in this case
is largely featureless. This is often the reason
for the difficulty in finding a unique rate
expression. Many rate equations can approximate
such a surface.
55CO Oxidation The Rate Fitting
- Although this particular kinetic surface is
featureless, it is still generated by a unique
rate expression. - In order to identify this expression we need to
have as much of the surface surveyed as possible,
and it must be as smooth as possible. - These are the reasons why the TSR produces
results which are greatly superior to those
obtained by traditional isothermal
experimentation. - The TSR produces much more data
- The data can be smoothed in a rational way.
56CO Oxidation The Rate
- In this case it was possible to identify the
dissociative model of oxygen adsorption as the
one whose rate expression gives the best fit to
the data.
57CO Oxidation The Rate
- This model contains six Arrhenius parameters, as
well as the two exponents defining the adsorption
regimes for oxygen and carbon monoxide. -
- Parameter Value
-
- Ar atm s-1 1.443?1016
- Er J/mol 1.462?105
-
- ACO atm-1 6.832?101
- ?HCO J mol-1 -7.495?103
-
- AO2 atm-1 1.991?10-6
- ?HO2 J mol-1 -8.299?104
58CO Oxidation The Goodness-of-Fit
- One way of evaluating the goodness-of-fit is to
look at the parity plot between calculated and
experimental rates. The fit is clearly excellent.
59How Robust is this Procedure ?
- If we obey the boundary conditions, then
- heat transfer between system components
- ramping rates
- pressure drop, and
- the absence of a thermal steady state
- will not affect the TS algorithm.
- We will always extract the correct reaction
rates.
60Conclusions - What are the Benefits ?
- Compared to a conventional reactor operating at
isothermal conditions, an automated TS-PFR gives - a very large number of filtered reaction rates,
- in a very short time.
- As a consequence, data are easier and cheaper
to acquire. One need no longer be satisfied with
the limited information available at a standard
test condition.
61The Temperature-Scanning Plug-Flow Reactor