258
S.K. Wilkinson et al. / Journal of Catalysis 299 (2013) 249–260
Table 5
steady-state kinetic modelling approach. An evolution of active
sites for different reaction pathways can be investigated, and this
can be linked back to fundamental mechanisms. For example, the
almost identical evolution of both n-butane oxidation pathways,
suggesting both reactions occur at the same active surface, would
be simply missed in a steady-state investigation.
First-order activity–time model parameters for each reaction pathway.
Reaction
aQSS (–)
w
(hꢃ1
)
R2
n-Butane ? MA
n-Butane ? COx
MA ? COx
0.75 0.02
0.75 0.02
0.28 0.02
0.41 0.09
0.41 0.09
0.75 0.07
0.99
0.99
0.99
5.2. Critically assess impact of activation and conditioning periods
was used to scrutinise this model. Jacobean norm analysis (see Sup-
plementary information) revealed that the parameters for the n-
w
In this work, the systematic investigation of a pre-activated VPO
catalyst under n-butane/air reaction conditions has allowed cata-
lyst conditioning effects to be understood. During conditioning, it
is seen that a pre-activated VPO catalyst undergoes a subtle surface
rearrangement which impacts on the activity of three reaction
pathways. The loss of catalyst activity is largely temperature and
concentration gradient independent. Meanwhile, the catalyst bulk
remains largely unchanged in structure during the key periods of
performance evolution. This suggests that the catalyst surface
developed during prior activation is critical to the catalyst’s even-
tual QSS performance. The catalyst bulk should not be ignored
however as the phases developed within it during activation, and
their degree of crystallinity may provide indications of the nature
of the surface developed.
butane ? MA and n-butane ? COx pathways had a relatively low
influence on the quality of fit compared to the aQSS parameters. Fur-
thermore, the fitted aQSS values for both the aforementioned path-
ways were found to be the same, within their 95% confidence
intervals. As a result, both
w and aQSS values for both n-butane oxi-
dation pathways were equated, reducing the parameters in the
model to 4. Use of the global F-test, which considers the statistical
significance of parameter reduction (within 95% confidence),
showed this to be an acceptable move. The MA ? COx pathway is
distinct from the n-butane oxidation pathways exhibiting higher
w
and lower aQSS values than the latter. Both parameters in the
MA ? COx pathway are have similar norm of the Jacobean matrix
values, showing that both are significant to the model fit and cannot
be reduced further, unlike the n-butane pathways.
Returning to previous literature investigations of ex situ acti-
vated catalysts [11–13], each study used a different activation
method and ended up with different QSS performance levels. In
each case, however, the catalyst bulk chiefly comprised (VO)2P2O7
at QSS performance after many hours on stream, as was found in
this study. This suggests that (VO)2P2O7 is a key component of
QSS performance but not necessarily a marker of an effective work-
ing catalyst surface. This confirms some of the findings in [4].
Modelling results are shown 0069n Table 5 and graphically rep-
resented in Fig. 11. The fitting process for each reaction yielded a
high quality of fit (R2 > 0.99) and small 95% confidence intervals
for the fitting parameters. From the parameter reduction process,
the active site evolution network is reduced to two pathways,
one for n-butane oxidation and the other for MA oxidation. The val-
ues of
w suggest that activity evolution of the MA ? COx pathway
is the fastest, whilst the n-butane oxidation pathway evolves more
slowly.
A comprehensive kinetic and activity model fit across the data
set shows that the evolution of active sites for each reaction path-
way on the VPO catalyst is insensitive to both temperature and ax-
ial concentration gradients during the conditioning period (i.e. aQSS
5.3. Insight into reaction mechanisms
Evolution of active sites, summarised in Fig. 11, provides new
insight into the nature of the working surface of a VPO catalyst.
Both n-butane ? MA and n-butane ? COx pathways decline at
the same rate and to the same extent suggesting that they are asso-
ciated with the same active site; meanwhile, the MA ? COx path-
way declines faster and more sharply suggesting it is associated
with a different active site. This two-site model differs in basis to
the one proposed by Schuurman and Gleaves [17], which proposed
that n-butane oxidation occurs at either a low Ea (V5+ dominated)
or high Ea (V4+ dominated) site. Interestingly, the apparent Ea drift
which was observed in transient operation in a differential TAP
reactor is echoed in the 1st sector apparent Ea observations in this
work. This work, however, considered the full profile of an integral
mode reactor allowing clearer observations of an MA oxidation
route to be made and fitted to a triangular kinetic model.
and
w do not change as a function of process conditions). Hence, a
VPO catalyst conditioned at 350 °C under 2% n-butane/air reactor
inlet conditions will lose the same proportion of active sites at
the same rate as a VPO conditioned at 410 °C. This supports the
observations made in differential mode operation.
5. Discussion
In the spirit of the introduction, the findings are discussed with
reference to the current barriers in furthering understanding of the
effect of activation and conditioning methods on the structure and
intrinsic performance of solid catalysts, with a focus on VPO for
this model study:
Direct comparison with works which utilise separate oxidation
and reduction steps can also be afforded. In Lorences et al. [21], a
three site model is proposed: two different V5+ sites for n-buta-
ne ? MA and MA ? COx, respectively, and a VC4 site, a carbon me-
tal complex which interacts with gas-phase oxygen to form COx. In
the current work, activity–time models observe a 25% loss in n-bu-
tane oxidation sites and 75% loss in MA oxidation sites between
t = 0 h and QSS operation. In [21], pre-exponentials for the n-buta-
ne ? MA and n-butane ? COx pathways decline by 64% and 62%,
respectively, between transient and QSS observations, whilst
MA ? COx is more significant (85% loss). Whilst the active site ba-
sis of the current work is different, as well as the mode of reactor
operation, common ground can be drawn between the nature of
site evolution for each reaction pathway, even though in [21], the
extent of active site loss is greater.
5.1. Methodology development
Whilst previous work using TAP reactors [17] and TEOM setups
[18,19] has provided good insight into transient behaviour of VPO
catalysts under differential conditions, there was a clear gap in the
understanding of integral reactors displaying transient behaviour.
The parallel difference test has demonstrated itself as an effective
methodology for recording a full performance history of a VPO cat-
alyst during conditioning, providing a wealth of data for kinetic
modelling purposes. Extra investigations, such as restoring initial
n-butane conversion after a set time on stream in a parallel differ-
ence test, provides many insights into the drivers behind the per-
formance evolution of the VPO catalyst.
Investigating transient kinetics of a VPO catalyst during condi-
tioning has shown considerable advantages over the traditional
A number of density functional theory (DFT) works have dis-
cussed the importance of surface morphology and adsorbate con-