visiovis technical progresses problems and suggestions...
TRANSCRIPT
Antonella ESPOSITO 248
Chapter V
VISIOVIS TECHNICAL PROGRESSES
Problems and suggestions for further amelioration
In the previous chapter we presented Visiovis – a visualization tool thoroughly
designed, assembled and developed in our laboratories to monitor, model and optimize
polymer melt processing in screw/barrel systems. Lately, we intended adapt such a tool
to monitor mixing during compounding of molten polymers with inorganic fillers –
namely, to monitor polymer-clay nanocomposite processing. We have amply stressed
how real-time monitoring techniques would facilitate the work of materials engineers –
since in situ characterizations are generally less time-consumptive, less labor-intensive
and more cost-efficient than ex situ characterizations. Nonetheless, the intensive work
required to conceive, develop, test and then validate any new characterization technique
shouldn’t be underestimated. Sometimes, the way which leads to the set up of a new
VISIOVIS TECHNICAL PROGRESSES Problems and suggestions for further amelioration
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characterization method isn’t exactly a highway, but does rather look like a tortuous
path which requires the collaboration of several experts from different domains and,
manifestly, more than a few years of hard and meticulous working. From time to time, it
is required and may be useful to make a point about the progresses accomplished
(ameliorations or just simple evolutions) – which doesn’t exempt from recognizing any
possible mistake or identifying the limitations of the system in its actual configuration.
The main objective of this chapter is explicitly to make a point on the technical
progresses made during the last three years on Visiovis – giving an instant picture of the
actual situation but also some suggestions for further amelioration, whenever a problem
has been encountered.
V-1 MATERIALS
As previously underlined, real-time process monitoring often constrains to use
pilot equipments and model materials – in particular, when the objective is to visualize
the flows in geometrically-complex equipments, process engineers frequently have to
choose model fluids. As our purpose was to monitor polymer-clay melt processing, we
had to found both a model fluid and some model fillers having specific and suitable
optical properties (optical inertness for the fluid and optical activity for the fillers).
Model fluid. The choice of poly dimethylsiloxane (PDMS) as the model fluid
has been largely vindicated in Chapter IV. Indeed, the first reflex was of course to make
profit of the choices previously made by Moguedet and coworkers [1] and eventually
adapt them by taking into account the new requirements. This is the fundamental reason
why we chose PDMS: the same kind of fluid had been previously and successfully used
for Visiovis experiments. However, silicone oil with lower viscosity (10 Pa·s rather than
100 Pa·s) would have been easier to handle (that is to say, it could make it easier to fill
up and empty the screw/barrel system).
Nevertheless, whilst PDMS represented an acceptable compromise for Moguedet
and coworkers, it didn’t really fulfill all the additional requirements we needed to obtain
polymer-clay nanocomposite morphologies by melt compounding. We have previously
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PhD INSA de Lyon (2008) 250
called attention to some problems encountered during the preparation of masterbatches
(PDMS + photo-active lamellar fillers) for the calibration of Visiovis detection systems
(§ IV-2): the photo-active lamellar filler CNa+ 0.25CEC RhP couldn’t be visualized by
the CCD cameras, and the aspect of the mixture prepared with such filler was different
in comparison with the other mixtures (Figure IV-F18). We then evocated two possible
reasons for these evidences: (1) the chemical composition of the commercial clays used
to prepare the photo-functional complexes, and (2) the interactions of the photo-active
lamellar fillers with the silicone oil. As the first explication didn’t really persuade us,
we got more and more convinced that the problem is essentially related to the chemical
composition and molecular arrangement of the chosen PDMS fluid (Figure V-F1). To
confirm our suspicions, we carried out some rheological measurements, whose results
will be shown soon after (§ V-4.1). Meanwhile, we searched through the literature to
find out any similar observation reported about the interactions of PDMS and lamellar
mineral fillers.
Figure V-F1 Chemical formula of poly dimethylsiloxane (PDMS), the silicone oil we used as
the transparent, viscous model fluid for Visiovis experiments. The macromolecular backbone
consists of alternating Si and O atoms (contrarily to the majority of organic polymers, based on
C atoms) and the only accessible groups are methyl groups (–CH3).
Schmidt [2] and Paquien [3] dealt with filled polysiloxanes during their PhD
research work: the former synthesized, characterized and evaluated the properties of
polysiloxane/layered silicate nanocomposites, whereas the latter investigated mostly the
rheological properties and the filler dispersion of PDMS/silica slurries. Paquien et al.
[4] published soon after the results obtained by dynamic mechanical measurements and
TEM on fumed silica/PDMS suspensions and focused their work on: (1) the modulation
of the interactions between silica particles and PDMS through a controlled silylation of
filler surface; (2) the effect of the procedure used to graft the silanol groups on the silica
surface; (3) the effect of silica volume fraction on dispersion. They finally established a
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relation between the silica grafting ratio, the aggregate size and the rheological
properties of the suspensions. Indeed, it is well known that silica particles can establish
favorable interactions with polysiloxane macromolecular networks: Schaer et al. [5]
have even developed a model for the description of silica particles dispersion in silicone
polymers, taking into account the particle structure (porosity and density as a function
of size), the penetration of PDMS into the silica particles, the bound formation between
PDMS and accessible silanol sites, as well as the erosion of silica agglomerates – first in
intermediate fragments, then in aggregates of a few hundreds of nanometers. Some
works are also available about poly dimethylsiloxane reinforced by other fillers, e.g.
barium titanate particles [6] and mica flakes [7]. Recently, lamellar mineral fillers
(clays) have become quite popular also as a reinforcing agent of polysiloxane polymers,
coherently with the general trend registered about other carbon-based polymers (§ I-2).
Burnside and Giannelis [8] reported the first melt-processed layered silicate/poly
dimethylsiloxane nanocomposites synthesized by delamination of the silicate particles
in the PDMS matrix, followed by cross-linking. Afterwards, the number of works about
the synthesis and properties of silicone rubber/clays nanocomposites in the literature
noticeably augmented [9-18]. Wang and coworkers [19] openly proposed organic MMT
as a substitute for aerosilica in liquid silicone rubber systems. However, if compounding
lamellar mineral fillers to polysiloxane networks is nowadays interesting several
research groups, it is worthy highlighting that nobody has ever reported about a PDMS
matrix with the molecular structure of an inert silicone oil (Figure V-F1). Most of the
time clays (whether natural or organically-modified) are added to silanol-terminated
(hydroxyl-terminated) PDMS [8-10][17], vinyl-terminated PDMS [10][13], –NH2 and –
PEO terminated PDMS [17] and some other PDMS matrices containing at least one
reactive site in their repeating unit, for example SiCH3CH=CH2O [18]. The principal
objective is, apparently, to introduce the filler in the liquid precursor, disperse it, then
add the cross-linking agent (e.g. TEOS and/or tin 2-ethylhexanoate or whatever else)
and cure the rubber composite at room [8-10][12] or higher temperatures [13][18][19].
Contrarily to Burnside and Giannelis [8], clay intercalation is typically accomplished in
appropriate solutions [13][14] or with the addition of a dispersing aid, such as small
amounts of chloroform [9] or even distilled water [10] (only for PDMS–OH). Though,
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PhD INSA de Lyon (2008) 252
this strategy doesn’t always work as expected1. Moreover, even if probably performed,
the results of rheological measurements on such systems are rarely reported: the authors
rather perform mechanical tests [9][10][12][13][15][18][19] in order to evaluate the
performances of cured samples (as the main purpose is the reinforcement of the polymer
matrix), supported by XRD2, swelling tests, TGA, TEM and sometimes SEM, AFM,
permeability measurements, IR spectroscopy.
The control of the interactions between polymer macromolecules and the surface
of some filler is, in the case of polysiloxanes, more complex than in the case of common
carbon-based polymers. Several authors have faced the difficulty of pointing out which
are the factors influencing the extent of clay exfoliation in polymer composites (whether
the compatibility of clay modification with polymer chemistry, or the processing route
and parameters, or both of them, and in which proportion) [20-26]. Takeuchi and Cohen
[10] showed that the reinforcement in PDMS elastomers can be attributed to the
anchoring of the hydroxyl end-group of polymer chains to the silicate surface of the
fillers and that the mechanical properties of the obtained networks cannot be superseded
without further chemical modification of the system. They could enhance the properties
of their PDMS elastomers only if the networks were formed from the hydroxyl-
terminated precursor. LeBaron and Pinnavaia [12] confirmed that organoclay could
readily intercalate linear PDMS molecules terminated by hydroxyl groups, even though
they observed little or no intercalation with analogous molecules terminated by methyl
groups: this would mean that the interactions of terminal silanol groups with the internal
surface of clay galleries represent an essential step of swelling and intercalation
mechanisms of clays. Kaneko and Yoshida [18] recently highlighted that, hitherto, few
researchers have reported that different kinds of clay have different behaviors when
compounded to PDMS matrices. Even if they assure that exfoliation can be achieved in
high-molar-mass PDMS matrices without solvent assistance or high shearing, they also
admit that reinforcing PDMS rubbers by layered silicates is far more complicated than
1 Takeuchi and Cohen [10] observed that attempted network synthesis using just water as a dispersing aid,
whilst efficacious for hydroxyl-terminated PDMS, was unsuccessful for vinyl-terminated PDMS. In this
latter case, they rather added a buffer solution (pH=7) since the addition of water is suspected to prevent
the hydrosilylation cross-linking reaction from occurring. 2 Kaneko et al.[17], for instance, evaluated the morphology of silicone/clay slurries by SAXS and WAXS.
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reinforcing them by silica or carbon black, mostly because of their unique morphology
and interactions with the matrix. They observed that the main driving force for polymer
intercalation into clay galleries results from the enthalpic contribution generated by the
establishment of many favorable polymer-filler surface interactions and that, in the case
of PDMS networks, essentially depends on the insertion of terminal segments of PDMS
chains containing specific groups (e.g. Si(CH3)OH groups) into the interlayer spacing.
Such end-groups could effectively interact with the silanol sites present on clay platelet
surfaces (especially at the platelet edges, indeed) by hydrogen bonds. This is the reason
why some authors found that the addition of small amounts of water occasionally helps
clay exfoliation in PDMS–OH matrices [10]. However, in the majority of conventional
organoclays, most of the –OH polar sites aren’t anymore available after cation exchange
process: that’s the reason why Kaneko and Yoshida reported that clay agglomeration
was more evident in PDMS-organoclay composites than in the composites containing
unmodified clay. This observation contradicts somehow our reflections about PDMS
masterbatches containing CNa+ 0.25CEC RhP: at least theoretically, the masterbatches
containing the photo-active filler produced from natural clay should present a better
dispersion than all the other masterbatches prepared from C30B 0.25MC RhP, C10A
0.25MC RhP, C15A 0.25MC RhP. Indeed, rheological measurements (§ V-4.1) showed
no significant differences between the four photo-active lamellar fillers: none of the
masterbatches showed the typical behavior of a properly dispersed polymer-clay
nanocomposite (the principles of morphological characterization by rheology have been
reported in § I-2.2.1). PDMS-clay interactions are maybe more complex than expected.
The evidences discussed so far let presume that, in the case of polysiloxane-clay
composites, a simple compatibilization of the polymer and the filler particles based on
the degree of hydrophilicity/hydrophobicity of the compounded ingredients isn’t enough
to assure the formation of nanocomposite morphologies. This difficulty has been only
recently pointed out and, unluckily, represents the main limitation of our visualization
tool and the associated characterization techniques. The problem is that Visiovis in its
actual configuration (§ IV-1.3) isn’t compatible with reactive fluids, liquid precursors,
solvents used as dispersing aids, etc. because of the material used to fabricate the barrel
(PMMA) and, for the reasons evocated in the previous chapter, it cannot sustain high
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temperatures. As a result, a better choice of the model fluid would be possible only if a
PDMS containing different terminal or lateral groups could be synthesized, so that the
polymer chains could favorably interact with the photo-active lamellar filler but remain
inert with respect to the PMMA internal surface of Visiovis barrel. Actually, the quest
for such an ideal transparent fluid could be quite difficult, as Schmidt et al. [16] recently
published a paper about the origins of silicate dispersion in polysiloxane/layered nano-
composites and clearly showed that the factors influencing clay dispersion are numerous
and not always simple to control. They prepared polysiloxane composite samples from a
variety of matrices (with respect to both chemical functionality and molecular weight)
and lamellar mineral fillers (natural and synthetic, hydrophilic and hydrophobic) just to
determine the origins of silicate dispersion in a generic polysiloxane matrix. They found
that, in the case of organoclays, the presence of an appropriate number of long (C12-C18)
ammonium-bound alkyl chains is essential, as well as the presence of sufficient amounts
of polar functional groups. They also concluded that, generally speaking, an otherwise
incompatible polymer can be made compatible with a given filler by the inclusion of the
appropriate number of dispersion-enhancing functional groups either at the chain-ends
or elsewhere in the polymer. It is worthy to report the observation they made that, to the
date of their contribution (i.e. 2006), polymer-clay nanocomposites had generated over
a thousand publications, whilst only a handful dealt with polysiloxane. The publication
by Kaneko et al. [17] came out soon after (2007) and roughly confirmed Schmidt and
coworkers’ results. In particular, Kaneko and coll. reminded that, as previously found
by LeBaron and Pinnavaia [12], the comparison of PDMS–SiOH with PDMS–Si(CH3)3
showed that, with an equivalent molar mass and in the presence of the same organoclay,
the first matrix produced intercalation while the latter did not.
Photo-functional fillers. On the basis of the previous considerations, if a proper
functionalization of PDMS (modification of its terminal groups or synthesis of a novel
repeating unit containing dispersion-enhancing lateral groups) is obtained, as a result of
the experimental activity of the last three years four photo-active lamellar fillers are
nowadays available to perform visualization experiments by Visiovis: CNa+ 0.25CEC
RhP, C30B 0.25MC RhP, C10A 0.25MC RhP, C15A 0.25MC RhP. Any choice about
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both the procedure and the parameters used for clay photo-functionalization has been
amply discussed and vindicated in Chapter II, while the results of the characterizations
performed on the photo-functional inorganic-organic complexes have been reported and
interpreted in Chapter III.
If no good alternatives for the choice of the model fluid can be found (since the
requirements imposed to the polymer matrix are numerous and quite strict), another
possibility would be to purposely prepare a new class of photo-functional complexes –
eventually but not necessarily by cation exchange process – in which the photo-activity
would be once again assured by the RhP moieties inserted into clay galleries3, but the
chemical compatibility with the PDMS matrix would be guaranteed by a specifically
designed surfactant. This solution is inspired by the analogous problem encountered by
some researchers who wanted to obtain exfoliated PP-clay nanocomposites by melt
processing without making use of any dispersion-enhancing additives. Wang et al. [27],
for instance, observing that many research efforts had been focused on dispersing MMT
in PP (and that such efforts failed because of the absence of strong interactions between
clays and highly apolar polyolefins), proposed to overcome the hurdle of formulating
complex compounds by a compatibilization method which can be certainly generalized
to other systems: synthesizing ammonium-terminated polymer chains (belonging to the
same family but eventually shorter than those present in the polymer matrix) and using
them to perform cation exchange processing of clay mineral fillers. This idea has been
afterwards proposed by Schmidt [2] to obtain PDMS-modified clays by cation exchange
processing a MMT-Na+ with short ammonium-terminated PDMS chains resulting from
the acidification of a commercial amino-terminated PDMS. In such a situation – that is,
when the surfactant for clay modification is insoluble in most of the solvents capable of
swell clays – some other procedure for cation exchange processing must be used and the
choice of the experimental protocol can be long and labor-intensive: Schmidt developed
a melt exchange technique, but the work of Ma et al. [14] let also guess that some other
method can be found, for instance choosing a different solvent (or a mixture of solvents)
3 This condition must be assured because, if another fluorescent dye is selected, the lighting source should
be consequently changed.
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as the exchanging medium4. The same idea has been developed by Li et al. [15]: they
modified clay by siloxane surfactants and dispersed it into polymethylsilsesquioxane
(PMSQ) by solution intercalation. Afterwards, they compared the system with the same
matrix compounded with a commercial organoclay (Cloisite ® 15A). As a confirmation
of what previously reported, they concluded that organoclays modified by carbon-based
surfactants are not suitable to prepare PMSQ-clay nanocomposites.
If no good alternatives for the choice of the fluid or the photo-functionalization
of the lamellar mineral fillers are found, there’s yet one alternative: synthesizing photo-
active silica fillers. The photo-functionalization of silica particles could be envisaged
as: (1) a photo-functionalization ex situ, including a modification of the silica particles
right after their synthesis (and typically introducing the fluorescent cationic dye on their
external surface) or (2) a photo-functionalization in situ, viz. performed at the same time
of the synthesis (which could eventually be designed to obtain a core-shell morphology,
in which the silica shell would enclose a fluorescent RhP core). Ow and coll. [28], for
instance, recently described highly fluorescent and photo-stable core-shell nanoparticles
(size range 20-30 nm) obtained by a modified Stöber synthesis5, which are
monodisperse in solution and resulted 20 times brighter and more photo-stable than
their constituent fluorophore. They synthesized the particles for biological applications
(labeling of macromolecules for bioimaging experiments), but nothing lets imagine that
such a class of particles couldn’t be used for applications in the material field. However
it is obvious that, if we consider using photo-active core-shell silica particles (whether
the fluorophore encloses or is enclosed by silica) for Visiovis experiments, even tough
4 To be honest, during the last year of PhD research activity, we started performing some trials of cation
exchange process of Cloisite ® Na+
with a commercial low molecular weight NH2+-PDMS-NH2
+. We first
tried to reproduce the experimental protocol proposed by Schmidt [2] (melt cation exchange process) with
and without the fluorescent cationic dye but then, as we didn’t estimate this procedure sufficiently “clean”
for fluorescence applications (Schmidt assumed that the excesses of hydrochloric acid and/or surfactant
were negligible, but fluorescence doesn’t tolerate the presence of contaminants or excesses which could
affect absorption and emission), we rather started adapting the protocol set up in Chapter II to a surfactant
insoluble in water (such as the NH2+-PDMS-NH2
+ provided by Degussa). We tested the cation exchange
process protocol described in § II-2.4 with Cloisite ® Na+ and a proper amount of NH2
+-PDMS-NH2
+ in
toluene, with and without RhP: however, we won’t present any preliminary result here, since we haven’t
yet optimized the parameters of the protocol and we haven’t yet completed the required characterizations. 5 The Stöber synthesis of colloidal silica was first described in 1968 and is nowadays largely used to
obtain monodisperse nano- to micro-sized silica particles. Van Blaaderen et al. first reported the covalent
incorporation of organic fluorophores into Stöber colloidal silica and the synthesis of fluorescent silica
nanoparticles in the hundreds of nanometers size range [28].
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the interactions between PDMS and filler particles will be probably enhanced, the
information retrieved would be less rich than in the case of photo-active lamellar fillers.
We amply discussed about clay morphology and the differences between distributive
and dispersive mixing during polymer-clay compounding (Chapter I): we also proposed
an experimental protocol which, performed on Visiovis, could inform about distribution
(thanks to the CCD cameras and the image processing) and probably dispersion (thanks
to spectrofluorimetry) of photo-active clays in the transparent fluid modeling a molten
polymer. As the core-shell silica particles are spherical and would likely be stabilized
by the favorable interactions established with the matrix, only distributive mixing could
be visualized.
V-2 EQUIPMENT
Configuration. As described in Chapter IV, the actual configuration of Visiovis
is the result of some reasoned changes justified by:
the complex geometry of the screw/barrel system;
the selection of the area of interest (the volume of fluid comprised between
two adjacent screw flights, the internal surface of the barrel and the screw root surface);
the set up of a planar light source for fluorescence excitation (laser sheet);
the intrinsic difficulties associated to data acquisition and processing.
All these factors have equally contributed to the modification of configuration detailed
in Chapter IV. Some of them are strictly correlated to each other and interdependent. As
several critical problems have been encountered about the compatibility of the model
fluid with the photo-active lamellar fillers (§ V-1) and would need to be promptly fixed,
we believe that Visiovis configuration shouldn’t be considered as a main concern.
Light source. We mentioned that some of the factors which determined Visiovis
actual configuration are strictly correlated to each other and result interdependent: light
source is one of the constrained parameters. The first aspect limiting the choice of the
light source is, obviously, economic: powerful, monochromatic and perfectly collimated
laser sources can be quite expensive. In our case, the choice has been helped by the fact
that the cationic dye selected to perform clay photo-functionalization (Rhodamine 6G
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Perchlorate) is one of the most common fluorophores, well known by several groups of
researchers and regularly used by biologists (see § I-4): this consideration shouldn’t be
underestimated, as it obviously implies that the laser sources adapted for RhP excitation
(as well as the required filters to separate the emission from the excitation source) are
commercially available and (only) reasonably expensive. We’ve repeatedly stressed that
RhP represents an ideal probe to study heterogeneous systems thanks to the dependence
of its absorption and fluorescence emission on the properties of the matrix: therefore,
we suggest to persevere as long as possible with such fluorophore – a choice which will
be automatic in case the photo-active clays (whose photo-functionalization protocol has
been described and optimized in Chapter II, and whose characterizations are discussed
in Chapter III) will be used as they are, but which should be rather imposed if any other
solution is found (e.g. Stöber synthesis of core-shell colloidal silica particles, § V-I).
Barrel. The transparent PMMA barrel represents, undoubtedly, the main core of
Visiovis. Its transparency symbolizes the practical interest of process visualization and,
therefore, corresponds to the aspect which should be absolutely preserved. On the other
hand, the fact that the barrel is made of plastic have represented, since the beginning,
one of the most serious limitations of Visiovis (§ IV-1.1.2). Of course, the best solution
would be to find a material (probably a special glass) totally transparent and capable of
tolerating high temperatures and high radial pressures; in the absence of such an ideal
solution, we suggest to replace the actual barrel with another PMMA barrel having the
same internal surface (cylindrical) but a parallelepipedic external surface. This wouldn’t
fix the problems due to temperature and pressure, but at least would ameliorate the
optical quality of the visualization. Some accesses for real-time sampling would also
represent a valuable amelioration and would allow a further exploitation of the actual
screw/barrel system (see § V-4).
Screw. Far from being a problem, the screw profile rather offers a big margin of
modification. In Chapter I we stressed that the industry of plastic gradually developed
its own equipments and progressively multiplied the number of applications requiring
specific processing tools. Nowadays, the trend of the market concerning the processing
tools for the industry of plastic tremendously developed the relation supply-demand, to
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a point that the possible configurations of the same processing tool are as various as its
possible applications. Screw profiles are customizable – sometimes several units having
specific functions (mixing, homogenizing, etc.) can be composed to form a single screw
profile perfectly adapted to a specific application. In relation to the choice of the screw
profile, Visiovis doesn’t limit imagination – the only feature directly influenced by the
choice of the screw profile is the data acquisition and processing.
Feeding. We previously detailed the protocol for the experiments performed by
Visiovis and, in particular, we described the procedure used to inject the masterbatch
into the system: “the syringe is plunged vertically in the aperture and the injection is
rapidly achieved in the lowest accessible point” (§ IV-2). At the moment we performed
the experiments, we had no alternatives to inject the tracing masterbatch into Visiovis
screw/barrel system. Indeed, as reported by Cassagnau et al. [29]6 and confirmed by our
own experience, the feeding system may have a deep influence on the results of tracing
experiments: furthermore, the actual feeding system of Visiovis (Figure IV-F19) is far
from being practical and handy. The utilization of a syringe allowed us to perform
experiments and collect some early results – that’s surely a good point – however we
suggest, as a perspective easy to implement and probably rather inexpensive, to equip
Visiovis with a permanent, firmly positioned feeding system (eventually shaped as a
syringe) which should finally reduce any manipulation inaccuracy inevitably produced
by the operator and, thus, assure a better reproducibility of the observed phenomena.
V-3 PROCESSING OF THE ACQUIRED DATA
In Chapter IV we related Visiovis evolutions and its actual configuration, as well
as the possibilities of data acquisition and processing. We described both the categories
of experimental data provided by Visiovis (i.e. the images and the fluorescence spectra)
but we rather focused on the images, viz. we set up two methods for image processing:
6 Cassagnau et al. [29] developed a UV-fluorescence monitoring device to evaluate in situ the mixing
efficiency of an internal batch mixer (§ I-4). They observed that the fluorescence curves recorded by this
device strongly depended on the experimental conditions of injection of the tracer, thus they decided to
simply drop the tracer on the molten flow stream.
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the first based on the standard deviation of image luminosity (§ IV-3.1.1), the second
based on the Discrete Fourier Transform of textured images (§ IV-3.1.2). We justified
our choices and we validated the selected methods for image processing (in particular
the second one) by computer simulation (§ IV-3.1.3), nonetheless a direct and precise
correlation between observed and simulated phenomena has yet to be established7, and
the data acquisition and processing methods set up during the last three years represent
a tremendously interesting starting point. Moreover, if we take into consideration the
problems encountered with the model materials (in particular, the lack of compatibility
between the model fluid and the photo-active lamellar fillers prepared from commercial
clays), it is clear that Visiovis (and the described data collection and processing) has not
yet been completely exploited – one more reason to suggest looking for a more suitable
set of model fluid and photo-active fillers before changing Visiovis configuration8 or
searching for new methods for data processing. In addition, the choice of a set of model
materials more prone to clay intercalation and or exfoliation would finally allow to take
advantage of the complementary information provided by spectrofluorimetry.
V-4 INTERPRETATION AND VALIDATION OF THE RESULTS
The interpretation and validation of the results obtained by Visiovis is certainly
priority – if compared to any possible change of configuration, or to the quest of some
new method for data processing. After having introduced the aforementioned methods
for data processing (§ IV-3.1.1 and IV-3.1.2), we provided a preliminary validation of
the results obtained by such methods, as well as of their most probable interpretation (§
IV-3.1.3). Indeed, data processing and the interpretation of the ensuing results cannot be
considered complete without an accurate and systemic experimental validation, attained
by correlating Visiovis experimental results with the evidences provided by other (more
conventional) characterization techniques such as XRD, TEM and rheology (§ I-2.2.1).
We are absolutely aware of the importance of such validation and, actually, we planned
to perform it but, as previously stressed, the choice of methyl-terminated PDMS as the
7 We’ll come back on this topic in a following paragraph (§ V-4.2).
8 About this topic, please refer to § V-2.
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model fluid restricted considerably our prospects – directly (electron microscopy cannot
be performed on oils or uncured resins) or indirectly (the properties of the model fluid
aren’t specifically restraining with respect to XRD and rheology which, on the contrary,
contributed to the assessment of a visible lack of compatibility of the photo-active fillers
with the PDMS matrix). There’s no need to spell out that the best way to correlate
Visiovis results (in situ) with the information provided by traditional techniques (ex
situ) would be to perform a systemic real-time sampling of the compound evolving into
the screw/barrel system and characterize it by XRD, TEM and rheology. Manifestly,
real-time sampling represents something priority for Visiovis development, as well.
V-4.1 Real-time sampling
As explained when discussing about the calibration of Visiovis detection systems
(§ IV-1.2.4), we haven’t yet designed a practical and handy method to get some samples
of the compound evolving in the screw/barrel system – nonetheless, we acknowledge its
priority. For the moment, just to get a hint of the possible correlation between Visiovis
and the other conventional techniques for morphological characterization, we performed
some measurement tests on the masterbatches prepared for Visiovis experiments (§ IV-
2) in their initial state by XRD and rheology. We couldn’t even consider performing
electron microscopy on such masterbatches because, as previously reported, electron
microscopy imposes a few but strict conditions on the nature and physical aspect of the
samples (§ I-2.2.1). One of such conditions – probably the strictest for silicone oil – is
that the samples have to be observed in vacuum as the air molecules would significantly
scatter the electrons. Environmental electron microscopy could probably represent a
possible alternative to conventional (under high vacuum) electron microscopy (it allows
even hydrated samples to be viewed in low-pressure wet environments) but, unluckily,
we didn’t dispose of an environmental electron microscope during this PhD research
activity and, in any case, the characterization would have been surely not conventional.
Chapter V
PhD INSA de Lyon (2008) 262
XRD9. Schmidt et al. [16] pointed out that, because of the lack of X-ray contrast
(i.e. differences in electron density) between the silicone and the silicate (as compared
to layered silicate nanocomposites with carbon-based polymers), the XRD pathways of
PDMS-clay nanocomposites often present low intensities of the diffraction peaks and
low signal-to-noise ratios – which limits the use of XRD to materials containing at least
10% wt of clay, even if smaller amounts of clay are likely to produce better dispersion.
We definitely confirm the observations reported by Schmidt et al. [16]: indeed,
we performed XRD measurements on a number of masterbatches prepared with all the
available photo-active lamellar fillers, alone or with the corresponding pristine clays, by
different methods of compounding (manual stirring, mixing by a disperser TurboTest
Rayneri 33/300P, ultrasound probe) and with different clay contents (1%, 3%, 5% wt)…
whatever the clay content, whatever the nature of the filler, whatever the procedure used
for compounding, we got silent XRD pathways. Two examples of silent XRD pathways
are shown in Figure V-F2 (bold lines): they have been both obtained for a masterbatch
containing 0.25% wt of the photo-functional complex C30B 0.25MC RhP and 0.75% wt
of the pristine C30B (total amount of clay 1% wt). In particular, Figure V-F2 (a) shows
the pathways for the masterbatch obtained by manual stirring, whereas Figure V-F2 (b)
shows the pathways for the same masterbatch prepared by the disperser (20 min at 1000
rpm). Probably, we would have erroneously concluded that clay particles were perfectly
exfoliated into the polymer matrix (see considerations previously made about erroneous
interpretations of silent XRD pathways § I-2.2.1) if we didn’t dispose of the following
evidences – rather supporting the fact that clays were distributed into the PDMS, but no
dispersive mixing had occurred:
the masterbatches appeared initially (i.e. right after mixing) homogeneous, but
after some time started settling – meaning that a considerable amount of clay particles
remained agglomerated and, under the action of gravity, drifted down to the bottom of
9 The experimental protocol for XRD measurements is the same used for the photo-active lamellar fillers,
described in § II-3.1.
VISIOVIS TECHNICAL PROGRESSES Problems and suggestions for further amelioration
Antonella ESPOSITO 263
the pan, whereas a minor fraction of smaller clay particles10
appeared stably suspended
just because insensitive to gravity11
;
to confirm our conjecture, we centrifuged the aforementioned masterbatches
(5 min at 10000g, i.e. 15500 tr/min) in order to remove as much PDMS as possible, so
that the sediment (the sample) got enriched of silicate filler to the maximum extent. In
the case of the centrifuged samples (containing essentially the clay powder wetted by an
insignificant amount of PDMS) we got an XRD pathway showing a single low-intensity
peak roughly corresponding to the interlayer spacing of the dry filler (Figure V-F2, thin
lines). This evidence represents a further confirmation of the fact that methyl-terminated
PDMS may have some advantageous properties in terms of visualization (transparency,
inertness) but certainly isn’t a suitable fluid to model carbon-based molten polymers
compounded with clays.
Figure V-F2 XRD pathways of a masterbatch containing 0.25% wt of photo-functional
complex (C30B 0.25MC RhP) and 0.75% wt of the corresponding pristine clay (C30B),
before and after centrifugation (bold and thin lines, respectively). Two methods having
different compounding efficiencies are compared: (a) manual stirring and (b) mixing by a
disperser TurboTest Rayneri 33/300P (20 min at 1000 rpm).
10
Clay fillers can be characterized by more or less large size distributions. 11
We affirm that a minor fraction of smaller clay particles appeared stably suspended because, in spite of
decantation, the masterbatches kept their colored appearance and we never observed a clear separation of
colored (red/rose photo-active filler) sediment from a clear (transparent PDMS) supernatant.
Chapter V
PhD INSA de Lyon (2008) 264
Rheology further confirmed the inadequateness of methyl-terminated PDMS, as
we are going to show later on.
Rheology. The literature largely confirms that rheology is a valuable tool for the
analysis of filler dispersion in molten polymers, as reported in § I-2.2.1. Undoubtedly,
rheology can provide useful information in a variety of different measurement modes,
e.g. flow, dynamic, transient measurements. As we had already collected some negative
evidences from the XRD characterization of the masterbatches (see previous section),
we estimated unnecessarily time-consumptive to perform a complete set of rheological
characterizations just to confirm several times the same, negative result. Therefore, we
proceeded following only the most simplistic approach: we performed some dynamic
measurements in order to check whether the complex viscosity at low frequencies got
increased by the presence of a percolating filler and, additionally, whether the moduli G’
and G’’ crossed in correspondence of a percolation threshold – indicating a transition
from the purely viscous liquid behavior (typical of unfilled methyl-terminated PDMS)
to a solid-like behavior as the frequency decreases. The behavior of the samples (that is,
the behavior of methyl-terminated PDMS) is particularly exasperating for rheological
characterizations: the specific properties of methyl-terminated PDMS [3] make of it a
fluid which flows incredibly easy and can perfectly wet most of the surfaces12
– namely,
the metallic plate surface of a cone-plate geometry of a rheometer. These extraordinary
properties represent a serious obstacle to the formation of a regular and stable meniscus
in the gap between the cone and the plate of the rheometer – indeed, the fluid gradually
flows and the amount of measured sample diminishes, producing erroneous results. This
is the reason why the first measurement tests, performed on a stress-controlled AR1000
rheometer with the largest available cone-plate geometry (35 mm ), were unsuccessful
– in spite of the remarkable sensibility of the equipment (even to low-viscosity fluids)
and of an optimized choice of the geometry. Resolute to get at least one measurement
for confirmation, we performed few further tests on a strain-controlled ARES rheometer
with a Couette geometry (in order to prevent the sample from escaping the measurement
volume) – unsurprisingly, regardless of the reduced sensibility of the equipment with
12
Paquien [3] offered a clear and complete summary of the typical properties of polysiloxanes.
VISIOVIS TECHNICAL PROGRESSES Problems and suggestions for further amelioration
Antonella ESPOSITO 265
respect to the stress-controlled rheometer, these measurements were at least correct.
Nonetheless (and unsurprisingly as well), such measurements confirmed that the filler
didn’t get dispersed into the matrix (no increase of the complex viscosity has ever been
observed for any of the aforementioned masterbatches13
) and distribution was probably
inhomogeneous and certainly unstable (G’ and G
’’ never crossed). The results obtained
by dynamic rheological characterizations performed on the same masterbatches chosen
to show XRD silent pathways (Figure V-F2), as well as the homologous curves for the
neat PDMS, are shown in Figure V-F3.
Figure V-F3 Dynamic rheological behavior of the neat PDMS (a) and of the masterbatch
containing 1% wt of filler (0.25% wt C30B 0.25MC RhP and 0.75% wt C30B) prepared
by (b) manual stirring and (c) mixing by the disperser (20 min at 1000 rpm).
13
Just for rheological measurements, we even prepared a masterbatch containing 10% wt of clay!
Chapter V
PhD INSA de Lyon (2008) 266
V-4.2 Computer simulation
As a final point, we would like to express a few considerations about computer
simulation. In Chapter IV we affirmed having used computer simulation to justify and
partially validate the image processing applied to Visiovis experimental data. We hope
we have been sufficiently clear to convince about the pertinence of supporting the real
experiments with the results of simulations. Here we would only like to stress that, in
order for such correlation to be correct and complete, the experimental conditions and
the simulation equations and parameters must be as close as possible to each other (or,
better, as coherent as possible with each other): this is possible only if both experiments
and simulations are developed at the same time and, in particular, in the total respect of
the limitations imposed by the counterpart. The perspective of fixing Visiovis feeding
system (§ V-2), for instance, will surely help the correlation with computer simulation.
The experimental protocol could then be adjusted for the results to be as repeatable as
possible and as coherent as possible with the results of the simulation (§ IV-3.1.3). On
the other hand, computer simulation could be adapted to reproduce the flow behavior
exactly in the same geometrical plan created by Visiovis laser sheet14
, and the images
obtained by computer simulation could be rendered a little more “realistic” by applying
a standard image treatment to increase fuzziness before applying the image processing
procedures described in § IV-3.1.1 and IV-3-1-2.
A lot of work left, quite a lot of courage needed!
14
Indeed, the computer simulation performed by Yves Béreaux (§ IV-3.1.3) represents the screw channel
as it appears if observed in the direction perpendicular to the screw flight surface, whereas Visiovis laser
sheet enlightens a plan which passes by the axis of the screw/barrel system, thus is parallel to the axis and
form an angle equal to the screw helix angle of the screw (§ IV-1.2.1). So far, computer simulation and
experiments show the same phenomena – if the screw helix angle is neglected in terms of visualization.
VISIOVIS TECHNICAL PROGRESSES Problems and suggestions for further amelioration
Antonella ESPOSITO 267
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