The model solution we consider is an associating solution in which the number
N of reactive (associative) molecules with degree of polymerization
n (denoted by R{A
}) are dissolved in the number
of solvent molecules (S). We refer to the solution as R{A
}/ S. Molecules can be any type, such as high molecular weight linear polymers, star polymers, or low molecular weight polyfunctional molecules, etc. Each molecule carries the number
f of functional groups A which can form interchain cross-links made up of variable number
k of A-groups (multiplicity
k) [
4,
37,
38,
39].
In this paper, we specifically consider low-mass gelators as the functional groups A which are capable of forming supramolecular assembly without upper bound of the multiplicity
k. Some examples of such reactive molecules are telechelic polymers (
) carrying multiple hydrogen-bonding gelators (oil gelators) [
29,
30], or carrying
–
stacking benzene derivatives [
17], at their both chain ends, trifunctional star molecules (
) bearing multiple hydrogen-bonding gelators at their arm ends []. In the solutions of such reactive molecules, self-association of functional groups A takes place.
In contrast to such self-association, we can consider supramolecular assembly consisting of complementary functional groups A and B. Gelation phenomena in such solutions with mixed cross-link junctions can be observed in the mixed solutions R{A}/R{B}/S. To study the nature of TRG with supramolecular binary cross-link junctions, we consider metal-coordinated binding of ligands A by metal ions B. The functionality of a metal ion is regarded as . We study two types of multi-nuclear coordinate complexes with metal ions: (i) linear stacking (ladder) of sandwich units AB, (ii) linear train of egg-box units AB.
2.1. Self-Association
Let us start from the self-association. We are based on the lattice-theoretical picture of polymer solutions [
40,
41], and divide the system volume
V into cells of size
a of the solvent molecule, each of which is assumed to accommodate a statistical repeat unit of the reactive molecules. The volume of a reactive molecule is then given by
n, and that of a solvent molecule is
in the unit of the cell volume. We assume incompressibility of the solution, so that we have
for the total volume. The volume fraction of each component is then given by
for the reactive molecule,
for the solvent. In terms of the functional groups, the number concentration of A-groups on the reactive molecules is
.
In our previous work [
39,
42], we studied TRG and phase separation in solutions of functional molecules with unary (self) cross-linking. We started from the equilibrium condition
for the number concentration
of the cross-link junctions of multiplicity
k. Here,
is the equilibrium constant of the cross-linking reaction, and
is the concentration of the free A groups. Let
be the probability for an arbitrarily chosen A group to belong to a cross-link junction of multiplicity
k (conventinally referred to as equilibrium conversion). Then, we have the relation
because there are
k of A groups in a
k-junction. The equilibrium condition leads to the relation
for the reactivity given in terms of the number concentration of the free groups
. From the normalization condition of
, we find the conservation law
where
In what follows, we assume, as in the classical theory of gelation [
43,
44,
45,
46,
47,
48], that (i) all functional groups A are equally reactive (principle of equal reactivity), and (ii) three-dimensional cross-linked polymers take a tree structure; there is no cyclic structure (tree statistics). However, the restriction of covalent pairwise reaction is eliminated so that we can treat arbitrary multiplicity
k with the conversion
given by (2.3) in terms of the equilibrium constants [
37,
38,
39].
To study TRG with such multiple cross-links, we go back to Good’s theory [
49,
50,
51] of cascade processes, and introduce the probability generating function (p.g.f.)
where
is the molecular weight distribution of the cross-linked polymers (
m-mers), and
is a mathematical dummy index to transform it to p.g.f. We then apply cascade analysis of the branching processes [
49], and find the recursion equations
for the tree structure, where
x is the probability for an arbitrarily chosen unreacted functional group to belong to the sol part. It is referred to as
extinction probability in the cascade theory because it means the probability that any reacted path starting from an unreacted functional group A does not continue to infinity. The cascade function
is defined by
For TRG for which equilibrium condition (2.3) holds, we have
for the cascade function written in terms of the function
for the description of the conservation law. In the pregel region, we have
by definition.
On the basis of these cascade equations, we calculate the weight-average molecular weight
measured in terms of the molecular weight
M of the primary molecule [
39,
42], and find that in the pregel region it is given by
where
, and
is the average branching number of the cross-links. Hence, for the gel point where
diverges, we have the condition
The average branching number is related to the average multiplicity defined by
through the relation
(For counting the number of reacted paths going out from a cross-link junction, one path coming into it must be subtracted.)
In the postgel region where the gel point is passed, we must go back to the cascade recursion relation (2.7b) of the branching process. For the dummy parameter of p.g.f.
, it is an equation
Detailed discussion of this equation is given in the paper by Gordon [
49] and Good [
50,
51]. Fukui and Yamabe [
37] also derived the same equation by applying the method of steepest descent to find the molecular weight distribution in the postgel region from p.g.f. For the pairwise reaction as seen in covalent cross-linking, this equation is reduced to Flory’s postgel treatment. For TRG, the equation to find the extinction probability
x can be transformed to
It has a solution
apart from the trivial solution
. Because
has the physical meaning of the probability for an arbitrarily chosen unreacted (free) A group to belong to the sol part, the weight fraction of the sol part
is given by
from the first equation (2.7a). Then the gel fraction is given by
Similarly, the weight-average molecular weight of the sol part is found to be
Therefore, in the postgel region, we have only to replace
z by
to find the average quantities referring to the sol part. While the total average multiplicity of the cross-link junctions is
by definition, the average multiplicity of cross-link junctions in the sol part is
To summarize, the conservation law (2.4), the gel-point condition (2.12) and the equation for the extinction (2.16) serve as a complete set for the study of TRG with unary cross-linking as functions of the given concentration, temperature, and functionality.
Some examples of the supramolecular cross-linking are shown in
Figure 1 and
Figure 2. In
Figure 1, cross-linked networks consisting of low molecular weight trifunctional molecules are shown. Functional groups (low-mass gelators) on a molecule are assumed to form either linear chains or rings of arbitrary length. The multiplicity
k of a cross-link junction is therefore equivalent to the length of chains and rings. In order to apply the conventional tree statistics (cascade theory) for the study of gelation, we assume all networks take the tree form without forming cycles. Rings considered here are therefore not the network cycles, but expanded branch points (branch zones). The smallest ring consists of three reacted functional groups. The molecules bearing more than one reacted functional groups in a network serve as branch points [
52].
Figure 1.
(a) A network of a tree type consisting of low molecular weight trifunctional () molecules shown in (b) with cross-link junctions of linear chains and rings. A chain of the length k (dotted line) is regarded as a connected cross-link junction of multiplicity k. Similarly, each ring of the length k is regarded as a cross-link junction of multiplicity k in the loop form. There are branching points where the primary reactive molecules have more than one reacted functional groups. (c) The smallest ring has the size .
Figure 1.
(a) A network of a tree type consisting of low molecular weight trifunctional () molecules shown in (b) with cross-link junctions of linear chains and rings. A chain of the length k (dotted line) is regarded as a connected cross-link junction of multiplicity k. Similarly, each ring of the length k is regarded as a cross-link junction of multiplicity k in the loop form. There are branching points where the primary reactive molecules have more than one reacted functional groups. (c) The smallest ring has the size .
In
Figure 2, networks consisting of telechelic polymers (
) carrying gelators at their both ends (
) are shown. Gelators on a molecule are assumed to form either linear chains or rings of arbitrary length as in
Figure 1. Although physical properties of the formed gels are very different from those of low-mass trifunctional molecules, the nature of TRG can be studied from a unified theoretical scheme by properly tuning the functionality
f and the molecular weight
n.
Figure 2.
A network consisting of high molecular weight bifunctional () molecules (telechelic polymers) with coexisting cross-link junctions of linear chains and rings. Functional groups (low-mass gelators) are shown by the blue thick rods at the ends of molecules.
Figure 2.
A network consisting of high molecular weight bifunctional () molecules (telechelic polymers) with coexisting cross-link junctions of linear chains and rings. Functional groups (low-mass gelators) are shown by the blue thick rods at the ends of molecules.
2.2. Linear growth of the Cross-Link Junctions
Let us first consider the simplest case of stepwise linear growth without rings. The association of A groups starts from the nucleation process
where a symbol
means a junction of multiplicity
k,
is their number concentration, and
is the association constant of the dimerization. The following step is the repetition of
with the equilibrium constant
of the
k-th step. The total equilibrium constant is then given by
In the special case where all stepwise constant is the same (called
isodemic association [
29]), it is simply
We have already studied TRG and phase separation with such isodemic cross-linking in detail [
38]. In the
cooperative association, we assume the nucleation process requires highly restricted conditions leading to a small equilibrium constant
compared to the all subsequent steps. The simplest model
with all other constants
equal to
has been extensively studied [
27,
28,
29]. We then have
with small constant
(referred to as
cooperativity parameter). (For
larger than 1, the model is referred to as
anti-cooperative associaition [
29].)
This cooperative model with two constants
and
can be extended to include variable size
s of the nucleus [] such as
Also, we can extend this model for the cross-links for which the
s-th step is very difficult to go through compared to others. We then have the equilibrium constants
for such a
bottle-neck model. This model may be applied to the
chelate effect as seen in metal-coordinated complex formation.
For the cooperative growth of linear assembly, we have
where the function
is defined by
Since the concentration
z is always scaled by the factor
, in what follows we write
as
z. The conservation law then takes the form
where
and
is the scaled concentration of the primary molecules. Because the equilibrium constant
depends on the temperature, we have explicitly indicated its temperature dependence. Therefore, as far as TRG is concerned, the concentration and temperature always appear as a single combined variable
.
Simple differentiation leads to the average branching number
Its proportionality to the parameter
leads to a sharp sol–gel transition of a cooperative chain growth.
To see the nature of TRG with cross-links of supramolecular chain growth, we first numerically solve the three fundamental coupled equations described above. The conservation law (2.31) takes the form
from which we can find the concentration
of unreacted functional groups as a function of the total concentration
a. At the gel point, the condition (2.12) gives the numerical value of
. Together with the conservation law, we find the gel-point concentration (temperature) is given by
In the post-gel region, we have to numerically solve extinction (2.16) for a given
z. Because
z is a function of
a, we find
as a function of the concentration
a. Then, the gel fraction
is given by (2.18). The reciprocal average length of the cross-links
(2.13), and the fraction of the reacted functional groups
are also calculated.
To capture an entire view of TRG, we show in
Figure 3 all of these important observables plotted as functions of the volume fraction of the primary trifunctional low-mass molecules (
) for a given association constant
. The cooperativity parameter is fixed at
as a typical example. We see that the transition region of TRG where
goes to infinity is very narrow. At the gel-point concentration
, the extinction probability
deviates from unity, and decreases with the concentration. The average chain length
increases with the concentration. At a concentration above the gel point, just after the gel point is passed, it increases sharply in a narrow concentration region. This point can be regarded as polymerization point [
27,
28], although it is not a true phase transition accompanied by a singularity, but a very sharp crossover change.
Figure 3.
The reciprocal weight-average molecular weight (red solid lines) in the pregel region, and in the postgel region, the gel fraction (blue broken line), the extinction probability (red broken line), the reciprocal average chain length (black line), and the fraction of the reacted functional groups (green line) plotted against the volume fraction of the primary molecules for . The cooperativity parameter is fixed at . The sol–gel transition is very sharp. There is a polymerization point just after the gel point is passed.
Figure 3.
The reciprocal weight-average molecular weight (red solid lines) in the pregel region, and in the postgel region, the gel fraction (blue broken line), the extinction probability (red broken line), the reciprocal average chain length (black line), and the fraction of the reacted functional groups (green line) plotted against the volume fraction of the primary molecules for . The cooperativity parameter is fixed at . The sol–gel transition is very sharp. There is a polymerization point just after the gel point is passed.
To see how TRG depends on the cooperativity of cross-linking, we also plot these properties in
Figure 4 by varying the cooperativity parameter.
Figure 4 (a) plots the reciprocal weight-average molecular weight
in the pregel region, and that of the sol part
in the postgel region, together with the gel fraction
. We can clearly see that TRG becomes sharper and sharper with decrease of
(stronger cooperativity). Since the gel fraction rises sharply after the gel point, we expect the dynamic mechanical modulus of the solution goes up sharply at the gel point, leading to easy experimental detection of the transition point. Similarly,
Figure 4 (b) plots the reciprocal chain length of the cross-link junctions
together with the gel fraction
. We can see that polymerization transition also becomes sharper with decrease of
.
Figure 4.
(a) The reciprocal weight-average molecular weight (red solid lines) in the pregel region, and in the postgel region, and the gel fraction (blue broken lines) plotted against the volume fraction of the primary molecules. (b) The reciprocal average chain length (black lines), and the gel fraction (blue broken lines) plotted against the volume fraction of the primary molecules, both for . The cooperativity parameter is varied from curve to curve from to . Both the sol–gel transition and the polymerization transition become sharper and sharper with decrease in the cooperativity parameter.
Figure 4.
(a) The reciprocal weight-average molecular weight (red solid lines) in the pregel region, and in the postgel region, and the gel fraction (blue broken lines) plotted against the volume fraction of the primary molecules. (b) The reciprocal average chain length (black lines), and the gel fraction (blue broken lines) plotted against the volume fraction of the primary molecules, both for . The cooperativity parameter is varied from curve to curve from to . Both the sol–gel transition and the polymerization transition become sharper and sharper with decrease in the cooperativity parameter.
To study TRG near the gel point in more detail, let us expand
in the pregel region in powers of the small deviation of
. Simple calculation leads to
where
At the gel point, we find
Hence, the amplitude of divergence in
becomes smaller in proportional to
.
2.3. Chain/Ring Supramolecular Cross-Link Junctions
Let us next consider the effect of ring formation. We assume that the functional group A forms either linear chains with equilibrium constants
, or rings with
(see
Figure 1 and
Figure 2). We then have
where
and
(A minimum ring has the size
.) The average branching number is then given by
where
are the weight fraction of chain cross-links and of ring cross-links. Assuming the uniform association constants
and
, we have
for the chain growth as above. For the ring formation, we have assumed random growth in contrast to the directional linear growth of chains. If we assume Gaussian chain statistics for the growth, the ring closure probability [
53,
54,
55,
56] is proportional to
. Hence we have
Scaling the variable
z by
, we have the conservation law in the form (2.31) with
where
is essentially Truesdell function [
57] of order
. (
are excluded from the summation.) We then have
and
The concentration
z of the unreacted groups is physically limited to the range
in the case of chain growth, and to the range
in the case of ring growth. If
, the function
goes to infinity before
does. The cross-links are dominated by the chain formation. TRG in such cases is essentially similar to the one we studied above. On the contrary, if
, the function
goes to infinity before
does, and therefore only the region
is physically meaningful. At the upper limit
the function
in (2.48) takes a finite value
where
is the numerical value of Rieman’s zeta function at 3/2. In what follows therefore, we focus on the case
.
With increase in the scaled concentration
a, the concentration of unreacted functional groups
z takes a unique value as the solution of the conservation law (2.31). The system then reaches the gel point
where the gel-point condition
is fulfilled.
In the postgel region, when
a reaches a critical value
given by
the total concentration of rings of
finite length is fixed at this value because the function
has a finite value at
but it goes to infinity above this value. We then have a situation similar to the Bose-Einstein condensation (BEC) of ideal Bose gases. The parameter
z plays a role of the activity of an ideal Bose gas. Above the concentration
, the concentration of the chain is fixed at
, and that of the finite rings at
. Because the summation in
does not include the contribution from rings of infinite size
, the remaining part
should be regarded as rings of infinite size. More precisely, for a system of finite particle number
N, the upper limit of the summation
k is bound by the total number of functional groups
. Therefore the number of rings with
increases to the order
N as soon as the concentration
a exceeds the critical value
, leading to the finite fraction of the infinite rings. Because the activity is fixed at
, the fraction of linear chains is given by
, that of finite rings by
. As a result, the fraction of infinite rings by
.
Figure 5 shows some important physical quantities plotted against the association constant
for telechelic polymers
. Instead of changing the volume fraction
, we change
for tuning the scaled concentration
a to cover a wide range of its value. Changing
with a constant
is not enough to cover a range for observing BEC of rings. As an example, parameters are fixed at
, and the concentration is fixed at a constant
. In the region of small
(high temperature), we have only the sol part. The chain fraction
is much larger than the ring fraction
in this sol region because the former is proportional to
while the latter is to
. At the gel point, the gel fraction starts to appear and the extinction probability
deviates from unity. The cross-links are dominated by linear chains in the critical regions.
However, as increases (temperature is lowered) in the postgel region, chain fraction shows a peak where ring fraction starts to increase. Eventually, the solution with mixed sol and gel reaches the BEC point. At this point the fraction of infinite rings starts to appear. It increases sharply after the BEC point, while chains and finite rings show kinks (discontinuous slopes) and decrease. The average molecular weight of of the sol part stays constant in this region.
Figure 5.
Variation of physical properties characteristic to ring/chain competing TRG of telechelic polymers () plotted against the strength of the association constant. The reciprocal of the weight-average molecular weight (red line) of the three-dimensional cross-linked polymers in the pregel region, that of the sol parts (red line) in the postgel region are shown. In the postgel region, we also plot gel fraction (blue broken line), and extinction probability (red broken line). Fraction of chain cross-links (green line), that of ring cross-links (green broken line) are plotted in both regions. The fraction of infinite rings (black line) start to appear at deep point inside the postgel region. The cooperativity parameters are fixed at . In this model calculation, TRG occurs at , while the second transition (BEC of rings) takes place at , deep in the postgel region.
Figure 5.
Variation of physical properties characteristic to ring/chain competing TRG of telechelic polymers () plotted against the strength of the association constant. The reciprocal of the weight-average molecular weight (red line) of the three-dimensional cross-linked polymers in the pregel region, that of the sol parts (red line) in the postgel region are shown. In the postgel region, we also plot gel fraction (blue broken line), and extinction probability (red broken line). Fraction of chain cross-links (green line), that of ring cross-links (green broken line) are plotted in both regions. The fraction of infinite rings (black line) start to appear at deep point inside the postgel region. The cooperativity parameters are fixed at . In this model calculation, TRG occurs at , while the second transition (BEC of rings) takes place at , deep in the postgel region.