Chongzheng Na1. 1. Department of Civil, Environmental, and Construction Engineering, Texas Tech University, Box 41023, Lubbock, Texas 79409, United States.
Abstract
The Freundlich isotherm is a classic model widely used to analyze the equilibrium of solution-phase adsorption. Further analysis of the adsorption mechanism has, however, been hindered by the empirical nature of the Freundlich isotherm. By deriving the Freundlich isotherm from the Gibbs equation, this study presents a novel interpretation of the classic model with theoretical definitions for model parameters. The new interpretation shows that the inverse of the Freundlich power is linearly correlated with the molecular weight of an adsorbate for congeners with similar chemical structures, revealing a previously unappreciated dependence of adsorption capacity on the molecular size of the adsorbate. The new interpretation also shows a linear correlation between the Freundlich power and the logarithm of the equilibrium constant, exposing the existence of an isocapacity concentration for the adsorption of congeners. The quantitative structure-activity relationships, known as QSARs, represented by these linear correlations are validated using experimental data reported in the literature, including the adsorption of aliphatic alcohols by an activated carbon and the adsorption of aromatic hydrocarbons adsorption by an aquitard soil. These results provide an unprecedented explanatory power to understanding experimental observations of solution-phase adsorption using the Freundlich isotherm.
The Freundlich isotherm is a classic model widely used to analyze the equilibrium of solution-phase adsorption. Further analysis of the adsorption mechanism has, however, been hindered by the empirical nature of the Freundlich isotherm. By deriving the Freundlich isotherm from the Gibbs equation, this study presents a novel interpretation of the classic model with theoretical definitions for model parameters. The new interpretation shows that the inverse of the Freundlich power is linearly correlated with the molecular weight of an adsorbate for congeners with similar chemical structures, revealing a previously unappreciated dependence of adsorption capacity on the molecular size of the adsorbate. The new interpretation also shows a linear correlation between the Freundlich power and the logarithm of the equilibrium constant, exposing the existence of an isocapacity concentration for the adsorption of congeners. The quantitative structure-activity relationships, known as QSARs, represented by these linear correlations are validated using experimental data reported in the literature, including the adsorption of aliphatic alcohols by an activated carbon and the adsorption of aromatic hydrocarbons adsorption by an aquitard soil. These results provide an unprecedented explanatory power to understanding experimental observations of solution-phase adsorption using the Freundlich isotherm.
Adsorption occurs when a chemical compound dissolved in an aqueous
solution adheres to the surface of a solid material known as the adsorbent.
Adsorption is critical for controlling the transport of chemicals
in nature[1] as well as their separation[2] and transformation[3] in water and wastewater treatment. An important objective in understanding
adsorption is to determine the maximal amount that the compound, known
as an adsorbate, can adhere to the adsorbent surface, defining the
adsorption capacity q.[4] It is widely accepted that q is controlled by the
chemical equilibrium between the adsorbent surface and the aqueous
solution through an isothermal relationship with the solution concentration
of adsorbate, c.[5] The
adsorption isotherm defined by q and c is believed to depend on the molecular properties of adsorbates,
indicating the existence of quantitative structure–activity
relationships (QSARs) that can link the macroscopic equilibrium to
its microscopic mechanism.Many efforts have been made previously
to define QSARs for the
adsorption of compounds by solids from solution. To do so, researchers
first select a physical model and reduce experimentally obtained values
of q and c to a few of model parameters.
The parameters are then related to the molecular properties of adsorbates
such as solubility, molecular volume, polarity, and bonding characteristics.
So far, all QSARs developed using popular models, such as those proposed
by Polanyi, Dubinin, and Freundlich,[6−8] require using a large
number of undefined numerical parameters to characterize adsorption
potentials and equilibrium constants, therefore limiting the usefulness
of QSARs. Establishing QSARs using well-defined parameters requires
theoretical advances on the molecular mechanism of solution-phase
adsorption.[9]The Freundlich model
is a classical isothermal relationship, first
proposed by Saussure and later popularized by Freundlich.[10] The Freundlich isotherm is commonly considered
to be an empirical proposition, relating q and c using a power functionwhere n is the inverse of
power and KF is the equilibrium constant.
In spite of being empirical, the Freundlich model often provides an
excellent description of isotherms experimentally obtained for solution-phase
adsorption.[11] The superb applicability
of the Freundlich isotherm has spurred interests in search for a theoretical
basis according to fractal reaction order,[12] multiple-layer adsorption,[13] and surface
potential heterogeneity.[14] The introduction
of these concepts has not, however, shed much light on how to relate
the adsorption capacity with the molecular properties of adsorbates.The objective of this study is to establish a theoretical foundation
for the empirically defined Freundlich isotherm so that the adsorption
capacity can be quantitatively related to the molecular properties
of adsorbates. Compared to previous efforts,[12−14] the novelty
of this study is the recognition that the solution-phase adsorption
is predominantly controlled by the capillary effect of surface tension,
as described by the phase equilibrium of Gibbsian thermodynamics.
According to the Gibbsian interpretation of the Freundlich isotherm,
two previously unappreciated results are discovered for solution-phase
adsorption, including (1) the linear correlation between the inverse
of the Freundlich power, n, and the molecular size
of the adsorbate among congeners with similar chemical structures
and (2) the linear correlation between the Freundlich power and the
logarithm of the equilibrium constant, revealing the existence of
an isocapacity concentration (ICC) for the adsorption of congeners.
Both correlations are demonstrated using experimental values of n and KF reported in the literature.
These results offer new explanatory power to understanding experimental
observations of solution-phase adsorption using the classic Freundlich
isotherm.
Results and Discussion
The distribution
of materials between heterogeneous phases under the influence of surface tension
has been extensively analyzed by Gibbs and others.[15,16] The following results of their analyses are taken as the starting
point of this study. First, the internal energy of the surface can
only be increased by the absorption of heat, the reception of work,
and the addition of materialswhere U is the internal energy, T is the absolute temperature, S is the
surface entropy, γ is the surface tension, A is the surface area, μ is the chemical potential, m is the number of moles of a material, and subscript i enumerates the adsorbate (i = null),
the solid adsorbent (i = s), and water (i = w). Second, the assertion of eq indicates that the sum of the remaining three derivatives
from the complete differentiation of U should be
zerogiving a two-dimensional equivalent of the
Gibbs–Duhem equation.[17] Third, at
equilibrium, the chemical potential for either the adsorbate or water
has a single value on the surface and in the solution, allowing the
computation of μ (i = null or w) using the solution concentrationwhere
the Plimsoll symbol denotes the reference
state of a pure liquid of either the adsorbate or water. Similarly,
the chemical potential of the adsorbent is also the same on the surface
and in the bulk solid.The Gibbs equation is obtained from eq with a few simplifications.
First, when the
solution is dilute, the concentration of water, cw, is approximately constant, giving ∂μw = 0. Second, the change of the adsorbate solution concentration
should not result in variation of the adsorbent’s chemical
potential in the solid, and thus ∂μs = 0.
Third, since temperature is kept constant during the measurement of
an isotherm, ∂T = 0. Taking these conditions
into eq , the Gibbs
equation for adsorption is obtained aswhere Γ = n/A is the molar density of the adsorbate on the
surface.
The Gibbs equation indicates that adsorption is a result of reducing
surface tension by increasing the chemical potential of the adsorbate.
Although the coexistence of the Gibbs equation and the Freundlich
isotherm has been well noted since the early development of Gibbsian
thermodynamics,[16] it is surprising that
no effort has been made to connect the two classic models. Solving
the Gibbs equation with an appropriate boundary condition to obtain
the Freundlich isotherm is the basic approach used in this study.The Gibbsian interpretation of the Freundlich isotherm is developed
in five steps. First, the development begins with identifying an equation
of state for the adsorbent surface according to the conservation of
surface area (Section ). Second, the Freundlich isotherm is derived by solving the
Gibbs equation using the equation of state (Section ), providing theoretical definitions for
the inverse of the Freundlich power, n, and equilibrium
constant, KF. Third, utilizing the new
definition of n, a novel QSAR is established between
the inverse of the Freundlich power and the molecular size of an adsorbate
(Section ), which
is then demonstrated using experimentally obtained values of n reported in the literature. Fourth, using the new definition
of KF, a linear relationship between ln KF and 1/n is revealed, suggesting
the existence of isocapacity concentration for adsorption (Section ). Last, the
control of adsorption energetics by surface tension is discussed by
comparing chemical potentials on the surface and in the solution (Section ).
Equation of State for the Surface
To derive an equation
of state for the adsorbent surface in contact
with an aqueous solution, eq can be further simplified for adsorption. The addition of
an adsorbate to the surface requires the removal of both adsorbent
and water from the surface. As shown in Figure , since the adsorbate on the surface interacts
with both the solid and the solution, the surface defined by the contact
of the adsorbent and water (gray and blue blocks in a) is replaced by the adsorbate (pink block in b)
after adsorption. The conservation of surface area (black lines in Figure a, b) requireswhere νw and νs are the numbers
of water and adsorbent molecules replaced
by an adsorbate molecule, respectively. Taking eq into eq giveswhere the difference in chemical potential
isIt is reasonable to assume
that the surface
entropy, similar to the chemical potential on the surface, has addable
contributions from the adsorbate, adsorbent, and waterwhere s is the molar
entropy of i. The material balance
described above givesTaking eq into eq givesSince the
sum of chemical potential and the
product of molar entropy and temperature is the molar enthalpyEquation is rewritten aswhereaccounting for the change of molar
enthalpy
on the surface by adsorption.
Figure 1
Molecular arrangements at the surface of an
adsorbent (gray) in
contact with a solution (blue) (a) before and (b) after adsorption,
showing the replacement of both adsorbent and water molecules (dark
gray and navy blue squares) by an adsorbate molecule (pink square),
without changing the surface area at the solid–water interface
(black lines). The numbers of adsorbent and water molecules replaced
by an adsorbate molecule define stoichiometries νw and νs, which equal 2 and 4, respectively, in this
illustration.
Molecular arrangements at the surface of an
adsorbent (gray) in
contact with a solution (blue) (a) before and (b) after adsorption,
showing the replacement of both adsorbent and water molecules (dark
gray and navy blue squares) by an adsorbate molecule (pink square),
without changing the surface area at the solid–water interface
(black lines). The numbers of adsorbent and water molecules replaced
by an adsorbate molecule define stoichiometries νw and νs, which equal 2 and 4, respectively, in this
illustration.A couple of reasonable assumptions
can be made to further develop eq . First, the surface
density of an adsorbate is assumed to be independent of the surface
areaSecond, the
surface-normalized internal energy
is assumed to remain constantTaking eqs and 16 into eq gives an equation of
state for the surfaceEquation shows that surface
tension is reduced by adsorption,
a well-known experimental fact for the adsorption of surfactants to
the surface of a liquid interfacing with a vapor phase.[18−20]
Gibbsian Interpretation of the Freundlich
Isotherm
The Freundlich isotherm is obtained by simultaneously
solving eqs and 17. Combining the two equations givesby assuming that Δh is independent of the
surface density of an adsorbate. Equation can be integrated
from the reference state to the state of equilibriumwhich givesSince
the adsorbate has the same chemical
potential on the surface and in the solution at equilibrium, eq is compared to eq . After canceling out the
chemical potential at the reference state (see below), the following
relation is obtainedProvided that φ is
the specific surface area that the adsorbent has, Γ can be converted
to the adsorption capacity commonly expressed in a unit of mg g–1Taking eq into eq giveswhere q⊖ is the adsorption capacity at the reference state. Comparing eq to the Freundlich isotherm
in eq reveals that
they are equivalent under the following conditionsandSince n is always greater
than zero for solution-phase adsorption, eq indicates that Δh > 0. The increase of enthalpy at the interface is consistent
with
the understanding that solution-phase adsorption is endothermic[21] even through the mechanical energy due to surface
tension is simultaneously reduced.An important condition used
in the derivation is that the reference state is the same for the
adsorbate on the surface and its counterpart in the solution. For
example, when the adsorbate is benzene, the reference state for benzene
in the solution is the benzene liquid. Similarly, the derivation also
requires the reference of benzene on the surface to be a pure phase
in equilibrium with the benzene liquid. Obviously, the pure phase
of surface benzene is not a liquid but a solid phase because the two
phases are not miscible. This indicates that the reference state is
a critical state for the pure adsorbate liquid and the pure adsorbate
surface phase. The correct identification of the reference state is
crucial to defining the physical meanings of q⊖ and c⊖ (see below).
Freundlich Power and Adsorbate Size
The
Gibbsian interpretation of n indicates that
the molecular size of an adsorbate is the main determinant of adsorption
capacity. This can be seen by combining eqs and 24, givingFor adsorbates
with similar structures, their
enthalpies are predominantly controlled by the common functional group
and thus h remains constant among the congener adsorbates.
If the adsorbates are dissolved by the same solvent such as water
and adsorbed by the same adsorbent, hw and hs are the same for all of the congeners.
The stoichiometries for surface replacement, νw and
νs, increase with the increase of an adsorbate’s
molecular size. For two-dimensional adsorbates whose molecules can
fit entirely on the surface, their molecular sizes can be represented
by their molecular weights because the two parameters are linearly
correlated. Since both solid and water assume two-dimensional configurations
on the surface,[22,23] stoichiometries can be replaced
bywhere M, Mw, and Ms are the molecular
weights of adsorbate, water, and adsorbent, respectively. The molecular
weight of the adsorbent is defined, according to the conservation
of surface area shown in Figure , as the mass of one mole of solid material replaced
by one mole of the adsorbate; therefore, Ms increases with the molecular size of the adsorbate and thus its
molecular weight. Since Ms is proportional
to M, νs in eq is constant. Combining eqs and 27 givesindicating a linear correlation
between n and M.The size-controlled
adsorption
predicted by the Gibbsian interpretation of n is demonstrated using the adsorption
of aliphatic alcohols by an activated carbon[24] and the adsorption of aromatic hydrocarbons by an aquitard soil.[25] Both sets of experimental data have been fitted
to the Freundlich isotherm in the original reports and are used without
modification. As shown in Figure , excellent linearities are observed between n and M/Mw with Mw = 18 g mol–1, as predicted
by eq but not revealed
by the original studies. The least-squares regression estimates hw = −0.28 (±0.03) RT and h – νshs = 0.76 (±0.15) RT for the adsorption of aliphatic alcohols
and hw = −0.058 (±0.005) RT
and h – νshs = 0.75 (±0.04) RT for the adsorption of aromatic
hydrocarbons (standard deviations in parentheses).
Figure 2
Linear correlation between
the inverse of the Freundlich power, n, and the ratio
of the molecular weights of an adsorbate
and water, M/Mw. Colors:
red, aliphatic alcohols adsorbed by an activated carbon (from left
to right: 1-propanol, 1-butanol, 1-hexanol, and 1-pentanol); blue,
aromatic hydrocarbons by an aquitard soil (from left to right: benzene,
naphthalene, fluorene, phenanthrene, and pyrene). Lines are least-squares
fits to eq with coefficients
of determination of R2 = 0.99.
Linear correlation between
the inverse of the Freundlich power, n, and the ratio
of the molecular weights of an adsorbate
and water, M/Mw. Colors:
red, aliphatic alcohols adsorbed by an activated carbon (from left
to right: 1-propanol, 1-butanol, 1-hexanol, and 1-pentanol); blue,
aromatic hydrocarbons by an aquitard soil (from left to right: benzene,
naphthalene, fluorene, phenanthrene, and pyrene). Lines are least-squares
fits to eq with coefficients
of determination of R2 = 0.99.In both examples, the surface molar enthalpy of water is
found
to be negative with hw < 0 while the
difference of surface molar enthalpy between the adsorbate and the
adsorbent is positive with h – νshs > 0. The observation that
the
surface adsorbate has a higher enthalpy than both surface water and
solid is consistent with Einstein’s theory of heat absorption,
in which stronger molecular interactions lead to higher heat content
before reaching the Dulong–Petit limit.[23] In the adsorption system, water and solid molecules at
the solid–water interface are replaced by the adsorbate because
the latter can interact strongly with the solid.[26]The estimates of h – νshs are identical for the adsorption
of
aromatic hydrocarbons by the activated carbon and that of aliphaticalcohols by the aquitard soil even though aromatic hydrocarbons are
often considered to be hydrophobic and aliphatic alcohols hydrophilic.
The equality of h – νshs in the two adsorption systems is, however,
consistent with the belief that the adsorption of organic molecules
by soils and sediments mostly occurs on the surface of their carbonaceous
constituents made of graphitic microcrystals.[27,28] The absolute value of hw associated
with the activated carbon is greater than that associated with the
aquitard soil, consistent with the expectation that the interaction
of water with a carbonaceous adsorbent becomes increasingly unfavorable
as the extent of graphitization decreases.
Equilibrium
Constant and Isocapacity Concentration
The Gibbsian interpretation
of the Freundlich equilibrium constant KF, as shown in eq , indicates that KF is correlated with
power 1/n. Equation can be linearized asThe negative
correlation of KF and 1/n indicates that for ln c⊖ > 0 (which can always be achieved by
using a small unit), KF cancels part of
the effect that the increase of 1/n brought about
on the adsorption capacity. According to eq , an increase of 1/n (i.e.,
a decrease of n) increases q for
any given concentration c if KF is constant. Since KF decreases
as 1/n increases, the increase of adsorption capacity
due to the increase of 1/n is tapered by the simultaneous
decrease of KF. This analysis reveals
a compensation effect between KF and 1/n, which has been previously described on an empirical basis
according to the Polanyi–Dubinin model of adsorption[24] and used to correlate the adsorption of atrazine
by different soils.[9,10]The presence of KF – 1/n compensation,
which has not been previously explained, indicates the existence of
an isocapacity concentration under which all related adsorption isotherms
exhibit the same capacity. Figure a shows the linear correlations between ln KF and 1/n, as predicted by eq but not revealed by
the original studies, for the adsorption of aliphatic alcohols by
the activated carbon[24] and the adsorption
of aromatic hydrocarbons by the aquitard soil.[25] Adsorbates within a congener series show an ICC because
they have the same reference state. For example, a naphthalene can
be regarded as two benzene molecules fused together, and thus their
liquids have the same mass concentration (or more commonly, density).
Isotherms for each set of congeners pass through the same point defined
by q⊖ and c⊖, where c⊖ is the
isocapacity concentration.
Figure 3
Isocapacity concentration (ICC) of Freundlich
isotherms. (a) Linear
correlation between the natural logarithm of the Freundlich prepower
parameter KF expressed in a unit of mg(1–1/ L1/ g–1 and the Freundlich power parameter 1/n. Colors: colors other than blue, aliphatic alcohols adsorbed
by an activated carbon (yellow, 1-propanol; green, 1-butanol; purple,
1-hexanol; orange, 1-pentanol); blue, aromatic hydrocarbons by an
aquitard soil (from right to left: benzene, naphthalene, phenanthrene,
and pyrene). Lines are least-squares fits to eq with coefficients of determination of R2 = 0.98 (red) and 0.94 (blue), respectively.
(b) Freundlich isotherms of aliphatic alcohols showing the ICC.
Isocapacity concentration (ICC) of Freundlich
isotherms. (a) Linear
correlation between the natural logarithm of the Freundlich prepower
parameter KF expressed in a unit of mg(1–1/ L1/ g–1 and the Freundlich power parameter 1/n. Colors: colors other than blue, aliphatic alcohols adsorbed
by an activated carbon (yellow, 1-propanol; green, 1-butanol; purple,
1-hexanol; orange, 1-pentanol); blue, aromatic hydrocarbons by an
aquitard soil (from right to left: benzene, naphthalene, phenanthrene,
and pyrene). Lines are least-squares fits to eq with coefficients of determination of R2 = 0.98 (red) and 0.94 (blue), respectively.
(b) Freundlich isotherms of aliphatic alcohols showing the ICC.Least-squares regression estimates q⊖ = 108.3(±0.5) mg g–1 and c⊖ = 1011.2(±0.6) mg L–1 for aliphatic alcohols and q⊖ = 104.6(±0.3) mg g–1 and c⊖ = 108.2(±0.8) mg L–1 for aromatic hydrocarbons. The unrealistic
values of q⊖ and c⊖ indicate that the reference state is a fictional
pseudo-thermodynamic state. For real concentrations with c < c⊖, adsorbates with small
1/n values and thus large KF values have high adsorption capacities, as demonstrated by
the isotherms of aliphatic alcohols obtained with the activated carbon
in Figure b. According
to Figure , adsorbates
with small 1/n values and large KF values have high molecular weights, indicating that
large molecules are favored among the congeners in adsorption by the
activated carbon and the aquitard soil.
Chemical
Potentials on Surface and in Solution
The Gibbsian interpretation
of the Freundlich isotherm is successfully
exhibited by both theoretical derivation and experimental support.
The physical meaning of adsorption can be further explored by considering
the change of enthalpy in the solution during adsorption. This can
be done by first assuming that the entropy is predominantly controlled
by configurations of mixingwhere nT is the
total moles of the adsorbate and water in the solution. Since the
pure adsorbate liquid at the reference state has a zero configurational
entropy, the change of molar entropy from the reference state for
the adsorbate is computed to beBy neglecting the difference of the
adsorbate
and water in size, n/nT is replaced by c/c⊖According to eq , the change of chemical potential for the adsorbate
at the equilibrium state from the reference state isUsing eq , the change of molar
enthalpy can be computed asTaking eq into eq giveswhich has the
same form as eq for
the chemical potential of
the adsorbate on the surface. The similarity of the two equations
is not surprising because as the surface tension is reduced by adsorption,
the surface-normalized mechanical energy is reduced accordingly, transforming
into enthalpy to maintain a constant surface-normalized internal energy
(cf. eq ). From this
viewpoint, n is the ratio between surface and solution
enthalpies for the adsorbate and nRT is the molar
heat of adsorption.
Conclusions
Each
year, thousands of experimental studies on solution-phase
adsorption are reported in peer-reviewed publications using the Freundlich
isotherm, in conjunction with other classical models such as the Langmuir
isotherm and the Dubinin–Radushkevich (DR) isotherm, for data
analysis. In spite of their extensive use, the theoretical foundations
of these models are still not well established. As a result, model
selection is frequently conducted by comparing the coefficients of
determination in regression, which often exhibit little difference
between different models. More importantly, the statistical approach
of model selection yields little insight on how to connect the macroscopic
observation with the molecular mechanism through quantitative structure–activity
relationships for solution-phase adsorption.On the basis of
Gibbsian thermodynamics, this study tackles the
challenge of QSAR development for solution-phase adsorption from a
theoretical perspective. In this study, the capillary effect of surface
tension on solution-phase adsorption, lacking in Langmuir, DR, and
other models developed for gas-phase adsorption, is explicitly recognized
for the first time. Accounting for the change of surface tension in
adsorption, the Freundlich isotherm is derived by solving the Gibbs
equation, which provides theoretical definitions for empirical model
parameters n and KF.
The Gibbsian interpretation of the Freundlich isotherm results in
the discovery of two linear correlations showing the existence of
size-controlled capacity and isocapacity concentration in solution-phase
adsorption. These correlations are validated using two sets of experimentally
obtained parameters reported in the literature. Further validation
is currently being performed using experimental data carried out in
the author’s laboratory as well as the experimental data that
have been published by other investigators in the literature.It is worth noting that adsorption is also controlled by mass transfer
and reaction kinetics in addition to equilibrium. For porous adsorbents
such as activated carbon and soil particles, an adsorbate must diffuse
through pores and then the stagnant water films near the adsorbent
surface even when mixing is provided to homogenize the adsorbate concentration
outside the adsorbents.[29] The driving force
of these mass transfer steps, as well as the occurrence of adsorption
at the adsorbent surface, is regulated by the adsorption capacity.
Hence, establishing quantitative relationships for the adsorption
capacity and adsorbate molecular properties also provides the necessary
and basic knowledge to further understand the molecular control of
mass transfer and kinetics in solution-phase adsorption.