Open Access Article
Rebecca Grün
*,
Maja Glorius
and
Cornelia Breitkopf
Chair of Thermodynamics, Technische Universität Dresden, 01069 Dresden, Germany
First published on 7th January 2026
The frequency response (FR) technique is a powerful method for investigating mass transport in porous materials. Although it is well established in the field of microporous solids, FR is rarely used in the context of mesopores. This study aims to contribute to further exploring this particular field. To this end, sulfated zirconia with ethane, propane, iso-butane, n-butane, and neopentane as adsorptives was selected. While DRIFT spectroscopy is used to investigate the interaction of alkanes with sulfate groups of zirconia, the frequency response method is applied to draw conclusions about coupled diffusion and adsorption processes. For this purpose, the model of Reyes et al. for FR of gases in mesopores (J. Phys. Chem. B, 1997, 101, 614–622) is applied in comparison to the simplified case of effective diffusion. It is shown that diffusion coefficients are obtained in the range of the Knudsen regime, while adsorption is quantified in good agreement with the adsorption capacity derived from the adsorption isotherms. Effective diffusion coefficients are evaluated as a result of the interaction of adsorption and diffusion. This research not only aims to apply the model of Reyes et al. to a homemade volume swing FR method for the first time, but also to further pave the way for the systematic investigation of mesoporous materials using FR and DRIFTS.
Since sorption and transport are highly intercorrelated, the detailed analysis of mass transfer processes of gases in porous materials is a challenging task. It requires transient measurements, which can shed light on key aspects of the behavior of gases inside the pore system. To this end, frequency response (FR) can be applied as transient investigation method.4,5
In short, the thermodynamic equilibrium between gas and solid is disturbed within FR by periodically changing the volume of the closed system marginally. In the present case, the method is classified as volume swing frequency response (VSFR). The application of a rectangular perturbation function to a solid/gas system generates a characteristic response that depends on the frequency of the respective perturbation.6,7 The detection of response peaks in FR spectra provides information on the time constants of the corresponding mass transfer processes. Ultimately, the FR method extracts adsorption and mass transfer quantities for the gas under investigation in the porous solid. The specific FR method used here has already been applied to microporous materials.8,9
So far, mesoporous materials have generally been studied only scarcely using the FR method.10–15 The aim is therefore to broaden this technique now to mesoporous materials in order to demonstrate the great potential of FR, which is rather simple in terms of instrumentation, but can be extended considerably in terms of modeling. Overall, the detailed analysis of mesopores using VSFR technique represents a large blind spot in the pertinent literature, although mesoporous solids, such as silica or aluminosilica in addition to zirconia, are well-established catalysts and support materials for heterogeneous catalysis. Within a widely recognized study, Reyes et al.11 used mesoporous silica spheres as a packed bed with nitrogen, xenon, a nitrogen/xenon mixture, and iso-butane as adsorptives for frequency response studies. Varying the bed height was found to have no influence on the FR intensity, so the bed effect was considered negligible. In addition to the widely-used frequency response models according to Yasuda,4,16 which consider diffusion or adsorption separately each, the authors propose a theoretical model that couples diffusion and adsorption in mesopores. FR results (spectra) with an identical or similar shape typical for diffusion (pure diffusion spectra) can thus be analyzed with regard to concurrent adsorption processes.
The fact that on the one hand FR studies of mesoporous materials are rare, and on the other hand sulfated zirconium dioxides represent a relevant class of acidic heterogeneous catalysts with mesopores, represents the initial point of this study.
When checking the suitability of a homemade instrument for investigating certain phenomena, preliminary tests are necessary. Therefore, the first question to be answered was whether mesoporous materials are accessible using the existing frequency response apparatus. The FR results were then evaluated using various models in order to draw conclusions about the mass transfer processes taking place within the pore system of sulfated zirconium dioxide.
In order to know the conditions prevailing in the solid/gas system and to be able to interpret a FR spectrum, it is essential to characterize the porous material and to investigate adsorption using further methods. For this purpose, common techniques (adsorption isotherms, BET, and BJH analysis) and DRIFT spectroscopy were used in this study to accompany FR results.
DRIFT (diffuse reflectance infrared Fourier transform) spectroscopy is a powerful method with major benefits investigating the adsorption of gases on catalysts. In contrast to transmission FTIR spectroscopy, this method is non-invasive and can be used to follow the adsorption processes between the surface of the powdered catalyst and the adsorptive in situ under reaction conditions similar to the catalytic bed architecture.17 To date, there are only a few DRIFTS studies that deal with the adsorption of light alkanes on SZ18 – with the exception of n-butane, which has been extensively studied using both DRIFTS and other methods.19–21 In the present work, the adsorption and diffusion behavior of short-chain alkanes (ethane, propane, iso-butane, n-butane, and neopentane) on SZ was investigated with a view to targeted catalyst development in the field of hydrogenation reactions and a deeper understanding of the interactions between these alkanes and the SZ surface. Building on this work, various mesoporous materials are planned to be examined and compared with each other.
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| Fig. 1 Powder X-ray diffractogram of sulfated zirconia with XRD pattern of two references for tetragonal zircona.22,23 | ||
Based on the matching XRD patterns of the sample and the references, the tetragonal structure of the SZ sample is confirmed. From this it can be concluded that calcination at 600 °C stabilizes the catalytically active tetragonal crystal modification of SZ at room temperature.
The shape of the nitrogen isotherm and the results of the physisorption analysis, summarized in Table 1, confirm the mesoporous character of the SZ sample. The mesopores, which have a median diameter of 3.30 nm, dominate the pore system of the material.
| Analysis | Details | Results |
|---|---|---|
| Multi point BET | Aspez/m2 g−1 | 130 |
| C | 62 | |
| Gurvich rule | Vpor/cm3 g−1 | 0.12 |
| p/p0 | 0.95 | |
| BJH (desorption, Harkins–Jura) | Median dpor/nm | 3.30 |
| Vpor/cm3 g−1 | 0.13 |
Taking into account the molecular diameters of the adsorptives and the measurement conditions during the FR analysis (pressure and temperature), this pore size of SZ leads to Knudsen numbers between approx. 270 and 630, hence clearly in the Knudsen regime.
| Details | Results |
|---|---|
| Bulk density/g cm−3 | 1.05 |
| Particle density/g cm−3 | 2.70 |
| Skeletal density/g cm−3 | 4.33 |
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| Fig. 3 Cumulative distribution curve (left axis of ordinate) and histogram (right axis of ordinate) of particle diameters of a SZ sample. | ||
The pressure range relevant for the FR investigation is approx. 2.5 kPa. This is a compromise between the technical resolution of the equipment and the steepest possible (and ideally linear) range of the isotherms. Comparing the initial slopes of the isotherms, it is noticeable that the adsorption isotherms of the C4 alkanes are quite similar to each other, even though they differ in terms of their loading as they progress.
The adsorption isotherm of neopentane with SZ of a second grain fraction is shown in Fig. 5. With regard to the final loading of more than 10 cm3 (STP) g−1 at a pressure of 100 kPa, this adsorptive ranks in the order of magnitude of n-butane. The shape of the isotherm curve (and thus also the gradient in the very low pressure range) is also similar to that of the C4 alkanes.
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| Fig. 6 DRIFT spectra of SZ before adsorption, with adsorbed propane, with adsorbed propane after purging and after desorption at 35 °C. | ||
The spectra in Fig. 6 clearly show the changes during adsorption in several wavelength ranges: On the one hand, the hydroxyl region at higher wavenumbers between 3800 and 3400 cm−1, which can be assigned to the terminal OH groups of the sulfated tetragonal ZrO2 surface, is red shifted and the band shape changes to a broader band without a clear maximum. In addition, the disulfate band at approx. 1400 cm−1 is shifted to lower wavenumbers and clearly indicates the adsorption of propane on the SZ surface. After purging with nitrogen, this band is still shifted, indicating chemisorption. The spectrum after desorption by heating up to 400 °C corresponds again to the initial spectrum; propane was completely desorbed.
Fig. 7 illustrates in more detail the active band in isomerization catalysis, e.g., the disulfate band at 1400 cm−1, before and after adsorption for all alkanes.19 This band, which is recognized by its characteristic double band structure, is related to the vibration of the S
O stretching mode and plays a central role in the adsorption process of n-butane.25 Moreover, depending on the mechanisms, other alkanes may also adsorb here. During adsorption, the band shifts to lower wavenumbers (red shift) and its intensity decreases. Even after saturation of the surface and removal of physically adsorbed alkanes, this change remains, which clearly indicates chemisorption of the alkanes to this structural group.
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| Fig. 7 DRIFT spectra of sulfate band region at around 1400 cm−1 of pure SZ before adsorption and SZ with adsorbed ethane, propane, n-butane, iso-butane, and neopentane. | ||
All alkanes show a red shift of the disulfate band, however with slight differences. While ethane, propane, and iso-butane show a slight shift in the sulfate band, n-butane and neopentane exhibit a greater red shift. Nevertheless, it can be concluded that all alkanes possess a quite similar adsorption behavior. It can be assumed that adsorption is stronger with increasing chain length.18,26 This correlation is currently being investigated and verified with theoretical calculations and will be further discussed in a subsequent paper.
The sample configuration used was a packed bed of coarser grains of SZ interwoven with stainless steel wool. The FR transparency of this wool was confirmed by an FR measurement with n-butane in advance.
In order to identify bed effects, the SZ sample was compressed into tablets and analyzed under the same conditions as the bed configuration. Analog pressure responses were obtained in comparison to the tests with grain size fractions, which led to the conclusion that bed effects are not to be expected with the present method.
The FR spectra of SZ/argon, MCM-41/nitrogen, MCM-41/methane, and stainless steel wool/n-butane are compiled in the Supplementary Information. Furthermore, a replicate run of SZ/propane can be found there, which proves the qualitative repeatability of the FR measurements.
The FR measurements of sulfated zirconia resulted in monomodal curves of the characteristic functions (see Fig. 8): only a single resonance peak occurs in the form of an inflection point of the in-phase function and a maximum of the out-of-phase function. In terms of the “detection window” which the present method spans with its individual frequency range, one can interpret this as follows: (i) a single mass transfer process is resonating or (ii) multiple independent processes are resonating, but their time constants (reciprocal of the resonance frequency) are sufficiently similar resulting in a joint FR peak. Reyes et al. extended these scenarios by a third option:11 in the case of a mesoporous material, a monomodal shape of the FR curves can also result from coupled diffusion and adsorption phenomena. To this end, they developed a theoretical model based on a transfer function that considers the following limiting cases:
• Diffusion rate » adsorption rate: decoupling of diffusion and adsorption leads to two separate FR peaks (resonance of diffusion at high frequencies, resonance of adsorption at low frequencies)
• Diffusion rate « adsorption rate: resonance peaks overlap so that FR spectrum resembles a pure diffusion spectrum (leading to a diffusion-like spectrum), “apparent” diffusion coefficient is obtained.
A pure diffusion spectrum is typically characterized by the in-phase and out-of-phase curves approaching each other asymptotically in the high frequency range.16 In a characteristic adsorption FR spectrum, the curves ideally intersect at the maximum of the out-of-phase curve.4 An intermediate scenario between the two limiting cases of the coupled model is characterized by comparable diffusion and adsorption rates, both contributing considerably to the frequency response of the system. Reyes’ model follows the principle whereby in materials with mesopores and a high specific surface area, a distinction can be made between the intracrystalline gas phase and the adsorbed phase – in contrast to microporous systems. The adsorption process is considered to follow Langmuir's kinetic.
![]() | (1) |
![]() | (2) |
For the model equations – as for the rest of the study – the primary references should be sought. The diffusion time constant τ = R2/D (with characteristic radius R of the spherical particle and effective diffusion coefficient Deff in this case), the capacity value K and S as an additional constant of the in-phase component are obtained as fit parameters. S can be interpreted as adsorption/desorption process occurring fast and simultaneously to diffusion28,29 or it is considered as an additional intercrystalline diffusion process.16,30
Fig. 8 summarizes the FR spectra of SZ in interaction with ethane, propane, iso-butane, n-butane, and neopentane along with the fits of Yasuda's diffusion model. The resulting parameters can be found in Table 3.
| Samples | Yasuda's diffusion model | From isotherms | Reyes’ model: diffusion and adsorption coupled | ||||||
|---|---|---|---|---|---|---|---|---|---|
| τ/s | K/— | S/— | Deff/m2 s−1 | Kiso/— | D/m2 s−1 | Kg/— | kr/s−1 | KS/— | |
| SZ/ethane | 1.34 | 0.03 | 2.3 × 10−2 | 1.3 × 10−8 | 0.03 | ||||
| SZ/propane | 2.69 | 0.18 | 2.5 × 10−12 | 6.4 × 10−9 | 0.12 | 6.4 × 10−7 | 1.0 × 10−3 | 20 | 0.16 |
| SZ/iso-butane | 4.32 | 0.31 | 6.9 × 10−22 | 4.0 × 10−9 | 0.29 | 4.8 × 10−7 | 1.2 × 10−3 | 36 | 0.29 |
| SZ/n-butane | 428 | 0.31 | 5.6 × 10−2 | 4.0 × 10−11 | 0.32 | ||||
| SZ/neopentane | 785 | 0.27 | 8.8 × 10−3 | 4.2 × 10−11 | 0.28 | ||||
The intensity of the FR signal (indicated by the value of the in-phase function, idealized at a frequency of 0 Hz) corresponds in this case to the sum of K and S. K is proportional to the slope of the isotherms in the relevant pressure range of the FR measurement.10,16 This value represents the storage capacity of the adsorbent for the respective type of adsorptive. In order to check the applied model for plausibility, the coefficient K can be compared with the corresponding value Kiso determined from the gradient of the isotherms at the respective point of the measurement pressure (see Table 3). Except for SZ/propane, these values coincide in good approximation, which allows the conclusion that the diffusion model according to Yasuda captures the mass transfer processes taking place in the grains of sulfated zirconium dioxide to a high degree – on the basis of an effective intraparticle diffusion coefficient Deff. This diffusion coefficient was calculated by using the actual median particle size, since nearly spherical grains of sulfated zirconia are used (median circularity 0.87) and the condition of an idealized spherical geometry of the adsorbent is thus considered to be fulfilled. Since the theoretical Knudsen diffusion coefficients lie within 3.3–5.1 × 10−7 m2 s−1 under the prevailing conditions, it is striking that the diffusivities obtained lie outside the Knudsen regime. This may be plausible in so far as intraparticle diffusion processes in mesopores are formally expected in the Knudsen regime, but with Yasuda's model, effective diffusivities are obtained. DRIFTS proved chemisorption phenomena in the investigated solid/gas systems, as a “regeneration” of the relevant IR bands of SZ by desorption was only possible at high temperatures. Such strong adsorption effects may inhibit intraparticle mass transfer or result in significantly lower diffusion coefficients if an integral analysis of the FR response is performed. Another key factor here is the tortuosity of the SZ sample. The actual pore size distribution and pore network effects affect the diffusion within the pore network. However, this aspect should only be determined on the basis of extensive tests, since tortuosity values and correction factors are subjects of scientific discourse.31–33
The factor S from Yasuda's model is extremely low for the systems SZ/propane and SZ/iso-butane. These combinations also result in characteristic FR functions that deviate from the typical shape of a pure diffusion spectrum, and they show a noticeable deviation of the theoretical model from the data points in the area of the resonance peak. A potential intersection of the curves cannot, by nature, be depicted by Yasuda's diffusion model, but could be taken as an indication for the influence of adsorption. For this reason, the coupled adsorption and diffusion FR model according to Reyes11 was applied as a second option to all spectra: A transfer function (H(iω) with the angular modulation frequency ω), which takes into account adsorption and diffusion as a dynamic and a capacity parameter each, was curve-fitted to the in-phase and out-of-phase functions according to eqn (3) and (4) as real part (RRF, real response function) and imaginary part (IRF, imaginary response functions) respectively:
![]() | (3) |
![]() | (4) |
The fit parameters obtained here are D (intraparticle diffusion coefficient), Kg (capacity of the intraparticle gas phase following ideal gas law), KS (adsorption capacity) and kr (adsorption relaxation frequency), see Table 3. For SZ/ethane, SZ/n-butane, and SZ/neopentane, the application of the “diffusion-like” limiting case of the model is appropriate, which results in nearly identical values as from Yasuda's model, as long as an additive constant is also introduced here. Consequently, the diffusive character predominates in these measurements. For SZ/propane and SZ/iso-butane, the coupled model captures the intersection of the in-phase and out-of-phase functions (Fig. 9), thus providing a better representation of the qualitative curve shape of the characteristic functions. In contrast, the modeling of the response in the low frequency range is poorer. It should be noted that Reyes et al. only investigated a frequency range starting from 0.1 Hz. The lower frequency range of mesoporous materials has not yet been explored using VSFR and requires more in-depth investigations. Low-frequency thermal or instrumental drifts are not assumed to bias the fits; on the one hand, because corresponding blank measurements are included in the evaluation (and thus, effects such as compression heat of the sample gas are eliminated), and on the other hand, because only the frequency of the volume modulation is included in the calculation of the characteristic FR functions, so that disturbances with a frequency other than the primary frequency are not taken into account for the evaluation.
The separation of diffusion and adsorption for SZ/propane and SZ/iso-butane leads to diffusion coefficients D in the Knudsen regime (theoretical values: SZ/propane 4.2 × 10−7 m2 s−1, SZ/iso-butane 3.7 × 10−7 m2 s−1), but also to adsorption capacities KS, which in turn correspond well with the Kiso values from the isotherms.
The reasons why the adsorption character is more pronounced for SZ/propane and SZ/iso-butane than for the other systems investigated, when chemisorption was found to occur for all combinations, could not be clarified within this study. The aim was firstly to determine whether mesoporous materials are accessible with the existing apparatus and whether available models are able to provide reasonable conclusions about interparticle mass transfer processes. Both discussed models provide values whose feasibility was confirmed by the capacity values. While effective diffusion coefficients are obtained with Yasuda’s diffusion model, Reyes’ model allows the separate detection of adsorption and diffusion in the intraparticle gas phase, which leads to diffusion coefficients in the Knudsen regime.
In order to carry out the frequency response measurement, it was necessary to compact the sample material into coarse grains and sieve it to a specific grain fraction. Sieves of 150 and 250 µm or 250 and 300 µm were used for this purpose. The actual particle size diameter (median) and particle shape parameters of a grain fraction were determined by light scattering in combination with dynamic image analysis in water (Bettersizer S3 Plus) by 3P Instruments GmbH, Germany.
The particle density was determined via mercury porosimetry (Poremaster 60-GT, Quantachrome, USA) by 3P Instruments GmbH, Germany, and the skeletal density via helium pycnometry (AccuPyc II 1345, Micromeritics GmbH, Germany).
Gases of purity 2.0 (neopentane, Linde GmbH, Germany), 2.5 (iso-butane and n-butane, both Linde GmbH, Germany), 3.5 (ethane and propane, both Messer Industriegase GmbH, Germany), 4.5 (methane, Messer Industriegase GmbH, Germany), and 5.0 (argon, Messer Industriegase GmbH, Germany, helium and nitrogen, both Nippon Gases Deutschland GmbH, Germany) were used for the measurements.
The Brunauer, Emmett, and Teller (BET) model was applied to the adsorption isotherm of nitrogen at −196 °C to obtain the specific surface area of the SZ sample.36 In order to determine the pore volume, the relationship known as the Gurvich rule was used.37 For the mesopore analysis, the method according to Barrett, Joyner, and Halenda (BJH) was applied.38
Each FR measurement requires a corresponding blank measurement in which no adsorbent is used, in order to exclude effects of device-specific artifacts and instrumental delays on the measurement result.
As sample configuration, the grains of SZ were used as a bed, which was interspersed with stainless steel wool (Rakso, stainless steel wool fine, Oscar Weil GmbH, Germany). The benefit of using stainless steel wool comes from affecting the porosity of the bed in a negligible way, but favoring the transport of potentially emerging adsorption heat, allowing isothermal conditions to be assumed. The FR tests were carried out at a pressure of approx. 2.5 kPa at a temperature of 35 °C.
A Python script based on NumPy was used to obtain the characteristic FR functions from the measured pressure response by means of Fourier transform.40 For the curve fitting using the non-linear least squares curve fitting method, a Python script based on SciPy was programmed.41
For this purpose, sulfated zirconia (SZ) was selected as a demanding heterogeneous catalyst and short-chain alkanes (ethane, propane, iso-butane, n-butane, and neopentane) were chosen as adsorptives. Sulfated zirconium dioxide was synthesized and thoroughly characterized. DRIFTS measurements, in which the alkanes were individually adsorbed in situ and then desorbed by purging and heating, indicated chemisorption effects.
In addition, FR tests were carried out with SZ and the alkanes. A fixed bed of coarse grains of SZ interspersed with stainless steel wool was used as sample configuration. All frequency response tests resulted in monomodal characteristics FR curves. The FR spectra were examined in more detail using two models. It was found that a basic diffusion model describes the occurring mass transfer processes to a high degree by means of an effective intraparticle diffusion coefficient. For the cases SZ/ethane, SZ/n-butane, and SZ/neopentane, the diffusion character was prevalent, but for SZ/propane and SZ/iso-butane the FR spectra showed features typical for adsorption, whereupon the model according to Reyes et al. was applied. By separately considering the intraparticle gas phase in the mesopores and the adsorbed phase with their own capacity and dynamic terms each, it was possible to distinguish between adsorption and diffusion in these systems. Modeling the relevant resonance peaks was qualitatively improved by this model in comparison to the simplified diffusion model, and diffusivities in the Knudsen regime were obtained. The comparison with the capacity value derived from the adsorption isotherms confirmed the plausibility of all modeling cases.
The presented approach offers a promising entry in the field of studying diffusion and adsorption processes in mesoporous catalysts such as sulfated zirconia by FR and DRIFTS. Systematic test series for a more detailed characterization of the mass transfer processes of gases taking place in SZ and other mesoporous solids are to be carried out in the future using the methodology presented.
The Parallel Contribution of Gas and Surface Diffusion Processes in Pores Extending from the Mesoporous Region into the Microporous Region, J. Phys. Chem. B, 2000, 104, 5750–5761 CrossRef CAS.| This journal is © the Owner Societies 2026 |