Introduction

The calculation of thermal endurance and the estimation of the catalyst lifetime at certain temperatures are problems of high interest for the catalysts used in practice. For this purpose, a standard method based on thermogravimetric data is used. The calculation of catalyst’s lifetime with high degree of confidence needs reliable values for activation energy. The model-free isoconversional methods represent a solution because the model-free analysis has as main advantages: the simplicity and the avoidance of the errors connected with the selection of a kinetic model [1].

Thus, the activation energy values calculated with respect to [2] that complies with such exactingness owing to the clear rules for: the sample shape, the experimental procedure and the calculation course based on Flynn–Wall isoconversional method (integral model-free) [3, 4]. Also, the activation energies were calculated with Friedman isoconversional method (differential model-free) for checking, because this provides more accurate values of activation energies compared with the integral model-free methods, which could give significant errors in the determination of the activation energy [1, 5, 6].

The tungstophosphoric acid, H3[PW12O40]·H2O (H3PW) and its Cs acidic salts, pure or doped with Cu, Fe, Ni, Co, Pd, Pt and Rh, are the most known heteropoly compounds with application in catalysis [715]. The thermal decomposition of the H3PW and some of its acidic Cs salts, pure or doped with Pd, occurs through the constitutive water release that was formed of the protons and the oxygen from the [PW12O40]3− (Keggin unit—KU) having as result the loss of acid centers (protons) [16, 17]. Thus, deactivation of these catalysts could be the effect of protons loss or their blocking with strong chemisorbed species and carbonaceous deposit [1821]. Therefore, in this work, the processes of constitutive water release of H3PW and some of its acidic Cs salts, pure and doped with Pd, were studied in details and their activation energy was found with integral and differential isoconversional method. Based on the activation energy of constitutive water release, the lifetime was determined according to [22].

Materials and methods

Samples preparation

The cesium salts of H3[PW12O40]·H2O (H3PW) were prepared by precipitation from an 0.1 M aqueous solution of the parent acid (Merck, p.a., x = 13 H2O) adding drop by drop the required stoichiometric quantity of cesium nitrate as 1 M aqueous solution under stirring. The pH was kept under 1.5 during all syntheses. The suspensions were heated at 333–343 K under stirring until a paste was obtained. After, the samples were heated up to 523 K and were kept at this temperature 1 h, in air atmosphere, for nitrate anion total decomposition. Finally, the solid samples with the general formula CsxH3−xPW·yH2O, where x = 1, 2 and 2.5, were obtained.

The CsxH3−xPW·yH2O doped with 0.25 Pd atom/KU was prepared as follows: The 0.1 M aqueous solution of Pd(NO3)2 was added into the H3PW·13H2O solution of 0.1 M in the ratio 1:4 and after that, the required stoichiometric quantity of cesium nitrate as 1 M aqueous solution was poured drop by drop under stirring. The suspension of precipitate was heated at 333–343 K under stirring until a paste was obtained. The same procedure for drying and total decomposition of nitrate anion from samples was used.

The H3PW·6H2O doped with 0.25 Pd atom/KU was obtained by heating at 333–343 K under stirring the 0.1 M aqueous solutions of Pd(NO3)2 and H3PW·13H2O in the 1:4 ratio until a paste was formed. The samples were shaped up with the procedure described previously for drying and total decomposition of nitrate anion.

All synthesized compounds were characterized by FTIR, XRD and TG–DTA.

Fourier transform infrared (FTIR) analysis

The FTIR absorption spectra were recorded with a Jasco 430 spectrometer (spectral range 4000–400 cm−1 range, 256 scans and resolution 2 cm−1) equipped with Ge/KBr window.

Before each measurement, the samples were kept in air until constant mass was reached and the samples were pelletized with KBr. The FTIR spectra were taken at room temperature in air atmosphere.

XRD analysis on powder

Powder X-ray diffraction patterns were obtained with a Bruker D8 Advance diffractometer using the CuKα radiation (Ni filter on the diffracted beam, 40 kV and 40 mA) in a Bragg–Brentano geometry, with Soller and fixed slits and a NaI (Tl) scintillation detector, at angles within the range of 2θ = 5°–60°.

Thermal analysis

Thermal analysis was carried out using a TGA/SDTA 851-LF 1100 Mettler Toledo apparatus. The samples with mass of about 10–50 mg were placed in alumina crucibles of 150 μL. The measurements were performed in dynamic air atmosphere with the flow of 50 mL min–1, by heating of samples with 10 K min−1 from 298 K up to 573 K, followed by an isothermal heating at 573 K for 60 min and a final heating with 2.5, 5, 7.5 and 10 K min−1 between 573 and 923 K with the purpose of the activation energies calculation.

The checking of the lifetime’s prediction was carried out by the heating of samples of pure and Pd-doped H3PW up to 623 K with 10 K min−1 and keeping these at 623 K for a time calculated to reach at 10 % conversion. The synthetic air with composition 80 % N2 and 20 % O2, free of CH compounds and nitrogen of 4.6 purity class was supplied from Linde.

Results and discussion

Structural characterization by FTIR and XRD

The synthesized heteropoly compounds—HPCs consist of KUs. The molecular structure of KU is considered as primary structure of HPCs. The IR spectra of KUs contain characteristic vibration bands like a true finger print: –νasP–Oi–W, 1080–1081; –νasW–Ot, 976–995; νasW–Oc–W, 890–900; –νasW–Oe–W, 800–810 cm−1 [23]. Weaker absorption bands due to δ (P–O–P) and νs (W–O–W) appeared at 596 and 525 cm−1, respectively [24]. A large band 3000–3400 cm−1 is assigned to crystallization hydrogen-bonded water and to hydrogen-bond vibrations (hydrogen bonds formed between neighboring KUs). The other two bands in relation to water molecule vibration (1710–1720 and 1618 cm−1) are assigned to δ vibrations of protonated water (hydroxonium ions, H3O+ or H5O2 +)and to δ vibrations of nonprotonated water molecules , respectively [25, 26]. The registered FTIR spectra show the presence of the specific absorption bands for KUs in the H3PW and its Cs salts and in the Pd-doped heteropoly compounds also, as can be observed from Fig. 1.

Fig. 1
figure 1

FTIR spectra of H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and PdH2.5PW and PdCsxH2.5−xPW, where x = 1, 2 and 2.5

No significant differences between the FTIR spectra for H3PW and its Cs salts and the spectra of the same heteropoly compounds doped with Pd were observed; therefore, it could be concluded that Pd does not affect significant the KU structure.

The FTIR spectra of samples heated at 873 K for 1 h show the complete disappearance of specific KU absorption bands for H3PW and Pd-doped H3PW and an increase of intensity for these bands with higher Cs/KU ratio (see Fig. 2). This means that only KUs of H3PW are destroyed at this temperature and by the increasing of the Cs/KU ratio, the amount of KUs of Cs3PW also increases, as it will be demonstrated further by the XRD and the thermal analyses.

Fig. 2
figure 2

FTIR spectra of the samples after calcination at 873 K, 1 h, in air atmosphere: H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and PdH2.5PW and PdCsxH2.5−xPW, where x = 1, 2 and 2.5

The H3PW·6H2O and their Cs salts have crystal structure of cubic Pn3m symmetry according to literature [2527]. The synthesized H3PW·6H2O and its Cs acidic salts and Pd-doped H3PW·6H2O and its Cs acidic salts show close X-ray diffraction spectra as can be seen in Fig. 3.

Fig. 3
figure 3

X-ray diffraction patterns of H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and PdH2.5PW and PdCsxH2.5−xPW, where x = 1, 2 and 2.5

All HPCs containing Cs show larger widths of diffraction maxima and a shifting to higher angles at the same time with the increases in the content of Cs. However, the diffraction maxima from smaller angles of 2θ = 10.3 and 14.6 are reduced drastically for HPC containing Pd. Therefore, Cs+ and Pd2+ exercise a significant influence over the secondary structure only, because IR characteristic bands remain practically unchanged.

The analysis of the X-ray diffraction spectra from Fig. 3, by comparing with the spectra of Fig. 4, shows only the presence of the characteristic diffraction maxima for H3PW·6H2O and Cs3PW. The files 00-050-304 for H3PW·6H2O and 00-050-1857 for Cs3PW have found in the diffractometer’s database.

Fig. 4
figure 4

X-ray diffraction lines for the main planes of reflections from H3PW·6H2O and Cs3PW according to 00-050-304 file and 00-050-1857 file, respectively

The X-ray diffractograms of samples heated at 873 K are showed in Fig. 5. For identification of existent phases, these spectra have been compared with the most likely files of HPCs and oxides using the diffractometer’s database and literature data.

Fig. 5
figure 5

X-ray diffraction patterns of H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and PdH2.5PW and PdCsxH2.5−xPW, where x = 1, 2 and 2.5, after calcination at 873 K, 1 h, in air atmosphere

The main lines of the X-ray files found in the spectra of Fig. 5 belong to WO3 (00-004-5867 file plotted in Fig. 6) and Cs3PW according to 00-050-1857 file. The results confirm the TG–DTA analyses and the IR investigations: the H3PW was decomposed totally to corresponding oxides and the WO3 was crystallized, because the H3PW heated at 873 K gives a spectrum similar to the spectrum corresponding to tetragonal WO3 [28, 29]. The tetragonal WO3 is present also in the spectra of acidic salts as a result of its partial decomposition, because its main characteristic line (100) can be observed in these spectra. The intensities of this diffraction line decrease with respect to Cs/KU ratio increases. The main reflections lines of the Cs3PW were observed, and their intensity increases for higher Cs/KU ratio. In the same time, the H3PW’s diffraction lines disappear practically.

Fig. 6
figure 6

X-ray diffraction lines for the main planes of reflections from Cs3PW, WO3 and PdO according to 00-050-1857 files

WO3 and PdO, both crystallized in tetragonal form, give close reflection lines, so PdO presence can be proved only by the comparison of the ratios between the heights for the same two peaks of pure and Pd-doped HPCs. Thus, the height of the peak at 2θ = 33.506 (I 111 = 42.5) was divided by the height of the peak at 2θ = 23.754 (I 110 = 100), which is the characteristic of WO3. The ratio I 111/I 110 from spectra corresponding to heated samples at 873 K for HPCs containing Pd is higher than for undoped HPCs, because the intensity for the peak at 2θ = 33.506 was increased owing to superposition of the peak at 2θ = 33.855 (I 101 = 100) belonging to PdO [17]. This is a proof of PdO formation at thermal decomposition of Pd-doped HPCs.

Thermal analysis

The thermal curves of decomposition for all synthesized compounds and all heating rates, without the isothermal segments at 573 K, can be seen in Figs. 7 and 8.

Fig. 7
figure 7

The thermal curves of decomposition for H3PW and CsxH3−xPW, where x = 1, 2 and 2.5: TG (1a4a), DTG (1b4b) and DTA (1c4c)

Fig. 8
figure 8

The thermal curves of decomposition for PdH2.5PW and PdCsxH2.5−xPW, where x = 1, 2 and 2.5: TG (1a4a), DTG (1b4b) and DTA (1c4c)

The thermal decomposition of the H3PW·xH2O and its acid Cs salts occurs between 298 K and about 900 K. The final decomposition temperature depends on the composition and the used heating rate. Thus, the thermal analysis of the H3PW·xH2O shows the loss of water in three steps. The first one corresponds to the loss of the physically adsorbed water and the water molecule bound by weak hydrogen bonds (about 6–8 H2O molecules/KU) in the temperature range of 298–383 K. The second step corresponds to the water molecules from H5O +2 expelled in the range of 383–573 K corresponding to H3PW·6H2O dehydration. The third step is the constitutional water loss, over 573 K [the water formed of the protons and the oxygen of the [PW12O40]3−]. The water molecules bound by weak hydrogen bonds and the water molecules of H5O +2 are considered as crystallization water. The TG–DTA experiments have shown the complete elimination of the physically adsorbed water and the crystallization water from H3PW·xH2O after isothermal heating at 573 K for 1 h (this segment of isothermal heating is not shown in Figs. 7, 8).

The decomposition of Cs1H2PW·5H2O and Cs2HPW·5H2O owing to the loss of water in three steps also can be observed on TG curves, and the maxima rates for these steps are evidenced on the DTG curves. In the Cs2.5H0.5PW case, the second step (the water bonded as H5O +2 ) could be observed just a shoulder on the DTG curve. The peak size corresponding to constitutive water loss on DTG curve is diminished strongly as result of Cs/KU ratio increasing, this means lower H+/KU ratio. On the other hand, a high content of physically adsorbed water (probable water of pores, which is removed at lower temperature as the water molecules bond of H+) was evidenced for the salts with higher specific surface area, Cs2HPW·4–5H2O and Cs2.5H0.5PW·6–8H2O [16].

The final process of WO3 crystallization gives exothermal peaks on DTA curves for H3PW and Cs1H2PW, only shoulders for Cs2HPW and shows no significant thermal effect for Cs2.5H0.5PW.

Generally, the thermal decomposition of Pd-doped HPCs occurs in the same manner, but at lower temperature than corresponding undoped HPCs as it ensues from thermal curves showed in Fig. 8.

On the other hand, the acidic salts can be written down as mixture of H3PW and Cs3PW, thus: \( 6{\text{Cs}}_{2.5} {\text{H}}_{0.5} {\text{PW}} = 1{\text{H}}_{3} {\text{PW}} + 5{\text{Cs}}_{3} {\text{PW}}, \, 3{\text{Cs}}_{2} {\text{HPW}} = 1{\text{H}}_{3} {\text{PW}} + 2{\text{Cs}}_{3} {\text{PW}}, \, 3{\text{CsH}}_{2} {\text{PW}} = 2{\text{H}}_{3} {\text{PW}} + 1{\text{Cs}}_{3} {\text{PW}} \) and as general formula: \( {\text{Cs}}_{\text{x}} {\text{H}}_{{3 - {\text{x}}}} {\text{PW}}\cdot y{\text{H}}_{2} {\text{O}} = \left( {1 - x/3} \right){\text{H}}_{3} {\text{PW}} + {\text{Cs}}_{\text{x}} \left[ {\text{PW}} \right]_{{{\text{x}}/3}} \) [16]. The Pd-doped \( {\text{Cs}}_{\text{x}} {\text{H}}_{{3 - {\text{x}}}} {\text{PW}}\cdot y{\text{H}}_{2} {\text{O}} \) is a mixture of H3PW, Cs3PW and PdHPW based on the experimental data, and their composition could be described by general formula: \( 6{\text{Pd}}_{0.25} {\text{Cs}}_{\text{x}} {\text{H}}_{{2.5 - {\text{x}}}} {\text{PW}}\cdot y{\text{H}}_{2} {\text{O}} = 1.5{\text{PdHPW}} + \left( {4.5 - 2x} \right){\text{H}}_{3} {\text{PW}} + 2{\text{xCs}}_{3} {\text{PW}} \) [17].

All the experimental observations and previous assumptions lead to the conclusion that only the KUs belonging to H3PW or PdHPW were decomposed to oxides as result of constitutive water release over 573 K.

The mass loss between 573 and 923 K gives very close values to the theoretical ones for the content of constitutive water for the prepared HPCs, excepting the Pd0.25CsxH2.5−xPW for x = 2.5, which has to be a neutral salt according this general formula, but the calculation gives the Pd0.25Cs2.5H0.25PW formula.

Based on these observations and on the thermal analyses results, the main decomposition processes of H3PW·xH2O and CsxH3−xPW·yH2O and Pd 0.25H2.5PW·6H2O and Pd0.25CsxH2.5−xPW·yH2O are described by the next relations:

$$ {\text{H}}_{3} {\text{PW}}_{12} {\text{O}}_{40} \cdot x{\text{H}}_{2} {\text{O}}\mathop{\longrightarrow}\limits_{ - {\text{xH}}_{2} {\text{O}}}^{{298 - 573\,{\text{K}}}}{\text{H}}_{3} {\text{PW}}_{12} {\text{O}}_{40} \mathop{\longrightarrow}\limits_{ - 1/2{\text{H}}_{ 2} {\text{O}}}^{{573 - 923\,{\text{K}}}}12{\text{WO}}_{3} + 1/2{\text{P}}_{2} {\text{O}}_{5} $$
(1)
$$ \begin{aligned} {\text{Cs}}_{\text{x}} {\text{H}}_{{3 - {\text{x}}}} {\text{PW}}_{12} {\text{O}}_{40} \cdot y{\text{H}}_{2} {\text{O}}\mathop{\longrightarrow}\limits_{ - {\text{yH}}_{2} {\text{O}}}^{{298 - 573\,{\text{K}}}}\left( {1 - x/3} \right){\text{H}}_{3} {\text{PW}}_{12} {\text{O}}_{40} + {x}/3{\text{Cs}}_{3} {\text{PW}}_{12} {\text{O}}_{40} \\ \;\mathop{\longrightarrow}\limits_{ - \left( {3 - {\text{x}}} \right)/2{\text{H}}_{2} {\text{O}}}^{{573 - 923\,{\text{K}}}}{\text{Cs}}_{\text{x}} \left( {{\text{PW}}_{12} {\text{O}}_{40} } \right)_{{{\text{x}}/3}} + 12\left( {1 - x/3} \right){\text{WO}}_{3} + \left( {1 - x/3/2} \right){\text{P}}_{2} {\text{O}}_{5} \\ \end{aligned} $$
(2)
$$ \begin{aligned} 4{\text{Pd}}_{0.25} {\text{H}}_{2.5} {\text{PW}}_{12} {\text{O}}_{40} \cdot 6{\text{H}}_{2} {\text{O}}\mathop{\longrightarrow}\limits_{ - 6{\text{H}}_{2} {\text{O}}}^{{298 - 573{\kern 1pt} {\text{K}}}}{\text{PdH}}_{2.5} {\text{W}}_{12} {\text{O}}_{40} + 3{\text{H}}_{3} {\text{PW}}_{12} {\text{O}}_{4} \\ \;\mathop{\longrightarrow}\limits_{ - 5{\text{H}}_{2} {\text{O}}}^{{573 - 923\,{\text{K}}}}{\text{PdO }} + 48{\text{WO}}_{3} + 2{\text{P}}_{2} {\text{O}}_{5} \\ \end{aligned} $$
(3)
$$ \begin{aligned} 6{\text{Pd}}_{0.25} {\text{Cs}}_{\text{x}} {\text{H}}_{{2.5 - {\text{x}}}} {\text{PW}}_{12} {\text{O}}_{40} \cdot {\text{yH}}_{2} {\text{O}}\mathop{\longrightarrow}\limits_{ - {\text{yH}}_{2} {\text{O}}}^{{298 - 573\,{\text{K}}}} \, 1.5\,{\text{PdHPW}}_{12} {\text{O}}_{40} + (4.5 - 2x){\text{H}}_{3} {\text{PW}}_{12} {\text{O}}_{40} \\ \; + 2x{\text{Cs}}_{3} {\text{PW}}_{12} {\text{O}}_{40} \mathop{\longrightarrow}\limits_{ - 3\left( {2.5 - {\text{x}}} \right){\text{H}}_{2} {\text{O}}}^{{573 - 923\,{\text{K}}}}1.5{\text{PdO}} + 2x{\text{Cs}}_{3} {\text{PW}}_{12} {\text{O}}_{ 4 0} + 12(6 - 2{x}){\text{WO}}_{3} + 3{\text{P}}_{2} {\text{O}}_{5} \\ \end{aligned} $$
(4)

The kinetics for constitutional water loss was studied using the Standard Test Method for Decomposition Kinetics by Thermogravimetry [2]. The segments of TG curves for nonisothermal heating from 573 to 923 K (see Fig. 9) were used to determine the absolute temperatures at constant conversion-α, for the range of constant conversion values from 5 to 20 %, with the interval of 5 %.

Fig. 9
figure 9

The curves of constitutive water loss at the heating rate of 2.5, 5, 7.5 and 10 K min−1 for H3PW and Pd0.25H2.5PW

The activation energy was calculated with the next equation [2]:

$$ E = - \left( {R/b} \right)\Delta \left( {\log\upbeta} \right){/\Delta }\left( {T^{ - 1} } \right), $$
(5)

The symbols used have the following definitions:

R—gas constant, 8.314 Jmol−1 K−1), b—approximation derivative, 0.457 for the first iteration, β—heating rate/K min−1, T—temperature/K at constant conversion, ∆(log β)/∆(T −1) = the slope of the Arrhenius plot for log β function of 1/T of constant conversion data.

According with this method, the calculation of E was repeated with the new value for b selected from the numerical integration constants table [2] function of the value for E/RT c (T c—temperature at constant conversion for the heating rate closest to the midpoint of the experimental heating rate, 5 K min−1 in our case) until the value for the activation energy changes by less 1 %. This last value is named refined activation energy—E r.

The pre-exponential factor, A, was calculated with the Eq. (6):

$$ A = - \left( {\upbeta^{{\prime }} /E_{\text{r}} } \right)R\ln \left( {1 -\upalpha} \right) \, 10^{\text{a}} , $$
(6)

The new symbols used have the following definitions:

β′—heating rate nearest the midpoint of the experimental heating rate, 5 K min−1, E r—refined activation energy, a—approximation integral from the numerical integration constants table [2].

The results of these calculations are showed in the Table 1.

Table 1 Apparent activation energy—E a (kJ mol−1) for H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, calculated by ASTM E 1641-04 method (E A) and by Friedman method (E F)

The precision of the E a calculation depends on the quality of the linear fit for the points of constant conversion with coordinates (T −1, log β), as the slope (∆(log β)/∆(T −1)) for their regression line is one of the factors in Eq. (5), so the correlation coefficient R 2 describes also the precision for the found E r values.

Figure 10 shows a typical diagram used for calculation of the activation energy and pre-exponential factor by ASTM E 1641-04 method.

Fig. 10
figure 10

The plot of log β versus inverse temperature (T −1) at α = constant (5, 10, 15 and 20 %) for H3PW and Pd0.25H2.5PW

The other way used for calculation of activation energy was the differential isoconversional method suggested by Friedman [5] based on the relation:

$$ \ln (\upbeta\,{\text{d}}\upalpha/{\text{d}}T) = \ln A + \ln (1 -\upalpha) - E_{\text{a}} \left( {RT} \right)^{ - 1} , $$
(7)

β—heating rate, K min−1, A—pre-exponential factor, R—gas constant, 8.314 J mol−1 K−1.

The plot of ln(β dα/dT) vs. (T −1), for α = constant and for a several heating rates, gives straight lines with the slope = E a/R.

A typical figure for the E a calculation by differential isoconversional method (Friedman) is showed in Fig. 11.

Fig. 11
figure 11

The plot of ln (β*dα(dT)−1) versus inverse temperature (T −1) at α = constant (5, 10, 15 and 20 %) for H3PW and Pd0.25H2.5PW

The apparent activation energies for constitutive water release from acidic HPCs by both methods (ASTM E 1641-04 and Friedman) are summarized in the Tables 1 and 2.

Table 2 Apparent activation energy—E a (Kj/mol) for Pd0.25H2.5PW and Pd0.25CsxH2.5−xPW, where x = 1,2 and 2.5, calculated by ASTM E 1641-04 method (E A) and by Friedman method (E F)

The imprecision in calculation of the apparent activation energy is related to the imprecision in the slope value determination: ∆(log β)/∆(T −1) for the ASTM E 1641-04 method and E a/R for Friedman method, and it was calculated on this basis. The limits of imprecision (∆) are given under the Tables 1 and 2.

The differential format of data (dα/dT vs. T) produces high error bars in the energy plot, when it is accompanied of significant baseline noise, giving sharp variations on curves [30]. On the other hand, the application of curve-smoothing procedures may often influence the value of E a [31]. However, good results were obtained choosing carefully the parameters of smoothing, without changing the base shape of curves, only for the samples with lower mass loss, where the influence of noise is important \( ({\text{Cs}}_{2} {\text{H}}_{1} {\text{PW}},{\text{Cs}}_{2.5} {\text{H}}_{0.5} {\text{PW}},{\text{Pd}}_{0.25} {\text{Cs}}_{2} {\text{H}}_{0.5} {\text{PW}}\,{\text{and}}\,{\text{Pd}}_{0.25} {\text{Cs}}_{2.5} {\text{H}}_{0.25} {\text{PW}}) \).

The E a values for the H3PW and Cs1H2PW from Table 1 are very close because the Cs1H2PW’s microstructure consists of mixture with ratio = 2:1 between the H3PW and the Cs3PW, with a core of Cs3PW crystallites covered of H3PW molecules as outer layers [16] having similar secondary structure with the H3PW in bulk as it appears from their X-ray diffraction spectra. The Pd doping causes a drastic decrease of E a because it supports the release of constitutional water by replacing of protons (see Table 2).

The thermal lifetime calculation has regard to the procedure stipulated of Standard Practice for Calculating Thermal Endurance of Materials from Thermogravimetric Data [22] based on the work of Krizanovsky and Mentlik [32]. The Eq. (8) was used to plot the logarithm of estimated thermal life (t f) versus reciprocal of T f:

$$ \log t_{\text{f}} = E/\left( {2.303\,RT_{\text{f}} } \right) + \log \left[ {E/\left( {R\upbeta} \right)} \right]{-}a $$
(8)

t f—estimated thermal life for a given value of α/min, T f—failure temperature for a give value of α/K, a—approximation integral taken from Table 1, ASTM E 1877-00.

To calculate t f, the value for the temperature at the constant conversion point (T c) for a heating rate (β) nearest the midpoint of the experimental heating rates was selected.

This value, along with the Arrhenius activation energy, was used to calculate the quantity E/(R T c) and to select the “a” value in Table 1 [22]. A number of temperatures in the region of the chosen percent mass loss, indicative of failure, were arbitrarily selected, in the mass change curve at the midpoint of heating rate. The logarithm of the thermal life from Eq. (4) was calculated. Finally, the thermal endurance curves were plotted, with thermal life on the ordinate and reciprocal of absolute temperature on the abscissa as can be seen in Figs. 1215.

Fig. 12
figure 12

The decimal logarithm of the lifetime and lifetime (calculated with E a from Table 1) calculated versus reciprocal temperature for the H3PW and some of its acidic Cs salts at α = 10 %

Fig. 13
figure 13

The decimal logarithm of the lifetime and lifetime (calculated with E a from Table 1) versus reciprocal temperature for the Pd-doped H3PW and some of its acidic Cs salts at α = 10 %

Fig. 14
figure 14

The decimal logarithm of the lifetime and lifetime (calculated with E a from Table 2) calculated vs reciprocal temperature for the H3PW and some of its acidic Cs salts at α = 10 %

Fig. 15
figure 15

The decimal logarithm of the lifetime and lifetime (calculated with E a from Table 2) versus reciprocal temperature for the Pd-doped H3PW and some of its acidic Cs salts at α = 10 %

The failure temperature was chosen for α = 10 % from two main reasons:

  • It represents an important loss of active sites (10 %), which in many cases requires the replacement of catalyst; therefore it could be close to a practical application.

  • The apparent activation energy at 10 % conversion is within the range of recommended conversion for the use of ASTM E 1641-04 method, because the value of the calculated activation energy is independent of reaction order only in the early stages of decomposition.

It is worthy to mention that the experimental temperature range (573–923 K) is close to the temperature range of predictions (523–623 K), according to the recommendations stipulated by ICTAC Kinetics Committee [33].

The significant lifetimes of HPCs are obtained for temperatures below 573 K. The lifetime with suitable length for use in practice could be fulfilled of the H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and only in certain cases of Pd-doped H3PW and CsxH3−xPW, where x = 1, 2 and 2.5.

The checking of lifetime prediction was carried out comparing the conversions obtained by heating the samples of H3PW and Pd-doped H3PW at 623 K for the time given in Figs. 1215, when the conversions of 10 % were reached. Their lifetimes determined using E a either calculated with ASTM E 1641-04 or with Friedman method are very close. As consequence, values around 12 % conversions were obtained for both HPCs, but with a difference of 2 % by comparison with the conversion of 10 % expected according to lifetime calculation. This result confirms satisfactorily the calculation of lifetime and implicitly the used values of apparent activation energy.

On the other hand, the imprecisions in determination of activation energies affected strongly the catalysts’ lifetime prediction, because the limit values of apparent activation energies gave a large domain for the lifetimes, as you can see in Table 3. However, the same conclusions could be drawn based on these values for selection of suitable catalysts, as those deduced based on the lifetime calculated with the most probable activation energies.

Table 3 The limits of catalysts’ lifetime calculated on the basis of the imprecision in determination of apparent activation energy (∆) with ASTM1641-04 method—E A and Friedman method—E F

Narrower limits of lifetime prediction need higher accuracy and precision in determination of apparent activation energy, which becomes increasingly easier with the new performant equipment and the new computational methods.

Conclusions

The thermal decomposition of H3PW and some of its acidic Cs salts in pure form and as Pd-doped form consists of water release: physically adsorbed water, hydrogen-bonded water and constitutive water [the water formed of the protons and the oxygen of the (PW12O40)3−]. The constitutive water loss occurs with significant rate over 573 K. The release of constitutive water causes the destroying of Keggin units with formation of corresponding oxides and the loss of acidic catalytic activity. The apparent activation energy—E a for constitutive water release was determined by integral isoconversional method—ASTM 1641-04 and differential isoconversional method—Friedman. The thermal endurance was estimated by comparing the E a for studied HPCs and mainly by their lifetime calculated according to the Standard Practice for Calculating Thermal Endurance of Materials from Thermogravimetric Data (ASTM E 1877-00) with the most reliable E a values.

The Pd-doped HPCs show significantly lower values of E a than pure HPCs. Generally, the E a calculated by Friedman differential method are bigger than those calculated with FW-ASTM 1641-04, except E a value for Cs2.5 H0.5PW. Between the Ea values calculated by the two methods, the greatest differences are observed for α = 5 and 20 %. On this basis and the assumption from ASTM 1641-04 that the value of activation energy is independent of reaction order only in the early stages of decomposition, the E a values for α = 10 % were used for calculation of lifetime. The explanation could be the significant error of mass loss measurement at low conversion (for α ≤ 5 %) and deviation from the assumption that Ea is independent of reaction order in the early stages of decomposition, id est when α > 15 %.

The significant lifetimes of HPCs are obtained for temperatures below 573 K, but lifetime with suitable length for use in practice could be fulfilled of the H3PW and CsxH3−xPW, where x = 1, 2 and 2.5, and only in certain cases of Pd-doped H3PW and Pd-doped CsxH3−xPW, where x = 1, 2 and 2.5.

The checking of lifetime prediction was carried out comparing the conversions obtained by heating the samples of H3PW and Pd-doped H3PW at 623 K for the time at which the conversions of 10 % have to be reached according to the calculations. The values around 12 % conversion obtained for both HPCs confirm satisfactorily the calculation of lifetime and implicitly the used values of apparent activation energy.