Propylene Synthesis: Recent Advances in the Use of Pt-Based Catalysts for Propane Dehydrogenation Reaction

Propylene is one of the most important feedstocks in the chemical industry, as it is used in the production of widely diffused materials such as polypropylene. Conventionally, propylene is obtained by cracking petroleum-derived naphtha and is a by-product of ethylene production. To ensure adequate propylene production, an alternative is needed, and propane dehydrogenation is considered the most interesting process. In literature, the catalysts that have shown the best performance in the dehydrogenation reaction are Cr-based and Pt-based. Chromium has the non-negligible disadvantage of toxicity; on the other hand, platinum shows several advantages, such as a higher reaction rate and stability. This review article summarizes the latest published results on the use of platinum-based catalysts for the propane dehydrogenation reaction. The manuscript is based on relevant articles from the past three years and mainly focuses on how both promoters and supports may affect the catalytic activity. The published results clearly show the crucial importance of the choice of the support, as not only the use of promoters but also the use of supports with tuned acid/base properties and particular shape can suppress the formation of coke and prevent the deep dehydrogenation of propylene.


Introduction
Propylene [1] is the feedstock of strategic materials such as acrolein, polypropylene, acetone, polyacrylonitrile, propylene oxide and other industrial products [2]. The conventional propylene production industrial processes are the fluid catalytic cracking and the naphtha and light diesel steam cracking [3]. The fast consumption of fossil fuels is making conventional propylene production methods unsuitable to meet the growing demand for propylene; therefore, the development of more efficient and economical production methods is a major concern [4]. Innovative methods to produce propylene have been proposed, including the propane dehydrogenation (PDH), the methanol-olefin process and the Fischer-Tropsch olefin process [2]. The development of shale gas [5] extraction methods has generated an abundance of light alkanes, therefore making propane dehydrogenation the best candidate for replacing conventional propylene production processes [6]. Several catalysts and propane dehydrogenation processes have been developed, whose representatives are UOP Oleflex, Lummus Catofin, Linde-BASF PDH, Uhde STA and Snamprogetti-Yarsintez FBD [2]. Currently, Lummus Catofin [7] and UOP Oleflex [8] are mainly used in industrialized devices. The Catofin process uses chromium/aluminumbased catalysts, which show good performance, assuring good stability and high propylene yield and resulting in a propylene selectivity higher than 87% [2]. However, this process has low efficiency due to frequent switching to high-temperature conditions [2]; moreover, chromium is not considered an environmentally friendly catalyst. The Oleflex process uses platinum/aluminum-based catalysts, and the hydrogen produced together with propylene can be used as fuel in the unit; furthermore, the dehydrogenation unit can be integrated with downstream conversion processes [2]. At the moment, therefore, processes using with propylene can be used as fuel in the unit; furthermore, the dehydrogenation unit can be integrated with downstream conversion processes [2]. At the moment, therefore, processes using platinum-based catalysts can provide the highest propylene selectivity, high reaction rate and stability and can be considered more eco-friendly than chromium-based ones. In this review article, a selection of the most recent and relevant articles published in the last three years (2019-2021) on platinum-based catalysts are reviewed, focusing on how both promoters and supports may affect the catalytic activity in terms of deactivation resistance. Although in most cases it is difficult to make a clear distinction between articles dealing with bimetallic systems and support effect, the distribution of articles between sections and paragraphs has been made on the basis of the main conclusions reported in the articles themselves. Furthermore, at the end of the main sections or paragraphs, a summary of the results is provided. Finally, one section focuses exclusively on theoretical studies, while the last two sections focus on some relevant studies on reactor configuration and catalyst regeneration.

The Reaction
Propane dehydrogenation is an equilibrium endothermic reaction (1). The thermodynamic analysis shows that the equilibrium conversion drops exponentially with pressure, so a reduction in hydrocarbon partial pressure can be beneficial to increase the conversion [9]. To reduce the hydrocarbon partial pressure, steam or other inert gases can be used to dilute the reacting mixture; steam is preferred to compensate for the conversion decrease, but an increase in reaction temperature is necessary [9]. Therefore, to obtain high propane conversions, high operating temperatures (800-950 K) are required.
C3H8 ⇆ C3H6 + H2, ΔH°298K = 124.6 kJ/mol (1) The reaction conditions therefore result in an increase in side reactions such as thermal cracking, deep dehydrogenation, coke formation and the sintering of the supported nanoparticles, limiting the average life of the catalyst [6]. To overcome the catalyst deactivation, it is therefore mandatory to employ a periodic regeneration through oxidative cycles to eliminate the coke, followed by reduction; moreover, oxygen-chlorine treatment can be carried out to partially redisperse agglomerated Pt particles [10].
The side reactions are attributed to the persistence of propylene on the active site; therefore, the geometric and the electronic features of the catalysts play a crucial role in the suppressing of them [2].
Moreover, the propylene formation rate and the selectivity-conversion relationships for propylene and coke formation depend on the kind of supported metal, on the loading, on the size of supported metal nanoparticles, on the presence of promoters and on the reaction temperature [11].
Recently, a study was published on the dependence, in Pt/Al2O3 catalysts, between the catalytic performance and the Pt particle size [12]. The results showed that the turnover frequency decreases with the increase in the particle size, and the atomically dispersed catalysts exhibited a turnover frequency 7-fold higher than that of the nanoparticles. Concerning the propylene selectivity, a canyon shape dependence was observed, with a bottom around 2 nm of the particle size; the net of the two trends demonstrates that the atomically dispersed species can provide higher propylene yields thanks to a reduced permanence of the reactive species on the catalytic site, thus preventing deep dehydrogenation and cracking.
In Figure 1. a schematic representation of the main steps in PDH reaction is shown, which can be summarized in four steps (2), namely C−H activation of propane molecules, The reaction conditions therefore result in an increase in side reactions such as thermal cracking, deep dehydrogenation, coke formation and the sintering of the supported nanoparticles, limiting the average life of the catalyst [6]. To overcome the catalyst deactivation, it is therefore mandatory to employ a periodic regeneration through oxidative cycles to eliminate the coke, followed by reduction; moreover, oxygen-chlorine treatment can be carried out to partially redisperse agglomerated Pt particles [10].
The side reactions are attributed to the persistence of propylene on the active site; therefore, the geometric and the electronic features of the catalysts play a crucial role in the suppressing of them [2].
Moreover, the propylene formation rate and the selectivity-conversion relationships for propylene and coke formation depend on the kind of supported metal, on the loading, on the size of supported metal nanoparticles, on the presence of promoters and on the reaction temperature [11].
Recently, a study was published on the dependence, in Pt/Al 2 O 3 catalysts, between the catalytic performance and the Pt particle size [12]. The results showed that the turnover frequency decreases with the increase in the particle size, and the atomically dispersed catalysts exhibited a turnover frequency 7-fold higher than that of the nanoparticles. Concerning the propylene selectivity, a canyon shape dependence was observed, with a bottom around 2 nm of the particle size; the net of the two trends demonstrates that the atomically dispersed species can provide higher propylene yields thanks to a reduced permanence of the reactive species on the catalytic site, thus preventing deep dehydrogenation and cracking.
In Figure 1 a schematic representation of the main steps in PDH reaction is shown, which can be summarized in four steps (2), namely C−H activation of propane molecules, cracking, desorption of propylene and deep dehydrogenation of propylene, which are regulated by the effects of promoters and supports on the adsorption of the propyl intermediate [2]. Theoretical and experimental studies have demonstrated that Pt + cations promote the propane dehydrogenation to give the corresponding [Pt + propylene] + and  [13]. Moreover, Pt-Pt ensembles seem to be responsible for the propylene deep dehydrogenation and hydrogenolysis, so the insolation of Pt atoms could be an effective strategy to inhibit the side reactions [14]. In this regard, single-atom Pt has been enclosed in thermally stable intermetallic PtGa, in which the three-hold-Pt ensembles are deactivated by Pb deposition. The resulting PtGa-Pb/SiO 2 catalyst exhibited a propane conversion of 30%, a propylene selectivity of 99.6% at 873 K and stable performance for 96 h [14]. Reduction temperature seems to play a crucial role in Pt/CeO 2 catalysts; reduction at 1248 K leads to low reaction rates, while a reduction temperature of 823 K allows high propylene selectivity [15]. It is interesting to note that the type of salt precursor of the active phase may also have a role in catalyst performance. Supported Pt-Sn catalysts are conventionally prepared by using Cl-containing precursors, such as SnCl 2 or SnCl 4 ; specific studies have demonstrated that the presence of chlorine may decrease the acidity, the specific surface area and pore volume of the catalyst and increase the mean pore diameter, thus affecting the selectivity [16]. However, to improve the coke resistance and prevent aggregation of active sites, generally, two main routes are served: the introduction of a second metal species, which can significantly favor the activity and stability of the Pt species, and, on the other hand, the use of supports with tuned acidic characteristics and preorganized structures, such as zeolite and hydrotalcite, that strongly interact with the active species. For example, the oxygen vacancies, in Al cu -O Lewis acid-base pairs can be easily tuned through a CO reduction of the Al 2 O 3 support [17]. It has been shown that adding a small amount of hydrogen to Pt-Sn/SiO 2 catalyst, in PDH reaction, effectively decreases the coke formation and improves the catalyst stability [18]. The addition of H 2 seems to help maintain the surface states of the active metals in the Pt-Sn/SiO 2 catalysts under the reaction conditions. cracking, desorption of propylene and deep dehydrogenation of propylene, which are regulated by the effects of promoters and supports on the adsorption of the propyl intermediate [2]. Theoretical and experimental studies have demonstrated that Pt + cations promote the propane dehydrogenation to give the corresponding [Pt + propylene] + and [Pt + propyne] + [13]. Moreover, Pt-Pt ensembles seem to be responsible for the propylene deep dehydrogenation and hydrogenolysis, so the insolation of Pt atoms could be an effective strategy to inhibit the side reactions [14]. In this regard, single-atom Pt has been enclosed in thermally stable intermetallic PtGa, in which the three-hold-Pt ensembles are deactivated by Pb deposition. The resulting PtGa-Pb/SiO2 catalyst exhibited a propane conversion of 30%, a propylene selectivity of 99.6% at 873 K and stable performance for 96 h [14]. Reduction temperature seems to play a crucial role in Pt/CeO2 catalysts; reduction at 1248 K leads to low reaction rates, while a reduction temperature of 823 K allows high propylene selectivity [15]. It is interesting to note that the type of salt precursor of the active phase may also have a role in catalyst performance. Supported Pt-Sn catalysts are conventionally prepared by using Cl-containing precursors, such as SnCl2 or SnCl4; specific studies have demonstrated that the presence of chlorine may decrease the acidity, the specific surface area and pore volume of the catalyst and increase the mean pore diameter, thus affecting the selectivity [16]. However, to improve the coke resistance and prevent aggregation of active sites, generally, two main routes are served: the introduction of a second metal species, which can significantly favor the activity and stability of the Pt species, and, on the other hand, the use of supports with tuned acidic characteristics and preorganized structures, such as zeolite and hydrotalcite, that strongly interact with the active species. For example, the oxygen vacancies, in Alcu-O Lewis acid-base pairs can be easily tuned through a CO reduction of the Al2O3 support [17]. It has been shown that adding a small amount of hydrogen to Pt-Sn/SiO2 catalyst, in PDH reaction, effectively decreases the coke formation and improves the catalyst stability [18]. The addition of H2 seems to help maintain the surface states of the active metals in the Pt-Sn/SiO2 catalysts under the reaction conditions.

Theoretical Studies
Several theoretical studies have recently been published on the use of platinumbased catalysts for the PDH reaction. The trends in the activity and selectivity for propylene production on a group of transition metals (Cu, Ag, Ni, Pt, Pd, Co, Rh, Ir, Ru, Re and Os) have been studied and parameterized as a function of two relevant C3 descriptors (CH3CHCH2 and CH3CH2CH) [19]. The simulation clearly showed that Pt is the only pure metal catalyst with good activity and propylene selectivity in PDH reaction.

Theoretical Studies
Several theoretical studies have recently been published on the use of platinum-based catalysts for the PDH reaction. The trends in the activity and selectivity for propylene production on a group of transition metals (Cu, Ag, Ni, Pt, Pd, Co, Rh, Ir, Ru, Re and Os) have been studied and parameterized as a function of two relevant C 3 descriptors (CH 3 CHCH 2 and CH 3 CH 2 CH) [19]. The simulation clearly showed that Pt is the only pure metal catalyst with good activity and propylene selectivity in PDH reaction.
Among the bimetallic catalytic systems, the Pt-Sn has been extensively studied through density functional theory (DFT) calculations. The reaction pathway for Pt-Sn catalytic systems was studied, demonstrating that a single Pt site can break the propane C-H bond; moreover, the interface and Sn can increase the catalyst stability and suppress the deep dehydrogenation [20]. Compared to the monometallic Pt catalyst, the Pt-Sn bimetallic catalysts showed improved turnover rates, propylene selectivity and stability in PDH reaction [21]. The high turnover rates are attributed to the electronic effects that weaken Pt-hydrocarbon chemisorption energies. Moreover, the turnover rate increases with the Pt-Sn coordination number, while the higher propylene selectivity was attributed to the geometric effects of Sn in reducing the Pt ensembles. The energy required for Sn atoms to move from the bulk to the surface in a Pt 3 Sn@Pt model was calculated, demonstrating that the most negative segregation energy happens with a Pt 3 Sn top layer and four Sn atoms at the surface [22]. Moreover, it has been demonstrated that the Pt 3 Sn alloy surface can be easily restored by reduction after an acid etching controlled process, showing that the Pt 3 Sn alloy surface is recoverable and thermodynamically preferable.
Other effective bimetallic catalytic systems have been studied, such as the PtZn 4 surface, whose geometric and electronic structures activate the first and second C-H bonds of propane but inhibit the coke formation [23]. The Pt electronic features on boron nitride nanosheets can be adjusted by rational deposition on the support so that different charge states show different catalytic performances in PDH reaction [24]. Calculations demonstrate that Pt supported on boron vacancy is more reactive towards propane, propene and hydrogen adsorption and has a lower energy barrier for deep dehydrogenation of propene than Pt supported on nitrogen vacancy ( Figure 2).
Among the bimetallic catalytic systems, the Pt-Sn has been extensively studied through density functional theory (DFT) calculations. The reaction pathway for Pt-Sn catalytic systems was studied, demonstrating that a single Pt site can break the propane C-H bond; moreover, the interface and Sn can increase the catalyst stability and suppress the deep dehydrogenation [20]. Compared to the monometallic Pt catalyst, the Pt-Sn bimetallic catalysts showed improved turnover rates, propylene selectivity and stability in PDH reaction [21]. The high turnover rates are attributed to the electronic effects that weaken Pt-hydrocarbon chemisorption energies. Moreover, the turnover rate increases with the Pt-Sn coordination number, while the higher propylene selectivity was attributed to the geometric effects of Sn in reducing the Pt ensembles. The energy required for Sn atoms to move from the bulk to the surface in a Pt3Sn@Pt model was calculated, demonstrating that the most negative segregation energy happens with a Pt3Sn top layer and four Sn atoms at the surface [22]. Moreover, it has been demonstrated that the Pt3Sn alloy surface can be easily restored by reduction after an acid etching controlled process, showing that the Pt3Sn alloy surface is recoverable and thermodynamically preferable.
Other effective bimetallic catalytic systems have been studied, such as the PtZn4 surface, whose geometric and electronic structures activate the first and second C-H bonds of propane but inhibit the coke formation [23]. The Pt electronic features on boron nitride nanosheets can be adjusted by rational deposition on the support so that different charge states show different catalytic performances in PDH reaction [24]. Calculations demonstrate that Pt supported on boron vacancy is more reactive towards propane, propene and hydrogen adsorption and has a lower energy barrier for deep dehydrogenation of propene than Pt supported on nitrogen vacancy ( Figure 2). The addition of boron, before platinum loading on γ-Al2O3 support, gives rise to a promotion effect by reducing carbon deposition and enhancing the propylene selectivity in PDH reaction [25]. DFT calculations showed that the boron promotion is realized through the formation of amorphous oxide both on the support and on the platinum particles.
The studies on Co@Pt catalyst have shown that the core-shell system is catalytically less active than Pt but shows higher propylene selectivity as the result of less negative propylene adsorption energies and higher activation energies in the PDH reaction [26].
The addition of vanadium to platinum results in the formation of the Pt3V intermetallic compound with a structure like AuCu3, which shows the same catalytic performance of an alloy surface layer on a Pt core [27]. A change in the orbital energy in Pt-V alloys causes the weakening of the absorbate bonding to the Pt, leading to a more stable binding geometry. The addition of boron, before platinum loading on γ-Al 2 O 3 support, gives rise to a promotion effect by reducing carbon deposition and enhancing the propylene selectivity in PDH reaction [25]. DFT calculations showed that the boron promotion is realized through the formation of amorphous oxide both on the support and on the platinum particles.
The studies on Co@Pt catalyst have shown that the core-shell system is catalytically less active than Pt but shows higher propylene selectivity as the result of less negative propylene adsorption energies and higher activation energies in the PDH reaction [26].
The addition of vanadium to platinum results in the formation of the Pt 3 V intermetallic compound with a structure like AuCu 3 , which shows the same catalytic performance of an alloy surface layer on a Pt core [27]. A change in the orbital energy in Pt-V alloys causes the weakening of the absorbate bonding to the Pt, leading to a more stable binding geometry.
A comparison between the performance of MgO-supported Pt 3 and Pt 7 with Pt 2 Ge and Pt 7 Ge has shown that Ge is a good dopant to regulate Pt selectivity [28]. Alloying Pt with Ge reduces the affinity between the pure metallic clusters and alkenes, thus favoring the alkene desorption; moreover, for the smallest PtGe clusters, the sintering by Ostwald ripening is less likely. The presence of Ge reduces the carbon affinity, thus improving the resistance to coke formation.
As we discuss afterward, one strategy to improve the selectivity of the catalysts in PDH reaction is to trap the metal clusters in the zeolites to suppress sintering. However, a significant passivation effect of the surrounding zeolite structure on the center of the d-band and on the catalytic performance of closed Pt clusters has recently been reported [29]. The zeolitic framework suppresses the propylene desorption, decreasing the selectivity and increasing the coke deposition, thus making the zeolitic environment surrounding not beneficial for PDH reaction.
Platinum has also been studied as a dopant in Cr 2 O 3 and ZnO catalytic systems for PDH reaction [30]; in the case of chromium oxide, the Pt doping affects the physiochemical properties of close oxygen atoms and lowers the activation energy for rate determination. In the case of ZnO, the Pt doping can speed up the H diffusion, stabilize the H atoms and promote the H 2 desorption.
Combining microkinetic analysis and DFT calculations, a Pt-doped Ga 2 O 3 catalytic system was studied, and its bifunctional character was demonstrated [31]. At the Ga(o)-O site, a Lewis acid-base interaction occurs when a pair of H atoms can be coadsorbed at the Ga(o) and O ion pair, thus providing a positive effect on hydrogen recombination. The Pt−O site is more active than the Ga(o)-O site in the propane activation, having a lower activation energy of the rate-limiting step. However, further studies have demonstrated that the Ir 1 −Ga 2 O 3 catalyst is more effective than the Pt-doped Ga 2 O 3 catalyst in PDH reaction [32].
In summary, in this section, a series of theoretical studies focus on the promoted and bimetallic systems. Although platinum itself is active in the dehydrogenation reaction of propane, the presence of promoters or bimetallic systems in general provides better performance in terms of stability. These results are essentially attributed to the electronic effects due to the formation of metal alloys. Interestingly, the possibility of trapping metal species in a preorganized structure, such as a zeolite, can be detrimental in the desorption of propylene, thus reducing the stability of the catalyst. As we will see later, a series of experimental articles seem to contradict these results, making further investigation urgent.

Polymetallic and Promoted Catalysts
This section reports the main results claimed by a series of articles focusing on bi-and polymetal promoted systems; for clarity, a summary table is provided at the end of the section, which summarizes the best results in terms of yield and selectivity for propylene and deactivation rate.
Several bimetallic catalytic systems have been studied, including Pt-Sn, Pt-Co, Pt-Ge, Pt-Zn and so on. Synthetic methodology and characterization are crucial steps toward understanding structure-activity relationships in PDH bimetallic catalysts [33]. The most used preparation method is impregnation followed by reduction, with the aim to obtain an alloy. Recently, colloidal methods to obtain supported Pt-In and Pt-Ga nanoparticles have been reported, displaying uniform phases, ensuring that promoter atoms are fully incorporated into the bimetallic nanoparticle and no excess promoter oxide remains on the surface [33].

Bimetallic and Promoted Catalysts
The effect of different promoters, including Ce, In, La and Fe, was evaluated with Pt/Sn-SBA-15 catalyst, in which Sn was used as dopant for SBA-15 [34]. The addition of promotors affected the reducibility, acidity, surface content and stability of metallic Pt particles and the coke formation. The FePt/Sn-SBA-15 catalyst showed the best initial propane conversion; on the other hand, the InPt/Sn-SBA-15 catalyst exhibited the best performance in time on stream test ( Figure 3). Indium promoted the formation of surface Pt oxides and their reduction; moreover, it stabilized the metallic Pt under the reaction conditions. Indium and platinum oxides were partially reduced, suggesting that oxygen vacancies can be generated during the reaction. particles and the coke formation. The FePt/Sn-SBA-15 catalyst showed the best initial propane conversion; on the other hand, the InPt/Sn-SBA-15 catalyst exhibited the best performance in time on stream test ( Figure 3). Indium promoted the formation of surface Pt oxides and their reduction; moreover, it stabilized the metallic Pt under the reaction conditions. Indium and platinum oxides were partially reduced, suggesting that oxygen vacancies can be generated during the reaction. Pt-Sn is one of the most promising catalytic systems, the performance of which is strongly dependent on its structure. Sn can promote the separation of multifold Pt sites and donate electrons to Pt; comparative studies between Pt/Al2O3 and PtSn/Al2O3 highlight, in the case of bimetallic catalyst, a significantly higher propylene selectivity and only traces of cracking products [35]. In fact, the multifold Pt (111) sites are more active towards the breaking of C-C bonds than the PtSn (102).
Two critical parameters are involved in the preparation of these catalysts, namely the particle size and the making of a Pt-Sn alloy, to enhance the synergy effect between the two metals. A novel grafting approach, using surface organometallic chemistry, has been developed for the synthesis of Pt-Sn bimetallic clusters (around 0.75 nm) with an alloy structure on the surface of θ-Al2O3, which showed superior performance with respect to the corresponding impregnated catalyst [36]. A mixture of PtSn and Pt3Sn alloys was also obtained by direct reduction method, i.e., without conventional calcination, of Pt-Sn/Al2O3 catalyst [37]. Good performance has also been reported with Pt1Sn1/SiO2 catalysts, in which the interaction with the support prevents the Pt-Sn segregation and formation of a tin oxide phase [38].
The Pt-Co catalysts show much higher propylene selectivity than the monometallic Pt or Co in the PDH reaction [39]. The turnover rates of Pt in the bimetallic catalysts are similar to monometallic Pt, thus suggesting that the active sites are the resulting alloys. The Co acts as a nonactive promoter, and thus the high selectivity of Pt3Co can be attributed to geometric effects, due to the presence of smaller Pt−Pt ensembles, and to the decrease in the energy of the Pt 5d orbitals compared to monometallic Pt.
A Ge-promoted Pt catalyst has been developed, showing outstanding stability in comparison to the monometallic Pt/Al2O3 catalyst [40]. The Pt-Ge alloy formation allows the dilution of Pt surface, breaking the Pt ensembles and withdrawing electrons from Pt, which inhibits the C-C bond cleavage, the hydrogenolysis and the coke formation, thus obtaining enhanced propylene selectivity. Pt-Sn is one of the most promising catalytic systems, the performance of which is strongly dependent on its structure. Sn can promote the separation of multifold Pt sites and donate electrons to Pt; comparative studies between Pt/Al 2 O 3 and PtSn/Al 2 O 3 highlight, in the case of bimetallic catalyst, a significantly higher propylene selectivity and only traces of cracking products [35]. In fact, the multifold Pt (111) sites are more active towards the breaking of C-C bonds than the PtSn (102).
Two critical parameters are involved in the preparation of these catalysts, namely the particle size and the making of a Pt-Sn alloy, to enhance the synergy effect between the two metals. A novel grafting approach, using surface organometallic chemistry, has been developed for the synthesis of Pt-Sn bimetallic clusters (around 0.75 nm) with an alloy structure on the surface of θ-Al 2 O 3 , which showed superior performance with respect to the corresponding impregnated catalyst [36]. A mixture of PtSn and Pt 3 Sn alloys was also obtained by direct reduction method, i.e., without conventional calcination, of Pt-Sn/Al 2 O 3 catalyst [37]. Good performance has also been reported with Pt 1 Sn 1 /SiO 2 catalysts, in which the interaction with the support prevents the Pt-Sn segregation and formation of a tin oxide phase [38].
The Pt-Co catalysts show much higher propylene selectivity than the monometallic Pt or Co in the PDH reaction [39]. The turnover rates of Pt in the bimetallic catalysts are similar to monometallic Pt, thus suggesting that the active sites are the resulting alloys. The Co acts as a nonactive promoter, and thus the high selectivity of Pt 3 Co can be attributed to geometric effects, due to the presence of smaller Pt−Pt ensembles, and to the decrease in the energy of the Pt 5d orbitals compared to monometallic Pt.
A Ge-promoted Pt catalyst has been developed, showing outstanding stability in comparison to the monometallic Pt/Al 2 O 3 catalyst [40]. The Pt-Ge alloy formation allows the dilution of Pt surface, breaking the Pt ensembles and withdrawing electrons from Pt, which inhibits the C-C bond cleavage, the hydrogenolysis and the coke formation, thus obtaining enhanced propylene selectivity.
Both DFT calculation and experimental results demonstrated that the formation of PtMn alloy nanoparticles on the SiO 2 -based support increases the electron density of Pt due to the electron transfer from Mn to Pt [41]. The Mn doping is able to improve the dispersion and stabilize the Pt clusters, thus improving the performance in PDH reaction.
Zeolite-stabilized Pt-Zn catalysts, in which Zn species are stabilized by silanols from dealumination of the zeolite structure, act as anchor sites for Pt species [42]. Pt-Zn species are highly dispersed on the support surface; the two metals are in close contact, and strong electronic interaction is guaranteed. The 0.1Pt-2Zn/Si-beta catalyst showed high propylene production rate and selectivity and a sustainable deactivation rate during the PDH reaction. The coke deposition was very low; therefore, the irreversible deactivation of the catalyst was attributed to the loss of Zn species and the consequent aggregation of Pt species. Of great interest is the 10Zn0.1Pt/HZSM-5 catalytic system, the good performance of which has been attributed to the presence of two kinds of active centers that work corporately, Lewis acidic sites created by Zn framework species and small-sized PtZn particles [43]. Similarly, the titanium framework of the titanium silicon zeolite TS-1 is able to localize Pt and Zn together, in PtZn/TS-1 catalyst, by increasing the dispersion of Pt and improving its modification by Zn [44].
Atomic layer deposition (ALD) has been used to tailor the interface between Pt nanoparticles and the SiO 2 support [45]; the SiO 2 surface was modified by homogeneous deposition of a thin ZnO layer, and the resulting support was impregnated with platinum precursor. Reductive thermal treatment gave rise to a phase transformation to form Pt1Zn1 alloy nanoparticles. The resulting catalyst showed higher activity than the corresponding catalyst prepared by incipient wetness impregnation. The nanoalloy formation induces electronic and geometric modification of Pt, which reduces side reactions.

Supported Liquid Metal Solutions
Liquid metal catalysts do not have some of the problems of heterogeneous catalysts, such as the presence of different active centers, i.e., defects and irregularities of the solid surface [46]. In the case of the liquid metal solution, the active metals are in a uniform steric and electronic environment. However, they may suffer from stability problems at high temperatures, and the separation of the reaction products from the catalyst is sometimes difficult to accomplish. The possibility of supporting these catalysts on solid porous supports, to obtain the so-called supported catalytically active liquid metal solutions (SCALMS), allows merging the positive features of both heterogeneous and molecular catalysis. The key difference, with respect to the conventional intermetallic compounds, is the low melting temperature of the system. Under dehydrogenation conditions (>623 K) the Ga/noble metal phase is present as a homogeneous liquid [47]. Diffuse reflectance infrared Fourier transform spectroscopy (DRIFTS), with CO as a probe molecule, has been applied to Ga/Al 2 O 3 , Pt/Al 2 O 3 and Ga 37 Pt/Al 2 O 3 catalysts to investigate the nature of the active Pt species, demonstrating the presence of isolated Pt atoms on the liquid SCALMS surface [47]. Under operando conditions, during PDH in CO/propane and in Ar/propane, Pt/Al 2 O 3 sample is rapidly poisoned by CO adsorption and coke formation, while no poisoning was observed over Ga 37 Pt/Al 2 O 3 . Ga/Al 2 O 3 is more active than Pt/Al 2 O 3 due to the presence of Ga + species on the surface of the catalyst. IR spectra and DFT studies suggested that the Ga matrix and the presence of coadsorbates modify the electronic properties of the surface Pt species.
Spatially resolved kinetic data were acquired during PDH over GaPt/SiO 2 SCALMS [48]. The results showed an enhanced deactivation of the catalyst at the end of the bed, with the deactivation front moving from the end to the beginning of the catalyst bed over the time on stream, probably due to the enhanced coking of the catalyst under high conversion.

Polymetallic Catalysts
Polymetallic catalysts have also been studied, such as K-PtSn/Al 2 O 3 [49] and Ce, Zn and Co (0.3, 0.5 and 0.7 wt%) promoted trimetallic Pt-Sn-K/Al 2 O 3 catalysts for PDH reaction [50]. The results highlighted the superior promoting effect of Ce; the Pt-Ce interactions could prevent the Pt particle agglomeration, and Ce could promote the thermal stability of γ-Al 2 O 3 . The synergic effect of Co and Zn can enhance the Pt reducibility and consequently suppress the coke formation.
Lanthanum was used to improve the performance of PtSn/γ-Al 2 O 3 catalyst; the parent catalyst was impregnated with different amounts of lanthanum salt precursor to obtain a loading of 0, 1.2, 2.2 or 3.2 wt% [51]. La can improve both propane conversion and propylene selectivity, and the best performance was obtained with a loading of 2.2 wt%.
Ca and Pb have been used to modify the geometric and electronic features of PtGa/SiO 2 catalyst by decorating the PtGa nanoparticles on silica support [52]. Lead was deposited on the three-fold Pt and Ga sites of the PtGa nanoparticles to block the Pt 3 sites, thus favoring the dehydrogenation and inhibiting the deep dehydrogenation. Due to the atomic size, lead does not diffuse into the structure, even at high temperatures, thus providing stability. Calcium, which has been added around the PtGa nanoparticles, acts as an electron donor agent to provide an electron-enriched Pt1 site, highly selective in PDH reaction (Figure 4). ent catalyst was impregnated with different amounts of lanthanum salt precursor to ob tain a loading of 0, 1.2, 2.2 or 3.2 wt% [51]. La can improve both propane conversion and propylene selectivity, and the best performance was obtained with a loading of 2.2 wt%.
Ca and Pb have been used to modify the geometric and electronic features o PtGa/SiO2 catalyst by decorating the PtGa nanoparticles on silica support [52]. Lead wa deposited on the three-fold Pt and Ga sites of the PtGa nanoparticles to block the Pt3 sites thus favoring the dehydrogenation and inhibiting the deep dehydrogenation. Due to th atomic size, lead does not diffuse into the structure, even at high temperatures, thu providing stability. Calcium, which has been added around the PtGa nanoparticles, act as an electron donor agent to provide an electron-enriched Pt1 site, highly selective in PDH reaction (Figure 4). In summary, in this section, the results of a series of articles focused on the use of bi and polymetal systems have been reviewed. As highlighted in the section dedicated to theoretical studies, the improvement in performance is attributed to electronic effects. Th data summarized in Table 1 show that the best performances in terms of propylene selec tivity and yield, as well as the deactivation rate, are obtained with platinum/tin-based catalytic systems, in one case promoted by indium. The data on catalytic systems based on platinum/zinc and platinum/gallium are contrasting, as their performances seem de pendent on the reaction conditions. In summary, in this section, the results of a series of articles focused on the use of bi-and polymetal systems have been reviewed. As highlighted in the section dedicated to theoretical studies, the improvement in performance is attributed to electronic effects. The data summarized in Table 1 show that the best performances in terms of propylene selectivity and yield, as well as the deactivation rate, are obtained with platinum/tin-based catalytic systems, in one case promoted by indium. The data on catalytic systems based on platinum/zinc and platinum/gallium are contrasting, as their performances seem dependent on the reaction conditions.

The Effect of the Support
This section reports the main results claimed by a series of articles focused on the effect of the support; a summary table is provided at the end of the section to summarize the best results in terms of propylene yield and selectivity and deactivation rate.
The surface and textural properties of the catalyst support have a crucial role in regulating the catalytic performance of the catalysts. Specific surface area, acid-base properties, shape and thermal stability may have significant influences on the catalytic performance of Pt-based catalysts [53]. Alumina is the most used support [54]; it was shown that the unsaturated coordinate Al 3+ sites (penta-coordinated Al 3+ , Al 3+ penta ) play a crucial role in the PDH activity of the Pt/Ga/Al 2 O 3 catalysts [55]. Al 3+ penta sites are able to promote the dispersion of Pt and Ga ions on the Al 2 O 3 support, thus facilitating the effective hydrogen spillover between Pt and Ga and generating hydrogen desorption from the active sites of Ga 2 O 3 . Highly ordered mesoporous Al 2 O 3 supports, with different levels of Al 3+ penta sites, have been prepared and tested to disperse Pt-Sn 2 clusters via a formation of Al-O-Pt bonds, thus preventing the agglomeration of the clusters [56].

Support Acid-Base Properties
As already mentioned, the regulation of the acid-base properties of the support can be fundamental to prevent side reactions and coke formation. Direct evidence of the relation between Lewis acid sites and coke formation, in alumina-based catalysts, has been demonstrated; in fact, the reduction of the strong Lewis acid sites leads to suppression of metal sintering and coke formation [57]. The effect of physically adding nanostructured metal oxides TiO 2 , ZrO 2 and Al 2 O 3 to Pt-Sn/γ-Al 2 O 3 catalysts in PDH reaction at 823 K was investigated [58]. The additives did not affect the performance of the catalysts but markedly enhanced the catalyst stability, in terms of less coke formation (both aliphatic and aromatic), with a decrease by approximately 3%, 19% and 32% in presence of Al 2 O 3 , ZrO 2 and TiO 2 , respectively. These results were explained in terms of the number of oxygen vacancy defect sites, which are involved in the adsorption of coke precursors generated on Pt particles, in that a decrease in coke formation on Pt-Sn/γ-Al 2 O 3 catalyst corresponds to an increase in the coke deposition on the acidic sites of the additives. The effect of different percentages of TiO 2 in TiO 2 Al 2 O 3 support (ATn, n = TiO 2 /(Al 2 O 3 + TiO 2 ) = 0-100), in Pt-Sn/TiO 2 Al 2 O 3 catalysts, has been investigated, showing that the addition of TiO 2 can regulate the acid properties of the composite support and promote the metalsupport interactions [59]. The best performance was obtained with PtSn/AT 20 catalyst; the proper acidity prevents the coke formation and side reactions, and enhanced metal support interactions improve the dispersion of PtSn on the support and prevent the Pt aggregation.
Calcium has been reported to promote the catalytic activity of Pt 0.5 -Ge 1.5 /Al 2 O 3 in the PDH reaction, in terms of higher propylene selectivity and lower coke formation, thus improving the stability as the result of the suppression of the strongest acid sites [60].
The aging temperature in the alumina preparation has a significant effect on the physical and chemical properties of the support [61]. The increase in the aging temperature led to an increase in the pore size and the pore volume; moreover, the pore size distribution became broader due to the boehmite phase formation and to needle or rod-like alumina structures formed after calcination. The aging temperature also has an influence on the surface properties of the PtSnK/Al 2 O 3 catalyst. By increasing the aging temperature, the dispersion of Pt and the total acid content of the catalyst increase until reaching a maximum, located between 423 and 523 K, and then decrease with the temperature. Moreover, an increase in the aging temperature enhances the interaction between SnOx and the support, thus inhibiting the reduction and reducing the Sn 0 formation.
The Lewis acid sites of beta zeolites can improve the conversion by increasing the metal dispersion, while Brønsted acid sites can catalyze the cracking reactions, oligomerization and aromatization [62]. When comparing the performance of the Pt-Sn/beta catalysts (SiO 2 /Al 2 O 3 = 38 or 300), the Pt-Sn/beta catalyst (300) showed the best catalytic activity of PDH despite the lower dispersion of Pt [62].
The dealumination of zeolites allows the decrease in the acidity of the support and the incorporation of Sn atoms into the zeolite (BEA, SiO 2 /Al 2 O 3 ratio of 25) framework [63]. The corresponding Pt-Sn/zeolite catalysts show a Pt-Sn interaction that provides high selectivity and an increase in the agglomeration resistance of the active phase.
Titanium-based zeolite TS-1 has been enwrapped with SBA-16 silica to obtain a composite material to use as support for Pt-Sn-based catalysts [64]. Comparing the effect of different percentages of TS-1 (0-20%), the best performance in PDH reaction was obtained with the amount of 10% in the composite. The catalytic performance of Pt-SnOx/TS-1@SBA-16 was interpreted as the result of the synergistic effect in the effective mass transfer through the hierarchical porous structure of the suited acidity and of the electronic effect of Ti species, which stabilizes the SnOx species.
Three different pH values (9-11) were used for the synthesis of Boron-modified ZrO 2 (B-ZrO 2 ), subsequently adopted as the supports of PtSn catalysts (PtSn/B-ZrO 2 -x); the characterization results showed that the acid strength increased with the synthesis pH [65]. In particular, the moderate interaction occurring between the metal species and B-ZrO 2 -10 support results in a stronger interaction between Pt and Sn. In this way, the migration of coke precursor from the active sites to the support is facilitated, resulting in better stability in PDH conditions.

Support Morphology
In order to suppress aggregation, metal leaching and sintering during high-temperature reactions, supports with different morphologies have been studied. Sub-nanometric metal species show unique catalytic behavior compared to their nanoparticulate counterparts. However, the poor stabilization of these species towards sintering at high temperatures, under oxidative or reductive reaction conditions, limits their catalytic application.
The strong metal-support interactions (SMSIs) are defined as an encapsulation of the metal nanoparticles by the oxide over layers, blocking access to the nanoparticle surface [66]. SMSI encapsulation is performed by reducing substoichiometric oxide supports, which migrate over the metal nanoparticles. Good examples are Pt-Ti/SiO 2 and Pt-Nb/SiO 2 catalysts, obtained by impregnation of organometallic precursors, which showed SMSI behaviors [66]. Partial covering of the catalytic surface by the SMSI oxides resulted in lower activity per gram of Pt but similar TORs in PDH reaction; however, higher selectivity for propylene was obtained.
Highly stable and active Pt and Pt-Sn sub-nanometric clusters can be located in sinusoidal zeolite channels (pure-silica MFI), obtaining improved performance in PDH reaction [67,68]. Pt-Ni alloy nanoparticles have been encapsulated in perovskite-type oxide [69]. The appropriate amount of Pt, which is optimal to be confined in the lattice and to obtain the Pt-Ni alloy sites with moderate Pt-Ni interaction, was found to be 0.4%. The confinement has been shown to be crucial to enhance the propane conversion and the propene selectivity. Dealuminated Hβ (SiO 2 /Al 2 O 3 = 25) was used to encapsulate Sn species existing in tetrahedral coordination states into the framework of dealuminated beta (Si-beta) [70]. The strong Pt-Sn (IV) interactions inhibited the coke formation, while high dispersion of the ultrasmall nanoclusters inhibited the sintering of Pi clusters [71].
Stabilized Pt-Zn/Si-beta catalyst has been prepared by dealumination followed by Zn stabilization by the silanol defects of the zeolite framework, which then act as the anchoring sites for Pt species [42]. The resulting catalyst showed high propylene production rate and selectivity, and the irreversible deactivation was attributed to the loss of Zn species, which led to the Pt aggregation at high temperatures. Similarly, ultrasmall PtZn bimetallic nanoclusters have been encapsulated in silicalite-1 zeolite (S-1) (Figure 5), thus obtaining a highly active and selective catalyst for propane dehydrogenation [72]. The introduction of Cs + ions into the zeolite is able to improve the regeneration of the catalyst, without affecting the catalytic activity [73]. of Cs + ions into the zeolite is able to improve the regeneration of the catalyst, without affecting the catalytic activity [73]. Various metals have been used to dope silicalite-1 (M-S1, M = Mg, Al, Fe and In), and the corresponding PtSn/M-S1 catalysts showed the micro-and mesoporous hybrid structure feature [74]. The addition of the metal elements significantly affected the catalyst acidity and reducibility, increasing the hydrogen consumption due to the enhanced reduction of Pt and Sn oxides. The addition of Mg increased the stability, while PtSn/Fe-S1 showed the best initial activity in the PDH reaction.
Silicalite-1 zeolite has been used to also encapsulate Ga-Pt nanoclusters; the resulting catalyst has shown enhanced activity and stability [75]. Moreover, the restriction of the zeolite structure seems to be able to enhance the regeneration stability of the catalyst, as the catalytic activity remained unchanged after four consecutive cycles. Similar results were obtained by encapsulating PtGa nanoparticles in MFI zeolite [76]. MFI was also used to obtain and confine intermetallic Pt1Zn1 alloy nanoparticles, which is promoted by the isolated silanols on the external surface of mesoporous zeolite [77].
Hierarchical structures and weakly acidic supports can improve the dispersion of Pt due to an increased metal-support interaction [78]. Promoter-free Pt on hierarchical silicalite-1 nanosheet shows high selectivity for propylene in PDH reaction. The hierarchical silicalite-1 nanosheet catalyst promotes the presence of small active Pt particles supported on silanol or defective surfaces of the hierarchical silicalite-1 nanosheet catalyst.
The properties of ZSM-5 zeolite with flower-shaped crystallites (ZFS) as a supporting material have been investigated in comparison with the traditional ZSM-5 zeolite [79]. The results showed that the pore structure in the ZFS was changed, and the acid content was decreased. In the corresponding PtSnNa/ZFS catalyst, the amount of oxidized Sn species was remarkably higher, and the dispersion of Pt improved; moreover, the coke deposits on PtSnNa/ZFS migrated from the active metals to the support, thus improving the stability.
Phosphorus-modified carbon nanotube-supported Pt nanoparticles have been used for the PDH process. The phosphorus modification improves the Pt dispersion, electron transfer or hybridization, stabilizing Pt nanoparticles to prevent agglomeration, thus enhancing the catalyst stability [80].
Peony-like coordinatively unsaturating pentahedral aluminum(III)-enriched alumina nanosheets were prepared by a glucose-assisted hydrothermal method and used as support for Pt-Sn-based catalysts [81]. The excellent catalyst stability has been attributed to the promoted mass transfer and coke precursor migration, due to the specific morphology. Moreover, the improved Pt sintering resistance was attributed to the stabilizing effect of the coordinatively unsaturating pentahedral aluminum(III).
Hexagonal boron nitride nanosheet supported Pt/Cu cluster catalysts are able to disperse and stabilize Pt/Cu clusters; the fault edges of the h-BN nanosheets and the strong interaction between Cu and B-O edge defects stabilizes the unique geometry and elec- Various metals have been used to dope silicalite-1 (M-S1, M = Mg, Al, Fe and In), and the corresponding PtSn/M-S1 catalysts showed the micro-and mesoporous hybrid structure feature [74]. The addition of the metal elements significantly affected the catalyst acidity and reducibility, increasing the hydrogen consumption due to the enhanced reduction of Pt and Sn oxides. The addition of Mg increased the stability, while PtSn/Fe-S1 showed the best initial activity in the PDH reaction.
Silicalite-1 zeolite has been used to also encapsulate Ga-Pt nanoclusters; the resulting catalyst has shown enhanced activity and stability [75]. Moreover, the restriction of the zeolite structure seems to be able to enhance the regeneration stability of the catalyst, as the catalytic activity remained unchanged after four consecutive cycles. Similar results were obtained by encapsulating PtGa nanoparticles in MFI zeolite [76]. MFI was also used to obtain and confine intermetallic Pt1Zn1 alloy nanoparticles, which is promoted by the isolated silanols on the external surface of mesoporous zeolite [77].
Hierarchical structures and weakly acidic supports can improve the dispersion of Pt due to an increased metal-support interaction [78]. Promoter-free Pt on hierarchical silicalite-1 nanosheet shows high selectivity for propylene in PDH reaction. The hierarchical silicalite-1 nanosheet catalyst promotes the presence of small active Pt particles supported on silanol or defective surfaces of the hierarchical silicalite-1 nanosheet catalyst.
The properties of ZSM-5 zeolite with flower-shaped crystallites (ZFS) as a supporting material have been investigated in comparison with the traditional ZSM-5 zeolite [79]. The results showed that the pore structure in the ZFS was changed, and the acid content was decreased. In the corresponding PtSnNa/ZFS catalyst, the amount of oxidized Sn species was remarkably higher, and the dispersion of Pt improved; moreover, the coke deposits on PtSnNa/ZFS migrated from the active metals to the support, thus improving the stability.
Phosphorus-modified carbon nanotube-supported Pt nanoparticles have been used for the PDH process. The phosphorus modification improves the Pt dispersion, electron transfer or hybridization, stabilizing Pt nanoparticles to prevent agglomeration, thus enhancing the catalyst stability [80].
Peony-like coordinatively unsaturating pentahedral aluminum(III)-enriched alumina nanosheets were prepared by a glucose-assisted hydrothermal method and used as support for Pt-Sn-based catalysts [81]. The excellent catalyst stability has been attributed to the promoted mass transfer and coke precursor migration, due to the specific morphology. Moreover, the improved Pt sintering resistance was attributed to the stabilizing effect of the coordinatively unsaturating pentahedral aluminum(III).
Hexagonal boron nitride nanosheet supported Pt/Cu cluster catalysts are able to disperse and stabilize Pt/Cu clusters; the fault edges of the h-BN nanosheets and the strong interaction between Cu and B-O edge defects stabilizes the unique geometry and electronic state of the Pt/Cu clusters [82]. γ-Al 2 O 3 -supported Pt-In bimetallic catalysts, prepared by perovskite lattice interstitial confined reduction, have shown superior performance with respect to the industrial catalyst PtIn/γ-Al 2 O 3 in propane dehydrogenation [83]. The lattice interstitial confinement promotes the formation of small and highly dispersed Pt-In bimetallic species. The catalytic performance of these catalysts is regulated by the In 3+ /In 0 ratio, the weak Pt-In interaction, the weakening of the surface acid sites and the sharing of the Al-O bond used to anchor the nanoparticles.

Mg(Al)O Support
Of great interest as a support is a hydrotalcite-like structure, layered magnesiumaluminum hydroxide, in which the addition of magnesium increases the basicity of the support and affects the mechanism of platinum complex anchoring during the synthesis of the supported catalysts [84]. Hydrotalcites are hydroxide layered structures. The heat treatment may change the structure of Mg-Al hydrotalcites from layered double hydroxide (LDH) to mixed metal oxide, by releasing water molecules from ca. 473 K and CO 2 from ca. 573 K, by carbonate decomposition. The original structure can be restored by rehydration, evidencing the presence of a mechanism of memory effect, while a further increase in the temperature (>1023 K) leads to a spinel structure ( Figure 6) [85]. pared by perovskite lattice interstitial confined reduction, have shown superior performance with respect to the industrial catalyst PtIn/γ-Al2O3 in propane dehydrogenation [83]. The lattice interstitial confinement promotes the formation of small and highly dispersed Pt-In bimetallic species. The catalytic performance of these catalysts is regulated by the In 3+ /In 0 ratio, the weak Pt-In interaction, the weakening of the surface acid sites and the sharing of the Al-O bond used to anchor the nanoparticles.

Mg(Al)O Support
Of great interest as a support is a hydrotalcite-like structure, layered magnesiumaluminum hydroxide, in which the addition of magnesium increases the basicity of the support and affects the mechanism of platinum complex anchoring during the synthesis of the supported catalysts [84]. Hydrotalcites are hydroxide layered structures. The heat treatment may change the structure of Mg-Al hydrotalcites from layered double hydroxide (LDH) to mixed metal oxide, by releasing water molecules from ca. 473 K and CO2 from ca. 573 K, by carbonate decomposition. The original structure can be restored by rehydration, evidencing the presence of a mechanism of memory effect, while a further increase in the temperature (>1023 K) leads to a spinel structure ( Figure 6) [85]. The heat-treated hydrotalcite has strong surface base sites and good stability at relatively high temperatures, thus showing good performance in the case of reactions that requires strongly basic catalysts. The Sn-containing hydrotalcite was synthesized with variation of the tin content (Mg/(Al + Sn) = 3 and Sn/(Sn + Al) = 0, 0.002, 0.005, 0.01, 0.05, 0.1, 0.3, 0.5, 0.7, 1.0). The compound with Sn/(Sn + Al) ≤ 0.1 ratio showed the formation of a system with uniform phase composition [86]. The introduction of Sn 4+ cations in the hydroxide layers increases the positive charge of the layers and strength the electrostatic interaction with platinum in the catalyst, thus decreasing the mobility and preventing the formation of large platinum particles. The metal ions of Pt 4+ and In 3+ were introduced into the hydrotalcite layer during the reconstruction process [87]. The resulting ball-flowerlike PtIn/Mg(Al)O catalyst, when used in the PDH reaction, showed very good performance in terms of activity, selectivity for propene and durability, as well as excellent resistance to coke deposition and Pt sintering. These results were attributed to the multilevel hierarchical microstructure; the lattice confinement of the reconstructed hydrotalcite-like precursor is able to stabilize the highly dispersed Pt species. Reprinted and modified with permission from ref. [85]. Copyright 2021 Elsevier.
The heat-treated hydrotalcite has strong surface base sites and good stability at relatively high temperatures, thus showing good performance in the case of reactions that requires strongly basic catalysts. The Sn-containing hydrotalcite was synthesized with variation of the tin content (Mg/(Al + Sn) = 3 and Sn/(Sn + Al) = 0, 0.002, 0.005, 0.01, 0.05, 0.1, 0.3, 0.5, 0.7, 1.0). The compound with Sn/(Sn + Al) ≤ 0.1 ratio showed the formation of a system with uniform phase composition [86]. The introduction of Sn 4+ cations in the hydroxide layers increases the positive charge of the layers and strength the electrostatic interaction with platinum in the catalyst, thus decreasing the mobility and preventing the formation of large platinum particles. The metal ions of Pt 4+ and In 3+ were introduced into the hydrotalcite layer during the reconstruction process [87]. The resulting ball-flower-like PtIn/Mg(Al)O catalyst, when used in the PDH reaction, showed very good performance in terms of activity, selectivity for propene and durability, as well as excellent resistance to coke deposition and Pt sintering. These results were attributed to the multilevel hierarchical microstructure; the lattice confinement of the reconstructed hydrotalcite-like precursor is able to stabilize the highly dispersed Pt species.
Comparative studies on the effect of the incorporation of Sn and In in Mg(Al)O on the stability of Pt/MgAl(X)O catalysts showed that the introduction of In gives rise to enhanced catalyst stability and propylene yield [88]. Close contact between Pt and welldispersed InOx species led to a promotional electronic effect, while Sn cations showed a propensity to segregate on the support surface. The electronic modification of the Pt particles in the Pt/MgAl(In)O catalysts enhances the dehydrogenation activity and the anticoking capacity.
The addition of Zn to MgAlO layered double oxide support in PtSn-Mg(Zn)AlO catalyst has been studied, showing a promotional effect of Zn [89]. The addition of Zn can change the structure of the catalyst by changing the interfacial character between the metal particles and support, thus increasing the metal dispersion.
Au-Pt/MgAl layered double hydroxide catalysts have been extensively studied, showing that the anchoring of active metals complexes in the interlayer space of the support decreases the metal particle size and, as a consequence, improves the catalytic activity [90]. An increase in the Mg/Al ratio in the support leads to a decrease in the platinum dispersion; moreover, gold does not perform a dehydrogenating function, but the introduction of gold promotes the geometric dilution of platinum active centers, leading to an increased dispersion.
In summary, most of the articles published in the last three years on the dehydrogenation of propane in the presence of platinum-based catalysts focus on the effect of the support. The strategy is based on two main assumptions, namely regulating the surface acidity of the support to prevent the formation of coke and trapping the metal nanoparticles to avoid sintering. From the data summarized in Table 2 it is evident that the best performances were reported in the case of alumina-based substrate modified with calcium oxide and in the case of Si-beta zeolites obtained by dealumination. Concerning the latter case, theoretical studies have suggested that trapping structures can prevent the rapid desorption of propylene, thereby undermining the stability of the catalyst. On the contrary, the modification of the acid-base properties of the support seems to be a winning strategy in all cases.

Reactor Configuration
The shape of the catalysts can play a decisive role in the catalytic activity, due to limitations to mass and heat transfer. Reaction kinetics and mathematical models of pellet catalysts, in a reactor, of WO 3 /Si-Al metathesis catalyst and PtIn/hydrotalcite dehydrogenation catalyst were simulated using gPROMS [91]. Three types of pellet catalysts were compared, including dehydrogenation-core (MDM) and dehydrogenation-shell (DMD) and physically mixed pellet catalysts. The sensitivity analysis of the operating conditions, ratios, shapes and sizes of pellet catalysts showed that the DMD catalyst offered the highest catalytic performances including higher alkene yield and lower alkene loss factor.
Comparative studies between granular and monolithic catalysts (PtSnNa/ZSM-5) highlighted the better performance of the second type of reactor configuration [92]. The worst performance of the granular catalysts in the fixed-bed reactor was attributed to the disordered arrangement and to the resultant diffusion restriction. The granular catalysts reduced the contact time of propane with the active center and led to the deep dehydrogenation of propylene, reducing its selectivity. In the case of monolithic configuration, the propane concentration inside the channels was higher than that on the surface, thus facilitating the diffusion into the fluid. The regular straight channel improved the contact of propane and reduced the contact time of propylene, thus suppressing the deep dehydrogenation.
A possible strategy to improve the propylene selectivity and yield is the use of a membrane reactor. The reduction in the operating reaction temperature allows decreasing the extent of side reactions responsible for coke formation. The integration of the reaction unit with a Pd-based membrane for the recovery of hydrogen allows shifting the chemical equilibrium and obtaining high propane conversion even at a lower temperature than the conventional one. This kind of reactor configuration may lead to better stability of the catalyst and an increase in the operation time, avoiding catalyst regeneration [93]. Computational analysis demonstrated that higher propane conversion and hydrogen selectivity are obtained at high temperatures, sweep ratios and steam ratios; moreover, increasing the operating pressure enhances the hydrogen recovery, although it decreases the propane conversion, propylene selectivity and hydrogen selectivity [94].
A summary table (Table 3) is provided to summarize the best results in terms of propylene yield and selectivity and deactivation rate, from the article reviewed in this section.

Catalyst Regeneration and Coke Combustion Kinetics
An efficient regeneration is essential to carry out a PDH process, and a continuous process by the regenerator is essential to perform an efficient process. Regeneration is typically achieved by periodic coke burning to realize sustainable operation; thus, the coke combustion is a crucial aspect in the management of a propylene production plant by propane dehydrogenation.
The exact composition of the coke is, to date, the subject of study. It has been suggested that the coke formed on PtSn-based catalysts in PDH reaction mainly consists of three kinds of species: aliphatics, aromatics and pregraphite, with the aliphatic one constituting most of the deposit, with the C/H ratio of around 1.5 [95]. Raman studies on exhausted Pt-Sn/SBA-16 catalysts have shown an increase in coke crystal size from 60 to 180 min on stream and from 180 to 300 min under reaction [96]. These results are consistent with the so-called "coke migration phenomenon", attributed to the coke movement near the particle to the support, or to the sintering of the metallic particle.
Thermal gravimetric analysis has been used to study the non-isothermal kinetics of coke combustion, generated from the PDH process in presence of Pt-Sn/Al 2 O 3 catalysts [97]. Four different catalysts were prepared by varying the Pt/Sn ratio from 3/0.5 to 3/3 by weight, the catalytic activity was evaluated with a reactant mixture of C 3 H 8 (30 mL/min) and H 2 (30 mL/min) at 893 K for 5 h and the kinetic parameters for coke combustion were calculated by evaluating the coke deposited through a thermogravimetric analyzer in the presence of air. Three nonisothermal models (Friedman, Flynn-Wall-Ozawa and Kissinger-Akahira-Sunose) were used to evaluate the activation energy and the best model to fit the experimental data. The Flynn-Wall-Ozawa model fit better in the case of 3Pt/Al 2 O 3 and 3Pt-0.5Sn/Al 2 O 3 , while the three models equally fit the data of 3Pt-1Sn/Al 2 O 3 , 3Pt-2Sn/Al 2 O 3 and 3Pt-3Sn/Al 2 O 3 . The activation energy increased with increasing Sn addition in the 3Pt/Al 2 O 3 catalyst. Plotting the experimental data by using the Criado master-plot method, the second-order reaction was operative for α < 0.5, and the first-order reaction for was operative for α > 0.5 (α = degree of conversion). These results were attributed to the extent of pseudo-pyrolysis and oxidative combustion which may affect the TGA analysis.
The cofeeding of hydrogen decreases the coke formation rate and increases the stability of the catalyst by removing the precursor of coke, while the cofeeding of water decreases the coke formation while increasing the activity by decreasing the apparent activation energy of propane conversion [95].
Coke burning may result in extensive active metal sintering, so alternative regeneration processes have also been proposed, which make use of ozone, hydrogen and oxychlorination. Optimal conversion recovery has been obtained by treatment of Pt-Sn/Al 2 O 3 catalysts, with 35% HCl, after coke burning [98]. HCl treatment seems to play a similar role as oxychlorination in redispersing the Pt particles and generating the Pt 3 Sn alloy.

Conclusions and Future Perspective
The continuous growth in propylene demand as feedstock for a large variety of specialties has driven the research to design and optimize new production processes. Among them, PDH, which makes use of Pt-based catalytic systems, can be considered the most effective in providing high propylene selectivity and yield. Pt-based catalysts have been extensively studied both in theoretical and experimental studies. Promoted catalytic formulations, shapes and acid-base properties of the supports have been studied and optimized in order to suppress coke formation and particle sintering.
One of the strategies proposed, in the reviewed articles, to limit the sintering of active species lies in the use of supports that trap the nanoparticles. A widely used example of support of this type is zeolites. However, as reported in Section 3, recent studies have shown that in some cases, these structures can reduce the selectivity for propylene, as they delay the desorption of the propylene itself, increasing the likelihood of side reactions, for example leading to coke formation. This discrepancy suggests the need for further investigation. It would be desirable to have theoretical studies that compare trapping structures, with cavities of different shapes and sizes and perhaps different functionalities, to evaluate the morphological effect, to design trapping structures for active species but not for propylene.
The critical points of the PDH process are certainly the selectivity for propylene and the deactivation of the catalytic systems, which regulate the yield of the process. The need for frequent regeneration steps reduces the productivity of the process and the life of the catalysts. The use of promoters such as Sn, trapping supports and the synergistic effect of geometric and electronic promotion, which prevent the aggregation of nanoparticulate metal species, appear to be effective strategies for obtaining efficient catalytic systems. The studies that we have proposed in this review article are extremely promising; selectivity of 99% has been reported, even for high temperatures that reach 873 K. Catalytic systems with yields that approach 50% after more than 60 h of reaction, such as K-PtSn@MFI, and yields of 30% after more than 700 h of reaction, as in the case of PtGa-CaPb/SiO 2 , have been reported. Moreover, in both cases, regeneration of the catalysts with oxygen was achieved without evidence of deactivation. However, studies in real production conditions are lacking, in which catalytic systems are used for thousands of hours and regenerated dozens of times. It is not clear what would happen in these cases; this aspect should be deepened.
An aspect that has not yet been extensively studied for Pt-based catalysts is the reactor configuration; moreover, all the reviewed articles report studies carried out in laboratoryscale reactors. Studies on scale-up to pilot or industrial size are missing. The selectivity of these catalytic systems is strictly related to the increased reactivity of the reaction product with respect to the raw material; once formed, propylene is more reactive than propane, especially in cracking reactions, resulting in coke formation and thus limiting the stability of the catalysts. Therefore, since the propylene selectivity and yield of the overall PDH process are also affected by its reactivity, one way to improve the process performance may be the reduction in the persistence of propylene on the catalytic sites. One more strategy, which can be coupled to that just mentioned, is the minimization of the propylene conversion to coke in the homogeneous phase. In this sense, the design of reactors, by minimizing the residence time of propylene on the catalysts and in the hot zone of the reactor, could effectively prevent both the deactivation of the catalyst and the fouling of the reactor (due to the coke formation on the inner walls of the reactor), allowing the use of less sophisticated and more economical catalytic systems.
Author Contributions: M.M., E.M., G.F. and V.P. equally contributed to the conceptualization, methodology, software, validation, formal analysis, investigation, resources, data curation, writingoriginal draft preparation, writing-review and editing, visualization, supervision, project administration and funding acquisition of this manuscript. All authors have read and agreed to the published version of the manuscript.