Chemical Engineering Journal xxx (2012) xxx–xxx Contents lists available at SciVerse ScienceDirect Chemical Engineering Journal journal homepage: www.elsevier.com/locate/cej Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor Yuta Nakasaka a,⇑, Teruoki Tago a, Hiroki Konno a, Akihiro Okabe b, Takao Masuda a a b Division of Chemical Process Engineering, Faculty of Engineering, Hokkaido University, N13W8, Kita-ku, Sapporo, Hokkaido 060-8628, Japan Catalysis Science Laboratory, Mitsui Chemicals, Inc., 580-32 Nagaura, Sodegaura, Chiba 299-0265, Japan h i g h l i g h t s " Kinetic analysis of burning regeneration of coked MFI-type zeolite obtained by catalytic cracking of n-hexane was studied using multiple-reaction model. " Reaction rates of carbon and hydrogen combustion in coke were correlated using Arrhenius equation. " Regeneration of coked MFI-type zeolite in the fixed bed reactor was numerically simulated using the reaction rates obtained from the kinetic analysis. " The temperature near the outlet showed higher than other location in the reactor during regeneration. a r t i c l e i n f o Article history: Available online xxxx Keywords: Coke MFI-type zeolite Regeneration Kinetic a b s t r a c t Kinetic analysis of burning regeneration of coked MFI-type zeolite obtained by catalytic cracking of nhexane was studied using a multiple-reaction model. Hydrogen contained in the coke was oxidized faster than carbon, and subsequently carbon remaining after the hydrogen combustion was gradually oxidized. Reaction rates of carbon and hydrogen correlated with the Arrhenius equation; and activation energies for the combustion of carbon and hydrogen were 156 kJ/mol and 140 kJ/mol, respectively, regardless of the coke loading. Regeneration of coked MFI-type zeolite in the fixed-bed reactor was simulated numerically using reaction rates obtained from the kinetic analysis. The numerical result for changes in gas composition with time at the reactor outlet agreed well with the experimental results. Axial distribution of the temperature and concentration of water vapor in the catalyst bed was obtained numerically and results showed that the temperature and water vapor near the outlet were higher than other location in the reactor. Ó 2012 Elsevier B.V. All rights reserved. 1. Introduction The demand for light olefins, such as ethylene and propylene, is increasing. Light olefins are produced mainly by steam cracking of light naphtha. Because the molar ratio of propylene to ethylene in the steam cracking products depends on the thermodynamics, making a major change in the product ratio is difficult. In addition, steam cracking of light naphtha requires a large amount of energy. Therefore, development of a new process for the selective production of propylene has been desired. Catalytic cracking of light naphtha over zeolite is a promising technique. Some researchers have reported catalytic cracking of light naphtha over zeolite for selective propylene production. Inagaki et al. obtained 45–50% propylene selectivity through catalytic cracking of hexane over MCM68 zeolite [1]. Kubo et al. reported a 59.7 C-mol% ethylene + pro⇑ Corresponding author. Tel./fax: +81 11 706 6552. E-mail address: [email protected] (Y. Nakasaka). pylene yield with a propylene/ethylene ratio of ca. 0.72 through catalytic cracking of n-heptane over HZSM-5 zeolite [2]. Mochizuki et al. reported that the crystal size of HZSM-5 zeolite influenced the catalytic cracking of n-hexane [3]. Konno et al. obtained approximately 35 C-mol% of light olefin by catalytic cracking of n-hexane at 823 K using MFI-type zeolite with a Si/Al ratio of 150, and reported that nano-sized MFI-type zeolite exhibited stable and high activity with low coke formation [4]. In contrast, during catalytic cracking of light naphtha over zeolite, coke is formed on the zeolite catalyst and thus deactivates the catalyst. The combustion of coke is usually conducted to regenerate the deactivated catalyst. However, burning regeneration reactions are exothermic and the temperature of the catalyst bed rises steeply during the reactions. In addition, water is produced during the regeneration reaction due to hydrogen contained within the coke. Dealumination of the zeolite framework occurs easily under a hydrothermal atmosphere at high temperatures [5,6]. Therefore, kinetic information about the burning regeneration is 1385-8947/$ - see front matter Ó 2012 Elsevier B.V. All rights reserved. http://dx.doi.org/10.1016/j.cej.2012.06.138 Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 2 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx Nomenclature C 0c concentration of carbon at any radial position in the coke particle (mol m3) initial concentration of carbon in the coke particle C 0C0 (mol m3) C 0H0 initial concentration of hydrogen in the coke particle (mol m3) concentration of component i in the bulk flow Ci,b (mol m3) C i;p concentration of component i in the catalyst pellet (mol m3) specific heat capacity of the catalyst pellet (J kg1) cp cpf fluid specific heat capacity (J kg1) C p;j average molecular heat capacity of component j (j: H2, O2, H2O, CO2, and CO) (J mol1 K1) effective diffusivity of gases in the catalyst pellet Deff (m2 s1) e emissivity (blackness) of the coked catalyst pellet () h heat transfer coefficient between the gas and pellet (W m2 K1) DHC overall heat of reaction for the oxidation of carbon to produce CO and CO2 (J mol1) DHf ;CO ; DHf ;CO2 ; DHf ;H2 O standard heat of formation of the CO, CO2 and H2O at 298 K (J mol1) DHH heat of reaction for the oxidation of hydrogen (J mol1) hw heat transfer coefficient between the gas and reactor wall (W m2 K1) i gas component (O2, CO2 + CO, H2O) () j gas component (H2, O2, H2O, CO2, and CO) () rate constant for the oxidation of carbon to CO and CO2 kC (Pa1 s1) kC0 frequency factor in the rate constant of carbon (Pa1 s1) rate constant for the oxidation of hydrogen (m Pa1 s1) kHs kHs 0 frequency factor in the rate constant of hydrogen (m Pa1 s1) k1 rate constant for the oxidation of carbon to CO (Pa1 s1) k2 rate constant for the oxidation of carbon to CO2 (Pa1 s1) important for design of the regeneration process of coke-deposited catalysts obtained by catalytic cracking of light naphtha. The main object of this work was to analyze the kinetic results of burning regeneration of coked MFI-type zeolite obtained by catalytic cracking of n-hexane. Using the kinetic results, distributions of the temperature and gases produced (such as H2O and CO2) in a fixed-bed reactor, as well as changes in these distributions during regeneration of the coked zeolite catalyst were obtained by numerical simulation. 2. Experimental 2.1. Coked MFI-type zeolite Table 1 lists the properties of coked MFI-type zeolites, which were obtained by catalytic cracking of n-hexane using a fixedbed flow reactor. Temperatures employed for catalytic cracking of n-hexane were 823 and 923 K. The mass ratio of coke to the zeolite catalyst varied between 0.4% and 45%, depending on the reaction time and reaction conditions. The H/C ratios of coke Nc Np pA pfeed i R0 r0 rCc r0Cc Rg rH rHc r0Hc ri Tb Tfeed Tp Tw t u v wc XC XH Xt number of coke particle per unit volume of the catalyst pellet (m3) number of pellet per unit volume of the catalyst bed (m3) partial pressure of oxygen (Pa) partial pressure of component i in feed gas (Pa) radius of the catalyst pellet (m) radius of the coke particle (m) reaction rate of carbon based on the volume of coke (mol m3 s) reaction rate of carbon based on a single coke particle (mol s1) gas constant (J mol1 K1) radius of unreacted coke (m) reaction rate of carbon based on the surface area of the reaction interface (mol m2 s1) reaction rate of hydrogen based on a single coke particle (mol s1) reaction rate of component i based on a single coke particle (mol s1) temperature of the bulk flow in bed (K) temperature of the feed gas (K) temperature of the catalyst pellet (K) temperature of the reactor wall (K) time at which unreacted coke disappeared (s) dimensionless time () gas velocity in the fixed-bed reactor (m s1) mass ratio of coke to uncoked zeolite () overall conversion of carbon in the catalyst pellet () overall conversion of hydrogen in the catalyst pellet () overall conversion of coke in the catalyst pellet () Greek letters a kc0pAt k k2/(k1 + k2) () qf fluid density (kg m3) qp apparent density of the catalyst pellet (kg m3) qc density of coke (kg m3) were measured using a Micro Corder instrument (JM10, J-Science Lab). 2.2. Reaction rate of carbon and hydrogen combustion in coke Transient changes in the overall conversion (Xt) for coked MFItype zeolite were calculated from the decrease in weight of the zeolite catalyst with coke under a stream of air diluted with nitrogen. The weight change in catalyst with coke was measured by thermo gravimetric analysis (Micro-Thermobalance (TGA-50), Shimadzu). Approximately 10 mg of coked MFI-type zeolite were placed in a quartz cell, which was suspended into the apparatus and nitrogen was fed into the apparatus. The sample was subsequently heated to the experimental temperature. After reaching the experimental temperature, air diluted with nitrogen was fed into the apparatus and the weight change in coked MFI-type zeolite was measured. The reaction temperatures for burning regeneration ranged from 873 to 923 K, partial pressure of the oxygen in the stream ranged from 5 to 21 kPa and gas flow rates ranged from 30 mL/min to 90 mL/min. Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 3 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx Table 1 Properties of coked MFI-type zeolites. Sample Sample Sample Sample Sample Sample a 1 2 3 4 5 6 Si/Al ratio (-) Crystal size (nm) Mass ratio of coke (wt%) Temperature (K)a WHSV (h1)a 50 50 50 110 110 150 150–200 150–200 1500 300 300 300 0.36 1.56 7.5 0.4 45 15 823 823 823 923 923 923 2.0 2.0 2.0 10 10 10 n-Hexane cracking conditions for obtaining coked MFI-type zeolite. Fig. 1. Model for the oxidation of carbon and hydrogen in coke [7,8]. Kinetic analyses of coke combustion were investigated using the multiple reaction model developed in our previous study [7], where hydrogen in the coke is oxidized faster than carbon. The reaction interface (rH) appears between the unreacted-core at the same composition as the initial coke (0 rH) and the carbon remaining after hydrogen combustion (rH), as shown in Fig. 1. rH (radius of unreacted coke) decreased from r0 (radius of coke particle) to 0 as the reaction progressed. The carbon remaining after hydrogen combustion, outside of the reaction interface, was gradually oxidized. The stoichiometry and reaction kinetics of the oxidations of hydrogen and carbon are: Stoichiometry [Carbon] ð1Þ C þ O2 ! CO2 ð2Þ ð3Þ Reaction kinetics [Carbon] [Hydrogen] Here, rCc and rHc are the reaction rates of carbon and hydrogen in coke, respectively. In addition, kC and kHs are rate constant for oxidation of carbon and hydrogen, respectively. k1 and k2 are rate constant for oxidation of carbon to CO and CO2, respectively. C 0C and C 0H0 indicate concentration of carbon and initial concentration of hydrogen in coke, respectively, and pA is the partial pressure of oxygen. The reaction rate for the carbon and hydrogen combustion in coke was expressed as first order with respect to the oxygen partial pressure as shown in Eqs. (4) and (5). A Transient change in the carbon (XC) and hydrogen (XH) conversion is expressed as [7]: dX H ¼ 3ð1 X H Þ2=3 du ð6Þ u ¼ t=t and t ¼ r0 =kHs pA ð7Þ where [Hydrogen] rCc ¼ ðk1 þ k2 ÞC 0CpA ¼ kC C 0CpA ð5Þ [Hydrogen] C þ 1=2O2 ! CO H þ 1=4O2 ! 1=2H2 O r Hc ¼ kHs C 0H0pA [Carbon] dX C ¼ aðX H X C Þ du ð4Þ ð8Þ where Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 4 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx a ¼ kC pA t ¼ kC r0 =kHs ð9Þ Here, t represents the time at which unreacted coke disappeared and u is a dimensionless time value. Moreover, the transient change in the overall conversion for the coked catalyst is represented in terms of XH and XC as [7]: 1 Xt ¼ n 12 ð1 X H Þ þ ð1 X C Þ 12 þ n 12 þ n ð10Þ where Xt is the overall fraction of unreacted coke, and n is the molar ratio of hydrogen to carbon in coke. By parameter fitting the overall conversion of coke using the theoretical equations, rate constants of carbon and hydrogen combustion contained in coke were obtained. The details have been published previously [7]. 2.3. Regeneration of coked MFI-type zeolite using fixed-bed reactor The experimental regeneration reaction of coked MFI-type zeolite was conducted under the air flow after n-hexane cracking over MFI-type zeolite at 923 K. The initial temperature of the fixed-bed reactor for regeneration was 773 K. Inner diameter of the reactor was 1 102 m, pressure of air flow was 0.1 MPa and air flow rate was 200 mL/min. Outlet gas composition was detected by Infrared Gas Analyzer (OGT-7000, Shimadzu). The gas analyzer can measure only CO, CO2, O2 and CH4. Therefore, H2O was not measured in this experiment. The average amount of coke loading on the zeolite was 76 wt%, calculated using the concentrations of CO2 and CO at the outlet of the reactor. Fig. 3. Transient change in the overall fraction of unreacted coke at different temperatures. 3. Results and discussion 3.1. H/C ratio in coke Coke is composed of carbon and hydrogen. The molar ratios of hydrogen to carbon (H/C ratio) in the coke used for the kinetic analyses of coke combustion depend on the coke loading [7]. In addition, the H/C ratio of coke depends on the raw material used in the reaction. Therefore, measurement of the H/C ratio of the coke formed on MFI-type zeolite by catalytic cracking of n-hexane is required for the kinetic analysis of coke combustion. Fig. 2 shows the relation between the H/C ratio of coke and the coke loading. The H/C ratio of coke decreased with increasing coke loading on MFI-type zeolite. Fig. 2. Relation between the H/C ratios of coke and the mass ratio of coke on zeolite. Fig. 4. Effect of the gas flow rate in the bulk phase on the rate constant of carbon and hydrogen combustion in coke. 3.2. Rate constants of carbon and hydrogen combustion in coke Fig. 3 shows the transient change in the overall fraction of unreacted coke at different temperatures using MFI-type zeolite with 15 wt% coke. The burning regeneration time decreased with an increase in temperature. Calculated curves agreed well with the experimental data at each temperature. In the initial stage of coke combustion, the decrease in the overall fraction of unreacted coke is relatively small. Coke is composed of carbon and hydrogen, but the mass fraction of hydrogen in coke is small. Because hydrogen in coke is oxidized faster than carbon, the decrease in the overall fraction of coke in the initial stage is small. Hashimoto et al. [9] reported that the combustion rate is constant and the overall fraction of unreacted coke (1 Xt) decreases monotonously with time when most of the coke is deposited on the outer surface of MFI-type zeolite. In contrast, the combustion rate changes in the middle of the reaction and the change in the overall fraction of unreacted coke (1 Xt) with time become a reverse-S-shape when coke deposited mainly on the surface of the micro pores within the zeolite crystal, because coke in the straight pores is preferentially oxidized, followed by oxidation of the coke in the zig-zag pores. Transient changes in the overall fraction of Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx Fig. 5. Effect of oxygen partial pressure on the rate constant of carbon and hydrogen combustion in coke. unreacted coke obtained in this study monotonously decreased with time. Therefore, most of the coke is deposited on the outer surface of MFI-type zeolite during catalytic cracking of n-hexane. Oxygen molecules in the bulk phase diffuse across the laminar film around the interface of a crystal and diffuse within the macro-pores of the catalyst onto coke particles. Therefore, mass transfer resistance affects the value of the rate constant obtained. Fig. 4 shows the effect of gas flow rate on the rate constants for carbon and hydrogen combustion in coke. At a gas flow rate of 30 mL/ min, the rate constants for carbon and hydrogen were smaller than those at gas flow rates greater than 40 mL/min. Mass transfer resistances in the laminar film and macro-pores of the crystals affect the overall combustion rate of coke when the gas flow rate is less than 30 mL/min. In contrast, at gas flow rates greater than 40 mL/ min, rate constants for carbon and hydrogen remained constant, indicating that the mass transfer resistance was negligibly small. The rate constants of carbon and hydrogen were lower at a gas flow rate of 30 mL/min, indicating that the mass transfer resistances affect the overall combustion rate of carbon and hydrogen in coke. Accordingly, a diluted air flow rate at 50 mL/min was used for kinetic analyses in this study. Fig. 5 shows the effect of the oxygen partial pressure on the rate constants of carbon and hydrogen combustion in coke. The carbon (a) 5 Fig. 7. Effect of the coke loading on the frequency factors in the rate constants of carbon (kC0) and hydrogen (kHs0/r0). and hydrogen rate constants were nearly the same regardless of the oxygen partial pressure, indicating that the reaction rate for carbon and hydrogen combustion is first order with respect to the oxygen partial pressure, which supports the validity of Eqs. (4) and (5). Figs. 4 and 5 show that the diffusion rate of the oxygen from the bulk phase to coke is higher than the reaction rate constant of carbon and hydrogen combustion at a high diluted air flow, and the oxygen concentration gradient between the outer zone of coke and the bulk stream was small. Accordingly, the change in oxygen concentration in the laminar film was not taken into account in the numerical simulation (shown in 3.3). Fig. 6 shows Arrhenius plots of the rate constants of carbon and hydrogen combustion in coke obtained from burning regeneration using coked MFI-type zeolite. For comparison, the rate constants of carbon and hydrogen for the combustion of coked SiO2–Al2O3 obtained by catalytic cracking of cumene [7] are also shown. The rate constants of carbon combustion in coke showed a linear correlation for each coked zeolite. In contrast, the rate constants of hydrogen combustion in coke decreased with increasing coke loading. The activation energies of the rate constants for carbon and hydrogen were 156 kJ/mol and 140 kJ/mol, respectively, and the activation energies obtained in this study were nearly equal to the (b) Fig. 6. Arrhenius plots of the rate constants of (a) carbon and (b) hydrogen in coke. Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 6 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx values of coked SiO2–Al2O3. The activation energy of carbon combustion in coke has been reported to be between 109 kJ/mol and 207 kJ/mol [10]. The activation energies obtained in this study were nearly same as the reported values [7], regardless of the coke loading. In Fig. 6b, the activation energies of reaction constant for hydrogen obtained using the coked MFI-type zeolite with low coke loading are slightly smaller than that with high coke loading, which have source in the high ratio of aliphatic chains in the coke. Fig. 7 shows the effect of the coke loading on the frequency factors of the rate constants of carbon and hydrogen. The frequency factors for carbon were constant regardless of the coke loading. In contrast, the frequency factors of hydrogen decreased with increasing coke loading. It is considered that the rate constant for hydrogen (kHs0/r0) depended on the coke particle size, because the rate constant for hydrogen is expressed in terms of the coke particle radius (r0). Table 2 Numerical simulation conditions for burning regeneration of coked MFI-type zeolite. Length of bed (L) Pellet diameter (2R0) Inner diameter of reactor (D) Pressure of air for regeneration (p) Specific heat capacity of the catalyst pellet (cp) Specific heat capacity of fluid (cpf) Emissivity of the coked pellet (e) Activation energy of combustion of carbon (EC) Activation energy of combustion of hydrogen (EH) Apparent density of catalyst pellet (qp) Apparent density of coke particle (qC) Fluid density (qf) Mass ratio of coke to the catalyst Weight of catalyst (w) Wall temperature (Tw) 2.5 102 m 1.6 103 m 1.0 102 m 0.1 MPa 1.5 kJ kg1 K1 1.0 kJ kg1 K1 0.9 156 103 J mol1 140 103 J mol1 900 kg m3 1600 kg m3 1.0 kg m3 10 76 wt% 0.75 g 773 K 3.3. Numerical simulation of coked MFI-type zeolite regeneration in a fixed-bed Assuming that a fixed-bed reactor is used for catalytic cracking of light naphtha, coked catalysts are regenerated in the same fixed-bed with air flow subsequent to the cracking. In burning regeneration of coked catalyst in the fixed bed reactor, it is considered that the temperature of the catalyst bed rises rapidly because the combustion of coke is exothermic. Therefore, the temperature and distribution of gas produced in the catalyst bed must be predicted during regeneration of coked catalyst for the process design. Using the kinetic results of the regeneration reaction for coked MFI-type zeolite, changes in the temperature in the catalyst bed and gas composition during regeneration is obtained numerically using gPROMS (Process System Enterprise Inc.) and the simulated result is compared with the experimental result. In the numerical simulation, the distribution of gas concentration in the radius direction of reactor was ignored because the gas flow rate in the reactor was sufficiently large. Moreover, the mass balance inside the zeolite pores was not considered in the simulation because it is considered that the coke was deposited mainly on the outer surface of the zeolite crystals during catalytic cracking of n-hexane. The mass balance equation for component i (i: O2, CO + CO2, and H2O) in the catalyst bed and boundary conditions can be represented as: @C i;b @C i;b @C i;p ¼ v 4pR20 Np Deff @t @z @r z¼z;r¼R0 pfi eed Rg T f eed ¼ C i;b reactor entrance ð11Þ ð12Þ Here, Ci,b and Ci,p indicate concentration of component i in bulk flow and pellet, respectively. R0, v, Np and Deff indicate radius of catalyst pellet, gas velocity, number of pellet per unit volume of catalyst bed and effective diffusivity of gases in the catalyst pellet, respectively. In addition, pfeed , Rg and Tfeed indicate the partial presi sure of component i in the feed gas, the gas constant, and the temperature of the feed gas, respectively. The mass balance equation for component i (i: O2, CO + CO2, and H2O) in the catalyst pellet can be represented as: @C i;p Deff @ @C i;p r2 ¼ 2 NC ri @r @t r @r ð13Þ C i;p ¼ C i;b ð14Þ pellet surface Fig. 8. (a) Simulated result and (b) experimental result for coked MFI-type zeolite regeneration in a fixed-bed reactor (coke: 76 wt%). @C i;p ¼ 0 center of pellet @r ð15Þ Here, ri is the reaction rate of component i and Nc indicates the number of coke particle per unit volume of catalyst pellet. The Nc was calculated as: 4 3 qp wC ¼ pr30 qC NC ð16Þ where qp, qc and wc are apparent density of pellet, density of coke and mass ratio of coke on uncoked zeolite, respectively. The energy balance equation in the catalyst bed and boundary conditions can be represented as: Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx 7 Fig. 9. Axial distribution of (a) temperature and (b) water vapor in the catalyst bed (coke: 76 wt%). 4 3 @T pR q c p p ¼ 3 0 p @t Z 0 R0 fðDHH Þ ðr0Hc Þ þ ðDHC Þ ðr 0Cc ÞgNC 4pr 2 dr 4pR0 fhðT p T b Þ þ 5:674 108 eðT 4p T 4w Þg ð19Þ where cp, DHH and DHC indicate the specific heat capacity of the catalyst pellet, the heat of reaction for the oxidation of atomic hydrogen and the overall heat of reaction for the oxidation of carbon to produce CO and CO2, respectively. The reaction heats for hydrogen and carbon in the coke were calculated from following equations: [Hydrogen] (b) (a) DHH ¼ 0:5fDHf ;H2 O þ ðT 298:2ÞðC p;H2 O C p;H2 0:5C p;O2 Þg ð20Þ [Carbon] DHC ¼ kDHf ;CO2 þ ð1 kÞDHf ;CO þ ðT 298:2ÞðC p;CO2 þ ð1 kÞC p;CO C p;C 0:5ð1 þ kÞC p;O2 Þ ð21Þ DHf ;CO2 ; DHf ;CO ; DHf ;H2 O where are the standard heat of formation of the CO2, CO, and H2O at 298 K and the values were -393.7, -110.6, and 241.8 kJ/mol, respectively. C p;j is the average molecular heat capacity of component j (j: H2, O2, H2O, CO2, and CO) over the temperature range from 298 K to the pellet temperature. In addition, k in Eq. (21) can be expressed as follows [8]: Fig. 10. Effect of the flow rate on the changes in (a) temperature and (b) conversion of carbon in coke at reactor outlet (coke: 76 wt%). qf cpf @T b @T 2hw ¼ qf cpf v ðT b T W Þ þ 4pR0 Np fhðT p @z @t R T b Þ þ 5:674 108 eðT 4p T 4w Þg T ¼ T feed reactor entrance ð17Þ ð18Þ Here, qf, cpf, hw, h and e indicate fluid density, fluid specific heat capacity, heat transfer coefficient between the gas and the reactor wall, heat transfer coefficient between the gas and the pellet and emissivity (blackness) of the coked catalyst pellet, respectively. In addition, Tb, Tp and Tw indicate the temperature of bulk flow, pellet, and reactor wall, respectively. The energy balance equation in the catalyst pellet can be represented as [8]: Fig. 11. Effect of the coke loading on the maximum temperature of the bulk flow of bed during regeneration and the regeneration time up to 90% of coke burned. Please cite this article in press as: Y. Nakasaka et al., Kinetic study for burning regeneration of coked MFI-type zeolite and numerical modeling for regeneration process in a fixed-bed reactor, Chem. Eng. J. (2012), http://dx.doi.org/10.1016/j.cej.2012.06.138 8 Y. Nakasaka et al. / Chemical Engineering Journal xxx (2012) xxx–xxx k¼ k2 k1 þ k2 ð22Þ The reaction rate of oxygen, hydrogen (r0Hc ) and carbon (r0Cc ) during the coke combustion can be shown as follows [8]: [Oxygen] 1 1þk ðr 0Cc Þ r O2 ¼ r 0Hc þ 4 2 ð23Þ [Hydrogen] EH p ð1 X H Þ2=3 r 0Hc ¼ 4pr 20 C H0 kH0 exp Rg T A ð24Þ [Carbon] r 0Cc ¼ 4 3 E pr0 C C0 kC0 exp C pA ðX H X C Þ 3 Rg T ð25Þ The transient change of the carbon (Xc) and hydrogen (XH) conversion under non-isothermal and intrapellet diffusion-limited conditions can be shown as [8]: dX H 3kHs pA ð1 X H Þ2=3 ¼ dt r0 ð26Þ dX C ¼ kC pA ð1 X C Þ dt ð27Þ Parameters used for the numerical simulation of regeneration of coked MFI-type zeolite are listed in Table 2; fitting parameter was not used for the numerical simulation. Fig. 8a shows the change in gas components at the outlet of catalyst bed and the change in temperature at the center and outlet of the bed obtained by the numerical simulation. In addition, Fig. 8b shows the experimental results for coked MFI-type zeolite regeneration in 0.1 MPa air flow. In the experimental, produced CO was negligibly small. Therefore, numerical simulation was conducted assuming k is 1. Fig. 8 shows that numerical changes in gas composition were similar to the experimental results. In the simulation, a constant coke loading is assumed throughout the catalyst bed, whereas a distribution of the coke loading exists in the axial direction after n-hexane cracking, leading to a slight difference between the experimental and simulated results. Temperature in the catalyst bed increased steeply at the beginning of regeneration and reached a maximum, when the composition of gas produced (CO2 + CO and H2O) reached to the maximum value. Sano et al. reported the dealumination rate of MFI-type zeolite [5,6] and indicated that increasing the bed temperature and the partial pressure of water vapor accelerated dealumination rate. Therefore, the temperature distribution in the bed during regeneration affects the distribution of dealumination degree in the bed after regeneration. Fig. 9 shows the axial distribution of temperature and water vapor in the bulk flow at regeneration times of 20, 50, 100, 200 and 300 min, obtained by the numerical simulation. The temperature and water vapor had maximum values near the reactor outlet. Accordingly, dealumination of MFI-type zeolite near the outlet of the catalyst bed, where the zeolite catalyst will be exposed to water vapor at the highest temperature is important. In addition, it is considered that a temperature increasing along the gas flow in the fixed-bed during coke combustion is result from heat convection. Therefore, the gas flow rate affects the change in the temperature and conversion of coke in the reactor. Fig. 10 shows the effect of the flow rate on the changes in temperature and carbon conversion in coke at reactor outlet. Because of the heat convection in the reactor, the maximum temperature at the reactor outlet decreased with increasing the flow rate. In other words, reactor temperature due to the reaction heat of coke combustion was suppressed by the convection. As shown in Fig. 10b, it takes 185, 260, and 360 min to reach the 98% carbon conversion in coke at reactor outlet (nearly 1 wt% coke was remaining on zeolite at reactor outlet, when zeolite with 76wt% coke loading was used) when the flow rates are 150, 200, and 300 ml/min, respectively. Higher flow rate makes the lower temperature in the reactor, which led the longer regeneration time. Next, the effect of the coke loading on the maximum temperature in the bed during regeneration and the regeneration time until 90% of coke burned, and the results are shown in Fig. 11. The regeneration time increased with the mass ratio of coke on the zeolite. In contrast, the maximum temperature in the bed during regeneration increased with increasing coke loading, reached a maximum temperature near 40 wt%, and then decreased, because the coke particle size depended on the amount of the coke loading on the zeolite catalyst. 4. Conclusion Kinetic analysis of burning regeneration of coked MFI-type zeolite by catalytic cracking of n-hexane was examined. Coke deposited on the MFI-type zeolite was located mainly on the outer surface. The reaction rates of carbon and hydrogen combustion in coke correlated using Arrhenius equation and the activation energies of them were 156 kJ/mol and 140 kJ/mol, respectively. The frequency factors of carbon combustion in coke were constant to the coke loadings. In contrast, the frequency factors of hydrogen combustion in coke were decreased to the coke loading because of the coke particle growth. Regeneration of coked MFI-type zeolite obtained by catalytic cracking of n-hexane can be numerically simulated using the reaction rates obtained in this study, which revealed that the temperature and concentration of water vapor reached a maximum value near the outlet of reactor at each time. This led to the most rapid dealumination rate in the bed, during regeneration of coked MFI-type zeolite. Acknowledgement This work was supported by a Research Grant Program of the New Energy and Industrial Technology Development Organization (NEDO) of Japan. Appendix A. Supplementary data Supplementary data associated with this article can be found, in the online version, at http://dx.doi.org/10.1016/j.cej.2012.06.138. References [1] Satoshi Inagaki, Kazuyoshi Takechi, Yoshihiro Kubota, Selective formation of propylene by hexane cracking over MCM-68 zeolite catalyst, Chem. Commun. 46 (2010) 2662–2664. 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