Chin. J. Chem. Eng., 15(1) 44—50 (2007) Theoretical Study of Reaction Paths and Transition States on Conversion Methane into C2 Hydrocarbons Through Plasma* WANG Baowei(王保伟)a,**, YANG Encui(杨恩翠)b, XU Genhui(许根慧)a and HAO Jinku(郝金库)b a Key Laboratory for Green Chemical Technology of State Education Ministry, School of Chemical Engineering & Technology, Tianjin University, Tianjin 300072, China b College of Chemistry and Life Sciences, Tianjin Normal University, Tianjin 300074, China Abstract The direct synthesis of C2 hydrocarbons (ethylene, acetylene and ethane) from methane is one of the most important task in C1 chemistry. Higher conversion of methane and selectivity to C2 hydrocarbons can be realized through plasma reaction. In order to explore the reaction process and mechanism, the possible reaction paths (1)—(4) were proposed on coupling reaction of methane through plasma and studied theoretically using semi-PM3 method [PM3 is parameterization method of modified neglect of diatomic overlap (MNDO)] including determining the transition state, calculating the activation energy and thermodynamic state functions and analyzing the bond order and intrinsic reaction coordinate. The reaction heat results indicate that the reactions (2) and (4) are exothermic, while reactions of (1) and (3) are endothermic. The activation energy results show that activation energy for reactions (1) and (2) was much lower than that of reaction paths (3) and (4). Therefore, paths (1) and (2) is the favorable reaction path energetically. More interestingly by comparing the intrinsic reaction coordinated (IRC) of the reaction paths (1) and (2), it is found that the variations of bond lengths in reaction path (1) has a crucial effect on the potential energy, while in reaction path (2), the adjustment of the system geometry also contributes to the whole potential energy of the system. Keywords reaction path, transition state, methane, plasma, PM3 1 INTRODUCTION With large increase in natural gas reserves proven worldwide, it can be expected that natural gas will play an increasingly important role in energy and chemicals supplies in the 21st century. Methane is mainly being used as a fuel for industrial and residential heating at present. Since much more methane is produced than that is required for that purpose, it may be commercially advantageous to convert methane into industrial chemicals. Selective activation of saturated hydrocarbons like methane is difficult due to the similar high dissociation energy of carbon-hydrogen bond. Plasma chemical processing is a promising route for synthesis of chemicals that have high activation energies, because very high energy can be gained from plasma and many kinds of reactive particles, electrons, free radicals, ions, metastable species and photons are produced in a plasma chemical processing system. Recently, the synthesis of C2 hydrocarbons by coupling reaction of methane through plasma has made rapid progress[1—6]. The reaction was mainly carried out between radicals, instead between ion-molecules after methane is activated in nonequilibrium plasma[7]. Only when heavy ions were accelerated to under specific condition, reaction was mainly carried out between ions and molecules. Hiraoka et al. used radical scavenger I2 and ion scavenger NH3 to investigate the reaction mechanism under the condition of PCH 4 =133.3Pa in order to confirm contribution of radicals and ions during the course of reaction[8]. The chemical species of the neutral radicals in methane microwave discharge plasma was studied with Li+ ion attachment technology in combination with quadrupole mass spectrometry[9]. Main radicals such as CnH2n+1 (n=2—11) and CnH2n-1 (n=2—11) were detected. Summing up many references[3] and the experimental facts, we think the C2 hydrocarbons are produced through radicals interaction with methane molecules. The probable reaction mechanism is that methane is excited to become radicals: CH3 ·, CH 2 ·, CH·, H·, C in the plasma field. In succession all kinds of radicals react with the first available species-methane to produce the main product-ethane. The final distribution of products is relied on the rate of C2 hydrocarbon formation and decomposition. Due to the complexity of the active species in the gaseous phase and the similarity of chemical bonds, the characteristic feature of plasma reaction is that fast reaction and complexity of products of reaction, which offers a formidable challenge for investigating the mechanisms solely by experimental methods. In order to improve the conversion of methane and selectivity to C2 hydrocarbons, it is widely thought as a fairly wise idea to divert the research interest from the experimental methods to the theoretical methods. According to the conservation of mass and spin multiplicity, the probable reaction mechanism is put forward as follows: CH 4 + CH3 ⋅ ⎯⎯ → C2 H 6 + H ⋅ (1) CH 4 + CH 2 ⋅ (singlet) ⎯⎯ → C2 H6 (2) CH 4 + CH 2 ⋅ (triplet) ⎯⎯ →[C2 H5 − H] ⋅ ⎯⎯ → [C2 H 4 − H] ⋅ + H ⋅ ⎯⎯ → C2 H 4 + 2H ⋅ Received 2005-12-26, accepted 2006-07-24. * Supported by the National Natural Science Foundation of China (No.20606023). ** To whom correspondence should be addressed. E-mail: [email protected] (3) Theoretical Study of Reaction Paths and Transition States on Conversion Methane into C2 Hydrocarbons Through Plasma CH 4 + CH ⋅ ⎯⎯ → TS1 → intermediate(IM) ⎯⎯ → → C2 H 4 + H ⋅ TS2 ⎯⎯ (4) In this paper, the probable reaction paths were studied with semi-PM3 method [PM3 is parameterization method of modified neglect of diatomic overlap (MNDO)] including determination the transition state, calculation the activation energy and thermodynamic state functions and analysis the bond order and the intrinsic reaction coordinate in order to offer rather reliable and useful information to experimental chemists. 2 COMPUTATIONAL METHODS The geometry configurations involved in the reaction system including reactants, transition states and resultants of reaction were fully optimized with Baker’s eigenvector following (EF) method at precise level and without any symmetry limiting factor[10,11]. And then, the force analyses were also carried out in order to confirm the stability of the geometry configurations. The transition state (TS) method was used to search for the transition states of all reaction paths[10,12]. The vibration analysis was also conducted in order to testify that their Hessian matrixes have only one negative eigenvalue and their positive and negative imaginary frequencies corresponded to reactants and resultant of reaction, respectively. The potential energy and the geometry configurations of Table 1 Reaction path reaction path 1 reaction path 2 reaction path 3 [C2H5-H]· 45 all stagnation point over the potential energy surfaces were obtained through the intrinsic reaction coordinate (IRC) analyses from positive and negative direction of imaginary frequency of their transition states. All calculations were carried out using the PM3 method in the MOPAC 6.0 package program[13—17] on a PentiumIII/500 computer. 2.1 Geometry configuration of transition states The geometry configuration of transition states of four reaction paths was completely optimized with the TS method. Their atom codes and optimization geometry configurations of transition state are shown in Fig.1. The parameters of optimization geometry configurations of transition state of four reactions path are listed in Table 1. Figure 1 Atom code of transition state Geometric parameters of transition states Bond length r, nm C6C1 0.1761 H2C1 H3C1 Bond angles θ, (o) H7C1H2 89.8 0.1219 H4C1H3 0.1103 H5C1H4 H4C1 0.1103 H5C1 0.1103 H7C1 H8C1 H9C1 0.1090 C2C1 Dihedral angles θ, (o) H4C1H3H2 89.7 120.0 H5C1H4H3 179.4 120.0 H6C1H2H5 87.6 H6C1H2 180.0 H7C6C1H5 -180.0 H7C6C1 109.3 H8C6H7C1 119.8 0.1090 H8C6H7 109.6 H9C6H8H7 -120.4 0.1090 H9C6H8 109.6 0.1987 H3C1C2 45.0 H4C1H3C2 -123.8 H3C1 0.1248 H4C1C2 94.1 H5C1H4H3 -0.03 H4C1 0.1087 H5C1C2 136.2 H6C1C2H3 123.7 H5C1 0.1098 H6C1C2 94.1 H7C2C1H3 62.3 H6C1 0.1807 H7C2C1 111.0 H8C2C1H3 -62.3 H7C1 0.1807 H8C2C1 111.0 H8C1 0.1807 C2C1 H3C1 H4C1 H5C2 H6C2 H7C2 H8C2 0.1686 0.1077 0.1077 0.1147 0.1147 0.1099 0.1100 H3C1C2 H4C1C2 H5C2C1 H6C2C1 H7C2C1 H8C2C1 120.05 120.4 72.7 72.7 124.2 125.4 H4C1H3C2 H5C2C1H3 H6C2C1H3 H7C2C1H3 H8C2C1H3 180.0 89.5 -89.5 180.0 0 Chin. J. Ch. E. 15(1) 44 (2007) Chin. J. Ch. E. (Vol. 15, No.1) 46 Table 1 (continued) Reaction path Bond angles θ, (o) Bond length r, nm reaction path 3 [C2H4-H]· reaction path 4 C2C1 0.1312 H3C1C2 123.3 H4C1H3C2 H3C1 0.1087 H4C1C2 123.3 H5C2C1H3 179.2 H4C1 0.1087 H5C2C1 122.8 H6C2C1H4 -179.2 H5C2 0.1095 H6C2C1 122.9 H7C2C1H3 90.2 H6C2 0.1095 H7C2C1 128.7 H7C2 0.1710 C2C1 0.1822 H3C2C1 45.9 H4C1C2H3 -123.7 0.1398 H4C1C2 96.2 H5C1C2H3 0 H4C1 0.1091 H5C1C2 135.8 H6C1C2H3 123.7 H5C1 0.1102 H6C1C2 96.2 H7C2C1H3 0 H6C1 0.1091 H7C2C1 128.1 H7C2 0.1095 C2C1 0.1822 H3C2C1 25.5 H4C1C2H3 -1.18 H3C2 0.2114 H4C1H3 148.3 H5C1H4H3 177.6 H4C1 0.1095 H5C1H4 114.3 H6C1C2H4 -107.6 H5C1 0.1105 H6C1H5 124.5 H7C2C1H5 179.2 H6C1 0.1710 H7C2C1 123.3 H7C2 0.1087 Heat of formation and activation energy The steady geometric configurations of all radiTable 2 Diagnostic parameters of transition states Reaction path Imaginary fre- Negative force quency, cm-1 constant, N·cm-1 reaction path 1 -1431.2 -4.84 reaction path 2 -1334.1 -0.99 reaction path 3 [C2H5-H]· -1062.4 -1.73 [C2H4-H]· -1049.3 -0.48 TS1 -1246.0 -1.96 TS2 -1246.0 -1.96 reaction path 4 February, 2007 179.6 H3C2 The results of optimization geometry configurations indicate that there is only one transition state in reaction paths (1) and (2). It also indicates that the reaction path (3) is a consecutive reaction, and it is composed of two elementary reactions, whose have one transition state, respectively. There are two transition states in reaction path (4). The optimized transition states have been further confirmed by vibration analyses: they all have only one imaginary vibration frequency, which are - 1431.2, - - 1334.1, - 1062.4, - 1049.3, - 1246.0cm 1 and -1 -1246.0cm , respectively. The optimized transition states have also been further validated by force constant analyses: they all have only one negative eigenvalue, which are - 4.84, - 0.99, - 1.73, - 0.48, - - -1.96cm 1 and -1.96cm 1, respectively. The results are shown in Table 2. 2.2 Dihedral angles θ, (o) cals and molecules involved in this reaction system were obtained through geometric configuration optimization[18—21]. The values of heat of formation are shown in Table 3. The data of activation energy and the heat of formation of different reaction paths are presented in Table 4. Species Table 3 The heat of formation Heat of formaHeat of formaSpecies - tion, kJ·mol-1 tion, kJ·mol 1 CH4 -54.40 C2H6 -75.81 CH3· 124.44 C2H5· 72.43 CH2· (singlet) 473.29 C2H4 69.51 CH2· (triplet) 316.19 H· 217.79 CH· 613.75 The data in Table 4 indicate that the reaction paths (2) and (4) are exothermic and the reaction path (1) and reaction path (3) is endothermic. The values in Table 4 also indicate that the activation energy of reaction path (2) is the lowest among - the four reactions, and it is 48.75kJ·mol 1. Reaction path (3) is a consecutive reaction, which is controlled by the second elementary reaction whose activation energy is higher than that of the first one. Therefore, the second elementary is the control step of reaction path (3). There are two transition states during the course of reaction path (4). However, the second transition state is the main transition state. Moreover, its activation energy is higher than that of the first one. Theoretical Study of Reaction Paths and Transition States on Conversion Methane into C2 Hydrocarbons Through Plasma Table 4 47 Activation energy and heat of reaction (kJ⋅mol-1) Reaction path 1 Reaction path 2 Reaction path 3-1 Reaction path 3-2 Reaction path 4 reactant 70.03 418.88 261.79 290.21 559.34 reaction complex 66.36 392.39 260.78 72.43 533.14 transition state 260.46 441.14 389.81 291.82 608.84(TS1) 291.82(TS2) 72.47(IM) -69.78 264.40 262.95 141.98 -75.81 290.21 505.08 287.30 51.04 -494.69 28.42 214.87 -272.05 194.10 48.75 129.39 219.39 resultant of reaction complex 117.12 resultant of reaction heat of reaction ΔH activation energy E 275.38 75.70 (TS1) 219.35 (TS2) Note: ΔH=∑Hf, resultant of reaction-∑Hf, reactant; E=∑Hf, transition state-∑Hf, reactant. Thus, the reaction path (4) is not a favorable elementary reaction. According to the energy analysis, reaction paths (1) and (2) appear preferable to reaction paths (3) and (4). This is consistent with the experimental fact that the main resultant of reaction is ethane. The activation energy of reaction path (2) is lower than that of reaction path (1). Moreover, reaction path (2) is an exothermic one. The theoretic calculation results suggest that the resultant of reaction ethane of reaction come mainly from reaction path (2). Bond order analyses The bond orders of transition states of the four reaction paths are presented in Table 5. It indicates that the carbon-carbon and C6 H4 bond order of the transition state of reaction path (1) is 0.56 and 0.66, respectively. However, the bond order of other three bonds in methane and three bonds in methyl is yet 0.91and 0.93. This suggests that the carbon atom of methane is closer to the carbon atom of methyl inorder to form resultant ethane. Meanwhile, one hydrogen atom breaks away from methane when reaction (1) happens. Table 5 also suggests that when reaction path (2) occurs, the bond order of the formation of carbon-carbon bond, the transfer of hydrogen atom (H3) from methane molecule with carbon atom (C1) of methane molecule and with carbon atom (C2) of singlet methylene is 0.36, 0.60 and 0.38, respectively. These indicate that C1 C2 and C2 H3 bond is formed; C2 H3 bond breaks. At this time, the transition state is near to reactant, which belongs to the earlier transition state. It can be seen from Table 5, there are two elementary reactions in reaction path (3). The bond order of the carbon-carbon is 0.56 and the bond orders of C2 H5 and C2 H6 in methane molecules reduce from 1.0 to 0.74 in the first elementary reaction. This fact suggests that the carbon-carbon bond has just formed and the two hydrogen atom H5 and H6 will break away from methane. The carbon-carbon bond order has reached 1.75 in the second elementary reaction, which Table 5 Bond order of transition states Reaction path Bond Bond order reaction path 1 C1 C6 0.56 0.66 reaction path 2 C6 H4 C1 H2, C1 H3 C1 H5 C6 H7, C6 H8 C6 H9 C1 C2 0.36 2.3 reaction path 3 [C2H5-H]· [C2H4-H]· reaction path 4 TS1 TS2 0.93 0.91 C1 H3 0.60 C2 H3 0.38 C2 H7, C2 H8 0.97 C1 H4, C1 H6 0.99 C1 H5 0.96 C1 C2 0.56 C2 H5 0.74 C2 H6 0.74 C1 C2 1.75 C2 H5 0.29 C1 C2 0.45 C1 H3 0.53 C1 H6 0.98 C2 H3 0.43 C1 C2 1.74 C1 H3 0 C1 H6 0.29 C2 H3 0.97 C2 H6 0 is very close to 2.0 of the carbon-carbon double bond of ethylene molecules. Meanwhile, the bond order of C2 H5 is 0.29, suggesting that the carbon-carbon double bond has formed and one hydrogen atom has Chin. J. Ch. E. 15(1) 44 (2007) Chin. J. Ch. E. (Vol. 15, No.1) 48 been eliminated from the methane molecule. Table 5 also shows that when reaction path (4) is happening, the bond order of the carbon-carbon is 0.45 and the bond order of C1 H3 in methane molecule reduces to 0.53 in the first transition state. At the same time, the bond order of C2 H3 reaches to 0.47 in the first transition state. These suggest that the carbon-carbon bond has almost formed and the hydrogen atom H3 that will break away from methane is transferring to methyl. The carbon-carbon bond order has reached 1.74 in the second transition state, which is very close to 2.0 of the carbon-carbon double bond of ethylene molecules. Meanwhile, the bond order of C1 — H3, H6 — C1 and C2 — H3 is 0, 0.29 and 0.97, respectively, suggesting that carbon-carbon double bond and C2—H3 have been formed. At the same time, hydrogen atom H6 has dropped off from methane molecule. 2.4 IRC analyses On the basis of energy analysis, the reaction paths (1) and (2) appear more preferable to reaction paths (3) and (4). The experimental facts showed that the main resultant of reaction is ethane. The intrinsic reaction coordinate of reaction paths (1) and (2) was analyzed. Potential energy curves, bond lengths curves and bond angles of reaction paths (1) and (2) are shown in Fig.2 to 7. Figure 2 Figure 3 Potential energy versus No. of stagnation point Bond length of C1—C6 and C1—H2 versus No. of stagnation point ■ C1—H2; ● C1—C6 February, 2007 The relationship of potential energy with number of stagnation point in the course of reaction path (1) in Fig.2 indicates that the place of transition state is near to resultant of reaction and the energy difference of resultant of reaction to reactant is not large. The variation of bond lengths of C1 C6 and C1 H2 are shown in Fig.3 in the course of reaction of methane with methyl before and after the formation of transition state. The distance of C1 and C6 decreases and the bond length of C1 and H2 has no obvious change before the formation of transition state. The bond length of C1 and C6 quickly decreases near the formation of transition state. After that, the bond length of C1 and C6 slowly decreases and the distance of C1 H2 is elongated fast. This suggests that H2 completely breaks away from C1. It seems that the breakage and formation of chemical bond is stepwise and continuous, but not synchronously when reaction process is carried through elementary reaction path (1). Figure 4 shows that H2C1H3 bond angle gradually diminishes when the reaction is going on according to reaction path (1). There are two inflexions that are corresponding to the inflexion of Fig.2 and Fig.3 at stagnation point -10000 (towards reactant) and stagnation point 10000 (towards resultant of reaction), respectively. This further reveals that the configuration adjustment of transition state is obvious at stagnation points -10000 and 10000. Figure 4 Bond angle of H2C1H3 versus No. of stagnation point Figure 5 shows that the energy of reactant is much higher than that of resultant of reaction in reaction path (2). The change of energy is obviously remarkable when the reaction is going on according to reaction path (2). The energy slowly increases from reactant to transition state. The energy reaches the maximum while the transition state come into being. And then, the energy of system drops fast. The energy is the lowest after the product ethane is produced. However, the energy barrier is low. Figure 6 shows that the formation of carbon-carbon single bond is the main process through the intrinsic coordinate analysis of reaction path (2) before the formation of transition state. That is to say, the carbon-carbon bond length decreases before the formation of transition state. However, the distance between carbon-carbon temporarily increases at the Theoretical Study of Reaction Paths and Transition States on Conversion Methane into C2 Hydrocarbons Through Plasma Figure 5 49 Potential energy versus No. of stagnation point Figure 7 Bond angle of H3C1C2 versus No. of stagnation point 3 Figure 6 Bond length of C1—C2, C1—H3 and C2—H3 versus No. of stagnation point ■ C1—C2; ● C1—H3; ▲ C2—H3 beginning of the formation of carbon-carbon bond. The bond length of H3 C1 and H3 C2 has no obvious change before the formation of transition state. The reason is that hydrogen atom in tetrahedron methane molecule transfers with the adjustment of bond angles and dihedral angles in order to afford space to carbon-carbon bond. The carbon-carbon bond length is always decreasing with the formation of transition state. This indicates that the strength of carbon-carbon bonding is also ceaselessly strengthened. At the same time, H3 begins to transfer. It appears that the C1 H3 bond length increases and C2 H3 bond length decreases. The transfer of hydrogen lags behind the formation of carbon-carbon bond during the wholly reaction process. It be can seen from Fig.7 that H3C1C2 bond angle increases with the formation of transition states. The bond angle comes to the maximum when the transition state has formed. And then, H3C1C2 bond angle decreases during the course of transformation transition state into resultant of reaction. This indicates that the bond angle is always changing when the reaction process is taking place in order to meet the conformation and energy expectations. CONCLUSIONS ① Transition states analysis indicates that there is only one transition state in reaction paths (1) and (2), but there are two transition states in reaction path (4). It also indicates that reaction path (3) is a consecutive reaction composed of two elementary reactions, with one transition state for each, respectively. ② Reaction paths (2) and (4) are exothermic and reaction paths (1) and (3) are endothermic reaction. ③ The activation energy of reaction path (2) is the lowest among the four reaction processes, which is - 48.75kJ·mol 1. Reaction path (3) is a consecutive reaction and the activation energy of the second elementary reaction is the highest among the four reactions. Therefore, the second elementary reaction is the control step of reaction path (3). There are two transition states in reaction path (4). However, the second transition state is the main transition state. Moreover, its activation energy is higher. Thus, reaction paths (3) and (4) are not favorable ones. ④ On the basis of energy analysis, reactions paths (1) and (2) appear more preferable to reaction paths (3) and (4). The main resultant of reaction is ethane. Meanwhile, the activation energy of reaction path (2) is lower than that of reaction path (1). The theoretic calculation suggests that the product ethane mainly comes from reaction path (2). This is consistent with the experiment. ⑤ The breakage and formation of chemical bond is stepwise and continuous when reaction process is carried through elementary reaction path (1). The transfer of hydrogen is later than the formation of carbon-carbon bond when reaction process is carried through reaction path (2). REFERENCES 1 2 3 Liu, C., Mallinson, R., Lobban, L., “Comparative investigations on plasma catalytic methane conversion to higher hydrocarbons over zeolites”, Applied Catalysis, 178(1), 17—27(1999). Wang, B., Xu, G., “Plasma technology application in natural gas chemical engineering”, J. Chem. Ind. Eng., 51(12), 207—210(2000). Wang, B., Xu, G., “Conversion natural gas to C2 hydrocarbons Chin. J. Ch. E. 15(1) 44 (2007) Chin. J. Ch. E. (Vol. 15, No.1) 50 4 5 6 7 8 9 10 11 12 through dielectric-barrier discharge plasma catalysis”, Science in China (B), 45(3), 299—310(2002). Istadi, Amin NAS, “Co-generation of synthesis gas and C2+ hydrocarbons from methane and carbon dioxide in a hybrid catalytic-plasma reactor: A review”, Fuel. 85(5/6), 577—592(2006). Tarverdi, H.S., Mortazavi, Y., Khodadadi, A.A., Mohajerzadeh, S., “Synergetic effects of plasma, temperature and diluant on nonoxidative conversion of methane to C2+ hydrocarbons in a dielectric barrier discharge reactor”, Iranian. Chem. & Chem. Eng. (Inter. Eng. Ed.), 24(4), 63—71(2005). Eliasson, B., Liu, C., Kogelschatz, U.,“Direct conversion of methane and carbon dioxide to higher hydrocarbons using catalytic dielectric-barrier discharges with zeolites”, Ind. & Eng. Chem. Research, 39(5), 1221—1227(2000). Lebedev, Y. A., Epshtein, I. L., “Ion composition of no equilibrium hydrogen- methane plasma”, High Temp., 36(4), 510—516(1998). Hiraoka, K., Aoyama, K., Morise, K.A., “Study of reaction mechanisms of methane in a radio-frequency glow discharge plasma using radical and ion scavengers”, Can. J. Chem., 63(11), 2899—2905(1985). Toshihiro, F., Ken-ichi, S., “Mass spectro-metric detection of neutral radicals in CH4 microwave discharge by use of Li+ ion attachment techniques”, J. Appl. Phys., 74(5), 3009—3015(1993). Baker, J., “An algorithm for the location of transition states”, J. Comp. Chem., 7, 385—389(1986). Fletcher, R., “A new approach to variable-metric algorithms”, Computer Journal, 13, 317—322(1970). Doubleday, C., Mclver, J., Page, M., Zielinski, T., “Tem- February, 2007 13 14 15 16 17 18 19 20 21 perature dependence of the transition-state structure of the disproportionation of hydrogen atom of the ethyl radical”, J. American Chem. Society, 107, 5800 — 5801(1985). Stewar, J. J. P., “Optimization of parameters for semi empirical methods”. J. Comp. Chem., 10, 209—220(1989). Andrew, R. L., Molecular Modelling Principles and Applications, (pp90-105). London: Addison Wesley Longman (1996). David, C. Y., Computational Chemistry: A Practical Guide for Applying Technique to Real-world Problems, (pp32-41). New York: John Wiley & Sons (2001). Houk, K.N, Gonzalze, J., Li, Y., “Pericyclic reaction transition states: passions and punctilios1993—1995 ”, Accounts of Chemical Research, 28, 81—90(1995). Vinter, J.G., “Extended electron distributions applied to molecular mechanics of some intermolecular interactional”, J. Computer-Aided Molecular Design, 8, 653— 668(1994). Judson, R.S., Jaeger, E.P., Treasurywala, A.M., Peterson, M.L., “Conformational searching methods for small molecules (Ⅱ) Genetic algorithm approach”, J. Comp. Chem., 14(11), 1407—1414(1993). Broyden, C.G., “The convergence of a class of double-rank minimization algorithms (2) The new algorithm”, J. Inst. Math. & Appl., 6, 222—231(1970). Shanno, D.F., “Conditioning of quasi-Newton methods for function minimization”, Mathematics of Computation, 24, 647—656(1970). Goldfarb, D., “A family of variable-metric algorithms derived by variational means”, Mathematics of Computation, 24, 22—26(1970).
© Copyright 2026 Paperzz