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...OF JOURNAL CHEMICAL PHYSICS VOLUME 119, NUMBER 2 8 JULY 2003 Optical response functions with semiclassical dynamics W. G. Noid, Gregory S. Ezra, and Roger F. Loring Department of Chemistry and Chemical Biology, Baker Laboratory, Cornell University, Ithaca, New York 14853 Received 6 February 2003; accepted 3 April 2003 Observables in nonlinear spectroscopic measurements may be calculated from response functions, which have the form of averages of nested commutators involving the operator governing...
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OF JOURNAL CHEMICAL PHYSICS VOLUME 119, NUMBER 2 8 JULY 2003 Optical response functions with semiclassical dynamics W. G. Noid, Gregory S. Ezra, and Roger F. Loring Department of Chemistry and Chemical Biology, Baker Laboratory, Cornell University, Ithaca, New York 14853 Received 6 February 2003; accepted 3 April 2003 Observables in nonlinear spectroscopic measurements may be calculated from response functions, which have the form of averages of nested commutators involving the operator governing the radiation matter interaction. We present a semiclassical formulation of the optical nonlinear response function, employing the Herman Kluk frozen Gaussian approximation to the quantum propagator in the coherent states representation. This semiclassical approximation permits the response function to be computed from classical trajectories and stability matrices, and provides insight into the relationship between nonlinear response in classical and quantum mechanics. Linear response calculations for an anharmonic oscillator illustrate that the semiclassical approach reproduces the signi cant differences between quantum and classical results. 2003 American Institute of Physics. DOI: 10.1063/1.1577319 I. INTRODUCTION Coherent multiple pulse infrared spectroscopies have the capacity to provide a picture of nuclear dynamics in the ground electronic state of a complex condensed-phase molecular system that is unobtainable from a conventional absorption spectrum.1 Members of this family of measurements have been applied to a variety of liquid phase systems, including biomolecules.2 9 Modeling the observables in such experiments rigorously at the atomic level requires performing quantum dynamical simulations for large anharmonic systems, a task that remains a severe challenge. The dif culty of quantum mechanical calculations of the nonlinear vibrational response functions10 probed in these measurements provides a strong motivation for investigating the validity of classical mechanical or semiclassical approaches to these observables. Mukamel et al.11 have presented a classical mechanical formulation of nonlinear optical response theory, showing that classical calculation of nonlinear optical response functions requires evaluating stability matrices and higher order stability derivatives, depending on the order of the response function and the form of the radiation matter interaction. Thus, a conventional molecular dynamics simulation that computes only trajectories does not suf ce to evaluate classical nonlinear optical response functions. Loring and co-workers have assessed the validity of the classical computation of the two-pulse vibrational echo for a model of an anharmonic oscillator coupled to a harmonic solvent.12 16 Their work demonstrates that for the case of a single degree of freedom coupled to radiation and interacting nonresonantly with other degrees of freedom of lower frequency, a completely classical calculation is at least qualitatively correct and can be quantitatively accurate. This scenario approximately describes the case of infrared echo measurements on the CO vibration in carbonmonoxymyoglobin by Fayer and co-workers.2 4 The use of semiclassical approximations to quantum propagators provides a promising strategy for introducing 0021-9606/2003/119(2)/1003/18/$20.00 1003 aspects of quantum dynamics into the motions of systems near the classical limit.17 30 In addition to requiring the computation of classical trajectories, calculations employing these propagators typically involve the determination of classical stability matrices,23,31 which provide approximate contributions to the dynamics from nonclassical paths in the vicinity of the classical trajectory. However, classical computations of nonlinear response functions also require the evaluation of stability derivatives, for a different physical reason. The requirement of both trajectory and stability matrix calculations11 as input to a purely classical determination of a nonlinear response function provides motivation to develop semiclassical algorithms in which the same level of information can provide an approximate treatment of quantum dynamics. In addition, purely classical calculations of vibrational echoes15,16 suggest that the classical description can be a reasonable zeroth order picture, implying that quantum effects could be successfully incorporated through a semiclassical approach. Early applications19,20 of semiclassical methods to problems of chemical dynamics exploited the Van Vleck approximation17,18,23 to the quantum mechanical propagator. Although the Van Vleck propagator provides an approximation to the full quantum propagator that requires only classical mechanical quantities as input see Eq. A1 below , its direct use presents several dif culties. First, it is necessary to solve the double-ended boundary value or root search problem associated with the determination of a classical trajectory or, in general, several or no trajectories connecting two given points in coordinate space in a xed time. Second, the prefactor in the Van Vleck propagator can exhibit divergences associated with the existence of conjugate points; these divergences are analogous to the singular behavior of primitive WKB wave functions at turning points.18 Third, it is necessary to keep track of the Morse Maslov index, which is a phase factor associated with the passage of classical trajectories through conjugate points.23,32 2003 American Institute of Physics Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1004 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring Despite some recent progress in the direct solution of the double-ended boundary value problem for classical trajectories,33,34 most recent applications of semiclassical mechanics have exploited the initial value representation IVR 35,36 of the propagator.21,22,25,27 30,37 40 Using the IVR, it is possible to propagate trajectories speci ed by an initial coordinate-momentum pair, rather than initial and nal coordinate values. The Herman Kluk HK representation of the propagator in particular has been widely applied.21,22,28,29 The HK propagator is a frozen-Gaussian41 IVR approximation to the propagator in the coherent state representation.26,42,43 Alternatives to the original derivation of this propagator by Herman and Kluk21 have recently been given by Grossmann and Xavier44 and by Miller.45,46 Kay has discussed general integral representations of the semiclassical propagator.38 In addition to providing a semiclassical IVR for the propagator, the HK approximation has the useful property that the prefactor see Eq. 5 below is always well-behaved with magnitude never zero or divergent. The appropriate phase of the prefactor branch of the square root function is therefore easily determined through continuity.38,40 Herman and Coker47 have considered the physical interpretation of the approach to the classical limit of observables in many-body, classically chaotic systems, as computed with the HK approximation to the quantum propagator. In the context of the calculation of an equilibrium or nonequilibrium correlation function of two quantum operators, their analysis shows that the classical limit is approached through interference between the two propagators associated with the bra and ket sides of the density operator.10 Hence the classical limit is not obviously manifest at the amplitude level, as wave functions will in general exhibit delocalization. The classical limit of quantum correlation functions has been considered from a similar perspective by Voth and co-workers,48,49 Sun and Miller,50 Makri and co-workers51 53 and McWhirter.54 In the present work, we consider the semiclassical calculation of optical response functions with the HK propagator. Nonlinear response functions have the form of equilibrium averages of nested commutators involving the operator governing the radiation matter interaction. The nth order response function can be written as a sum of 2 n correlation functions, and the analysis of Herman and Coker can, in principle, be applied to each of these. Here, we develop a compact semiclassical expression for the general nth order response function, which does not involve expansion as a sum of correlation functions, and analyze the approach to the classical limit. This analysis represents a generalization of the treatment of Herman and Coker47 of a two-time correlation function to a nonlinear response function of any order. As a rst example of the numerical application of this strategy, we present semiclassical calculations of the linear response of a Morse oscillator,55 which are compared to exact classical and quantum results. The semiclassical calculation is shown to compare well with the quantum result over a range of temperatures and numbers of bound states of the oscillator, suggesting promise for future calculations of the nonlinear response of anharmonic systems. The semiclassical formalism for the nonlinear response function using the HK propagator is developed in Sec. II. The approach to the classical limit is considered there, as is the demonstration that the formalism is exactly correct for a harmonic system. Numerical results for the linear response of a Morse oscillator are presented and discussed in Sec. III. Our conclusions are given in Sec. IV. Appendix A presents an alternative semiclassical form for nonlinear response functions based on the coordinate-space Van Vleck propagator.17 The approach to the classical limit in this formulation is discussed there, and the structure of the coordinate-space result is compared to the semiclassical response function computed with coherent states derived in Sec. II. Certain technical points are reserved for Appendices B and C. An identity shown in Eq. 26 employed in the analysis of the harmonic limit of the response functions is derived in Appendix B, where an alternative formalism for the semiclassical response functions in terms of complexi ed coherent states is also discussed. A second identity shown in Eq. 27 required in extracting the classical limit of the semiclassical response function, is justi ed in Appendix C. This appendix restates the identity proven in the Appendix of the paper by Herman and Coker47 in our notation, with particular emphasis given to the symplectic nature of the stability matrix.23,31 II. SEMICLASSICAL RESPONSE FUNCTIONS The classical mechanical electric polarization generated in a material by an electric eld E(t) to nth order in perturbation theory in the eld-material interaction, P (n) (t), is controlled by the response function R (n) , dt n P (n) t 0 0 dt 1 R (n) t n ,...,t 1 1 E t t n E t t 1 t n . The time variable t j denotes the elapsed time between successive material eld interactions. Relevant material dynamics are assumed to involve length scales small compared to the wavelength of the applied radiation, so that the spatial dependences of quantities in Eq. 1 can be neglected. We specialize to a system with F degrees of freedom, one of which is coupled to the eld through an electric dipole interaction. The electric dipole of this active degree of freedom is taken to be proportional to its coordinate. In this case, the response function10 takes the form, R (n) t n ,...,t 1 i n Tr x K t n x ,K t n x, K t1 K tn 1 x ,... x ,K t 1 1 K tn . 2 The coordinate of the active degree of freedom is denoted x , K (t) exp( iHt/ ) represents the quantum mechanical Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1005 propagator associated with the Hamiltonian H for all F degrees of freedom, and is the equilibrium density matrix. The proportionality constant relating x to the dipole operator is suppressed. Semiclassical expressions for the response function of Eq. 2 may be obtained by replacing the quantum mechani cal propagator K (t) with a semiclassical approximation. Although the detailed form of the semiclassical approximation to R (n) differs according to the choice of semiclassical propagator, the resulting expressions share a common structure involving propagation of pairs of classical trajectories for times t k , with jumps either in momentum or in phase space occurring between trajectory segments. One possible choice is to evaluate the trace in Eq. 2 in the coordinate representation and use the Van Vleck propagator.17,18,23 This case is discussed in some detail in Appendix A. The results obtained in Appendix A using the Van Vleck propagator are of considerable interest for the insights they provide into the structure of the semiclassical response function, and in particular the passage to the clas- sical limit. However, computational implementation of the expressions derived, which are of the type denoted SC IVR by Miller,29 is not entirely straightforward. As mentioned in the Introduction, it is necessary to keep track of the Morse Maslov phase for each classical trajectory segment. Another possibility is to use the HK propagator,21,22,28,29 which is a semiclassical approximation in the coherent state representation. Use of the HK propagator has the advantage that explicit determination of a Morse Maslov phase is not necessary.38,40 The HK propagator has been widely applied to problems in chemical dynamics,28,29 and is the focus of the present work. The Herman Kluk propagator has the form,21,22 Kt 2 with G z,t C z,t exp iS z,t / , 4 F dz z t G z,t z , 3 C z,t det 1 Mqq z,t 2 Mpp z,t i Mqp z,t i Mpq z,t . 5 In Eq. 3 , z represents a point in 2F-dimensional phase space, z(t) represents the phase space point that results from propagating a classical trajectory of duration t from z, and z denotes a coherent state, characterized by F-dimensional coordinate and momentum q and p, and spatial width parameter , whose coordinate-space wave function is given by F/4 rz exp 2 rq 2 i In principle, R (n) can be evaluated by expanding the nested commutators in Eq. 2 to produce a sum of 2 n equilibrium correlation functions of the coordinate operator at n 1 times.10 However, a more compact form is more likely to be suitable for numerical evaluation. Substitution of the HK propagator into Eq. 2 will generate matrix elements between coherent states of commutators of x with other opera tors. The following identity, which may be veri ed by explicit evaluation in the coordinate representation, provides a useful form for such matrix elements; p r q . 6 z1 x ,A z2 z1 A z2 z1 z2 i z1 z2 The classical action Hamilton s principal function associated with the trajectory of duration t starting at z is denoted S(z,t). Equation 5 contains F-dimensional stability matrices associated with the trajectory of duration t beginning at phase point z, with elements given by, for example, 12 p , 8 12 p p1 0 p2 0 /2. 9 Mqp qt p0 , p (0) q (0) 7 with , , and labelling degrees of freedom. The active degree of freedom will be designated 0. A represents any operator, and 12 is the mean momentum p for the active degree of freedom at the two phase points z1 and z2 . The partial derivative in Eq. 8 is taken at xed values of (q1 ) and (q2 ) , at xed values of (p1 ) and (p2 ) with 0, and at xed value of p 12 (p1 ) 0 (p2 ) 0 . Application of the identity in Eq. 8 and the HK approximation in Eq. 3 permits the response function in Eq. 2 to be written in a relatively compact form, Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1006 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring R (n) t n ,...,t 1 1 n dz1 2 F dz2 2 tn 2n q F dz2n F G z1 ,t 1 G* z2 ,t 1 G z2n 2 tn 2 1 ,t n G* z2n ,t n z2n t n z2n z2n z2n z2n z2n i 2 tn 1 1 1,2n p 2n 1,2n tn 3 z2n 2n p 2 1,2n 1 z2n z2n 1 z2n z2n 1 z2n tn 2 tn 1 z2n 2n p 3,2n 2 4 3 z2n z2n 2 3 z2n z2n 3 2 z2n 5 tn 2 10 z3 z4 34 p z2 t 1 z4 z3 z1 t 1 z3 z4 z1 z2 12 p z1 z2 z1 z2 . The momentum derivatives in Eq. 10 can be performed explicitly, according to ij p ln za zi z j zb z j zi z j x zk z j zk pj 0 1 X z j ,zb i jk i q p jk 2 qj 0 X* zi ,za , 11 12 X z j ,zk p jk , qk 0 pk 0 ; jk q i n1 /2, 13 to yield the following: R (n) t n ,...,t 1 dz1 2 F dz2 2 1 F dz2n F G z1 ,t 1 G* z2 ,t 1 G z2n 2 1 1 ,t n G* z2n ,t n z2n t n z2n z2n 1 t n X z2n t n ,z2n 1 ,z2n 3 tn z2n 2 tn 2 1 z2n 1 z2n 3 tn 1 X z2n tn 1 X* z2n ,z2n z1 z2 tn z1 z2 z1 z2 . 14 z2 t 1 z4 z3 z1 t 1 X z3 ,z1 t 1 X* z4 ,z2 t 1 12 p This expression contains no approximations other than the HK approximation to the propagator. Its evaluation requires calculating the matrix element between coherent states of the equilibrium density matrix and propagating n pairs of classical trajectories of duration t 1 , t 2 ,..., t n from initial phase points z1 ,...,z2n . The expression in Eq. 14 shows its origin in the n nested commutators with the coordinate operator of Eq. 2 . Expanding the n 1 products of differences of X functions yields 2 n 1 distinct terms that contribute to R (n) . There are 2 n 1 rather than 2 n terms10 because we retain the momentum derivative of the expression involving the density operator. The structure of the semiclassical approximation to R (n) in Eq. 14 may be represented with the diagram shown in Fig. 1. Filled vertices represent phase points to be integrated over, and open vertices represent phase points that have been propagated for one of the time intervals. Each upwardpointing solid arrow represents a classical trajectory and carries a factor of G(z,t) on the left-hand side of the diagram, and G*(z,t) on the right-hand side of the diagram. The lower horizontal line connecting lled vertices signifying phase points z1 and z2 represents the factor z1 z2 ( z1 z2 / z1 z2 )/ 12 , and the upper horizonp tal line connecting open vertices signifying phase points z2n 1 (t n ) and z2n (t n ) represents the factor z2n (t n ) x z2n 1 (t n ) . A dashed horizontal line connecting vertices for z2 j 1 and z2 j represents the factor i X(z2 j 1 ,z2 j 3 (t j 1 )) X*(z2 j ,z2 j 2 (t j 1 )) / . A vertical dotted line connecting vertices for z2 j 3 (t j 1 ) and z2 j 1 on the left-hand side of the diagram represents the factor z2 j 3 (t j 1 ) z2 j 1 *, and a vertical dotted line connecting vertices for z2 j 2 (t j 1 ) and z2 j on the right-hand side of the diagram represents the factor z2 j 2 (t j 1 ) z2 j . This diagrammatic representation emphasizes the contribution of 2n distinct trajectory segments to the integrand of R (n) . Insight into the structure of this semiclassical expression for the response function may be gained by verifying that it is exactly correct for a harmonic system, and also embodies the correct classical mechanical limit for an anharmonic potential. We begin by considering these limits in the special case of the linear response, n 1, and then generalize the arguments to the nonlinear response of any order. Setting n 1 in Eq. 10 or Eq. 14 gives the linear response function within the HK approximation to the propagator, Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1007 tories of duration t, starting at phase points z1 and z2 . The diagram representing R (1) , a special case of the diagram in Fig. 1, is shown in Fig. 2. We expect that in the classical limit, the dominant contributions to the integral in Eq. 15 will involve trajectories with initial conditions z1 and z2 that are nearby in phase space. We therefore expand the logarithm of the product z G(z1 ,t)G*(z2 ,t) about the mean phase point, 12 , G z1 ,t G* z2 ,t C 12 ,t z 2 exp i 12 t Mqq 12 ,t p z 12 q12 p 16 12 t Mqp 12 ,t p12 , p z with 12 y y1 y2 /2, y12 y1 y2 ; y q,p. 17 This expression was obtained by replacing the HK prefactors in Eq. 5 at phase points z1 and z2 with the prefactor for the mean phase point 12 , and expanding the difference of acz tions, S(z1 ,t) S(z2 ,t) to second order in deviations of the initial phase points from 12 . The manipulation in Eq. 16 is z also exactly correct for a harmonic system. In Eq. 15 , the product G(z1 ,t)G*(z2 ,t) is multiplied by the coherent states overlaps z2 (t) z1 (t) z1 z2 , with z2 t z1 t exp exp FIG. 1. The nth order nonlinear optical response function, evaluated with the semiclassical Herman Kluk propagator and shown in Eq. 14 , is represented as a diagram. 4 4 i q12 t 1 2 2 p12 t 2 exp 12 t q12 t . p 18 R (1) t dz1 2 F dz2 2 FG z1 ,t G* z2 ,t i 2 p 12 t 15 In keeping with our assumption of nearby initial phase points, we linearize the time-dependent difference coordinates and momenta in Eq. 18 , q12 t Mqq 12 ,t q12 Mqp 12 ,t p12 , z z z z p12 t Mpq 12 ,t q12 Mpp 12 ,t p12 . 19 Within this approximation, the product of the phase factors from G(z1 ,t)G*(z2 ,t) z2 (t) z1 (t) z1 z2 is unity, and this product takes the real-valued Gaussian form, G z1 ,t G* z2 ,t z2 t z1 t C 12 ,t z 2 z2 t z1 t z1 z2 12 t q . 12 p z1 z2 z1 z2 Evaluation of this integrand requires propagating two trajectories of duration t, starting at phase points z1 and z2 . The z1 z2 lin exp 1 T Z12 I2F MT M Z12 , 4 20 with M Z Mqq 12 ,t z 1 Mqp 12 ,t z Mpp 12 ,t z Mpq 12 ,t z q12 . 1 p12 , 21 22 FIG. 2. The semiclassical linear response function shown in Eq. 15 is represented as a diagram. The subscript lin in Eq. 20 indicates the linearization approximation of Eqs. 16 and 19 . The expression in Eq. 20 is exactly correct for a harmonic system. Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1008 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring Changing integration variables in Eq. 15 from z1 and z2 to 12 and z12 , integrating once by parts with respect to z 12 , and linearizing the integrand as in Eqs. 19 and 20 p yields the following for R (1) (t): R (1) t d z12 F 2 dz12 F 2 12 p z1 z2 lin z 12 for a harmonic system, the factor z1 z2 / z1 z2 depends on both 12 and z12 . According to an identity demz onstrated in Appendix B, the integral over 12 in Eq. 25 is z unity for any normalized density matrix, dz12 z1 z2 F 2 z1 z2 1. 26 G z1 ,t G* z2 ,t z2 t z1 t 12 t q i 2 p 12 t A second identity,47,56 veri ed in Appendix C, holds for both harmonic and anharmonic potentials, d z12 F G z1 ,t G* z2 ,t z2 t z1 t 2 z1 z2 lin lin z1 z2 . z1 z2 1. 27 23 The integrand in Eq. 23 contains a partial derivative with respect to 12 of a product of two factors, whose dependence p on this quantity we now examine. According to Eq. 20 , the quantity G(z1 ,t)G*(z2 ,t) z2 (t) z1 (t) z1 z2 lin depends on 12 only through stability matrices, and hence is indepenp dent of 12 for a harmonic system, in which stability matrices p are independent of initial conditions. The factor ( p 12(t)) lin is independent of 12 at xed p 12 . For a harmonic system, p the momentum derivative in Eq. 23 acts only on the factor 12(t). To obtain the correct classical limit for an anharq monic system, we will neglect the derivatives27,45 with respect to 12 of the stability matrices in Eq. 20 . The linear p response function is then given by R (1) t dz12 12 t q F 2 12 p d z12 z1 z2 F 2 z1 z2 z1 z2 lin . Performing the integrations in Eq. 25 with Eqs. 26 and 27 gives the exactly correct linear response function for a (q(t)) 0 / (p) 0 , independent of harmonic system, R (1) (t) and properties of the initial distribution such as temperature. We return to Eq. 24 to extract the correct classical mechanical limit of R (1) (t) for an anharmonic potential. This limit may be achieved by the substitution 1 2 F z1 z2 f cl 12 , z z1 z2 28 G z1 ,t G* z2 ,t z2 t z1 t 24 The expression in Eq. 24 may be used both to demonstrate the exactly correct result for a harmonic system, and the correct classical limit for a general potential. In the harmonic case, the stability derivative 12(t)/ 12 (q(t)) 0 / (p) 0 is independent of 12 , so that q p z R (1) t qt p 0 0 with the classical phase space distribution denoted f cl(z). This high-temperature approximation to the matrix element of the density operator between coherent states is similar to the high-temperature approximation discussed by Herman and Coker47 with the additional approximation that the average potential in their expression, V(q1 ) V(q2 ) /2, is re placed by the potential at the average coordinate, V(q12). Within this approximation, the integration over z12 in Eq. 24 may be performed using the identity in Eq. 27 to give the correct classical mechanical expression for the linear response function, R (1) t dz12 12 t q f . z 12 cl 12 p 29 d z12 F G z1 ,t G* z2 ,t 2 z1 z2 lin z2 t z1 t dz12 z1 z2 . F 2 z1 z2 25 It must be emphasized that G(z1 ,t)G*(z2 ,t) z2 (t) z1 (t) z1 z2 while the factor lin is independent of This analysis illustrates a route to the classical limit of the semiclassical linear response function for arbitrary potential. The structure of R (n) for n 1 is more complicated than that of R (1) , because of the presence of more than one commutator in Eq. 2 . Here we present the additional steps required to verify the correct harmonic and classical limits for R (n) with n 1. We begin with the integrations over the initial conditions for the pair of trajectories of duration t n in Eq. 10 , J 2n 3,2n 2 dz2n 2 2n q 1,2n 1,2n F d z2n 2 i 2 1,2n F G z2n tn 1 ,t n G* z2n ,t n z2n t n z2n z2n 2 1 tn z2n 3 1 z2n tn 1 tn p 2n tn 1 1,2n 2n p 1,2n z2n z2n 1 z2n z2n 1 z2n . 30 This quantity represents the value of that section of the diagram in Fig. 1 above and including the vertices labeled z2n 1 and z2n , as well as the vertical dotted lines attached to these vertices. Making the linearization approximation discussed in connection with Eq. 23 and integrating by parts with respect to 2n 1,2n produces p Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1009 J 2n 3,2n 2 dz2n 2 1,2n F d z2n 2 z2n 1,2n F G z2n 1 1 ,t n G* z2n ,t n z2n t n z2n 3 1 tn z2n 1 z2n lin 2n 1,2n t n q 2n 1,2n p 2 tn z2n z2n 1 z2n z2n 1 z2n tn 1 . 31 To proceed towards the classical mechanical limit for R (n) , we must make the following approximation in Eq. 31 : z2n 2 tn 1 z2n z2n 1 z2n z2n 1 z2n F 3 tn 1 2 z2n 1,2n 2 tn 1 z2n 3 tn 1 1 2n z 2n z 3,2n 2 tn , 32 (q) (p) signifying the 2F-dimensional Dirac with (z) delta function. We justify this approximation by writing the relevant combination of coherent states overlaps in Eq. 32 explicitly in terms of mean and difference momenta and coordinates, za zi z j zb z j zi za zb exp exp 1 2 2 magnitudes of the imaginary parts of these vectors scale as 1/2 , and may be neglected as 0. For the time-dependent difference phase variables in Eq. 31 , p2n 2,2n 3 (t n 1 ) and q2n 2,2n 3 (t n 1 ), this dependence scales a factor that diverges exponentially with t n 1 for a chaotic system and linearly for a regular system such as the one-dimensional Morse oscillator considered in Sec. III.31 However, at any nite time value, these contributions can be neglected in the limit 0, justifying the delta function approximation in Eq. 32 . The prefactor of the delta function can be obtained q by integrating Eq. 33 over i j and i j to obtain p dzi j 2 F za zi z j zb z j zi za zb . 34 2 i j ab qq i j ab pp i 2 i 2 2 pi j qi j pab 2 qab . 33 Some rami cations of this result are discussed in Appendix B. Application of the approximation in Eq. 32 to Eq. 31 permits the integration over the mean phase point, 2n 1,2n , z to be performed, and the integration over the difference phase point, z2n 1,2n , can then be carried out using the identity in Eq. 27 to give J 2n 3,2n 2 z2n 2 tn 1 z2n 3 tn 1 1 1 The Gaussian factors multiplying za zb on the right-hand side of Eq. 33 are peaked about the complex values of i j q ab i( pi j q pab )/(2 ) and i j ab i ( qi j pp qab )/2. In the classical limit, the imaginary part of each vector may be neglected. The magnitudes of qi j and pi j are controlled by the overlap zi z j . Typical values of the 1/2 magnitude of qi j scale as , and typical values of the 1/2 . If we assume that magnitude of pi j scale as 1 , as is the case for the harmonic oscillator,47 then the q 2n z 2n p 3,2n 2 3,2n tn 2 tn ,t n . 35 In this relation, q(z,t) represents the active coordinate at the end of a trajectory of duration t beginning at phase point z. Repetition of this procedure n 2 times yields an expression with similar structure to the result for the linear response function in Eq. 24 , and which reduces to Eq. 24 for n 1, R (n) t n ,...,t 1 dz12 F 2 n p 12 ,t 1 t n z q 12 ,t 1 t n z z 1 p 12 ,t 1 t n 2 p 12,0 z z1 z2 lin . d z12 z1 z2 F 2 z1 z2 G z1 ,t 1 G* z2 ,t 1 z2 t 1 z1 t 1 36 Here, p(z,t) signi es the momentum of the active degree of freedom at the end of a trajectory of duration t, originating at phase point z. The right-hand side of Eq. 36 vanishes at n 1 for a harmonic system, because of the vanishing of the nth momentum derivative of the coordinate in the integrand for this case. The correct classical mechanical limit of R (n) for any potential may then be extracted by following the argument applied to Eq. 24 , n R (n) t n ,...,t 1 dz p z,t 1 t n q z,t 1 t n 1 p z,t 1 t n 2 p z,0 f cl z . 37 Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1010 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 3 Noid, Ezra, and Loring The semiclassical nonlinear response function in Eq. 14 thus reduces to the correct classical limit for 0 and within the assumption that the coherent states spatial width 1 parameter is taken to obey . III. NUMERICAL RESULTS F 6 1/2 D 3 3 2D m 3/2 . 41 A semiclassical expression for the nth order optical response function R (n) (t), based on the HK propagator, is given in Eq. 14 . For a system of F degrees of freedom, its numerical evaluation requires calculation of a 4nF-dimensional integral whose integrand requires the propagation of 2n classical trajectories. We provide a preliminary assessment of the accuracy of this approach with calculations of the linear response function R (1) (t) for a model of suf cient simplicity to allow classical mechanical, quantum mechanical, and semiclassical results to be readily computed and compared. We consider a thermal ensemble of Morse oscillators,57,58 with the Hamiltonian and density operator, H p2 2m e Tr e D1 e H . H q2 The numerator of the expression after the rst equality, 6 3 D, is the cubic anharmonicity of the Morse potential. Speci cation of m R (1) (t) for quantum oscillators requires an additional dimensionless parameter containing . For this parameter, we choose15,16 the dimensionless quantum anharmonic frequency shift , F2 9 2D . 42 , 38 39 Variables with dimensions of time will be scaled by the harmonic frequency of the oscillator, de ned by 2D . m 40 The linear response function as de ned in Eq. 2 has dimensions of the product of inverse mass and inverse angular frequency, and will be presented in units of (m ) 1 . For classical oscillators, the dimensionless m R (1) (t), expressed as a function of t, is completely speci ed by one additional dimensionless parameter,12 14 a temperature dependent anharmonicity, F, This quantity is the frequency difference between the n n 1 and n 1 n 2 transitions, scaled by . Another useful interpretation of is that the number of bound quantum states58 for the Morse oscillator is the largest integer smaller 1 1/2. In the calculations below we will vary at than xed F, which has the signi cance of varying the importance of at xed temperature, and we will vary F at xed , with the signi cance of varying the temperature for xed oscillator Hamiltonian. The linear response function, within the approximation of the HK propagator, is given in Eq. 15 . Numerical evaluation of this expression requires calculation of the matrix element between coherent states of the density operator. An exact calculation of this quantity, or one within an approximation consistent with the HK treatment of the dynamics,59 is feasible for a single degree of freedom. However with a view towards future applications to larger systems, we will treat the density matrix in the simplest conceivable way by applying the high temperature limit of Eq. 28 . With this additional approximation, the form of R (1) employed below for numerical calculations is (1) R sc t m dz 12 f cl 12 12 0 zp exp exp i S 12 z z 12/2,t d z 12 z C 12 2 S 12 z 1 4 2 z 12/2,t C* 12 z exp i 12 0 p 2 p 12 t z 12/2,t q 12 0 12 t q 12 t p i 2 q 12 t p 12 t . 43 z 12/2,t 4 2 q 12 0 2 q 12 t 2 p 12 0 The classical phase space distribution is f cl(z), the classical action Hamilton s principal function is S(z,t), and the HK prefactor C(z,t) is given in Eq. 5 . For emphasis, mean and difference coordinates and momenta at t 0, 12 and y 12 , y are denoted 12(0) and y 12(0). A variety of sampling apy proaches may be envisioned for computing this fourdimensional integral by a Monte Carlo procedure.60 We have chosen to sample the mean phase points 12 according to the z classical phase space distribution and to sample the difference phase points z 12 according to the Gaussian factor 2 2 exp ( /4)( q 12(0)) (1/4 2 )( p 12(0)) . Since our interest lies with the response of a bound, anharmonic system, we choose temperatures such that initial phase points with energies exceeding the well depth D are improbable, and we Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1011 discard the negligible fraction of initial conditions with energy larger than D. The trajectories z 1 (t) and z 2 (t) are propagated numerically with the velocity Verlet algorithm.61 The action S(z j ,t) and monodromy matrix are propagated by applying the velocity Verlet algorithm to the equations of motion, S z j ,t M qq t M pq t L q j ,q j ,t , M qp t M pp t 0 V qq t m 0 1 44 M qq t M pq t M qp t M pp t . 45 In Eq. 44 , the Lagrangian is denoted L. The curvature of the potential energy is represented by V qq in Eq. 45 . The HK prefactor C(z,t) in Eq. 5 is computed from the monodromy matrix. While the use of the HK propagator obviates the need to calculate the Morse Maslov index required by the Van Vleck propagator, the square root in Eq. 5 must be computed with a continuous phase. The continuity of this phase is ensured by incrementing the phase of C(z,t) by each time the determinant in Eq. 5 crosses over the principal branch of the square root function. Use of the HK propagator requires specifying the value of , the spatial width parameter characterizing the coherent states, which in principle can be taken to have any value. In keeping with the spirit of derivations of the HK propagator,21,45,46,62 we assign to this parameter a value very close to its exact value for a harmonic oscillator, HO m / . In the calculations shown below in Figs. 3 6, 0.978 HO . The effect of varying the value of on the calculation of R (1) is discussed below in connection with Fig. 7. Semiclassical calculations of R (1) are compared below to classical and quantum results. The classical R (1) is from computed Eq. 29 , rewritten as R (1) t c dz f cl z q t p 0 . 46 FIG. 3. Classical solid curve and quantum dashed curve linear response functions for a thermal distribution of Morse oscillators are shown for anharmonicity F 0.594. The quantum case has anharmonic frequency shift 0.0391. corresponding action I(p,q) and initial angle (q,p), t, and compropagating the angle according to puting q(t) and p(t) from q I, p I, b 1 ln b 2 1 b cos , , 50 51 52 m sin 1 b cos H p,q /D. These relations follow from Eqs. 4 and 8 in the paper by . Shirts,58 with the replacement The quantum response function is computed from Eq. 2 with n 1, R (1) t q i Tr x t x , . 53 m Initial conditions for classical trajectories are sampled according to f cl(z), with dissociative trajectories discarded as (1) described above in connection with R sc . Rather than propagating the trajectories numerically as in the calculation of (1) R sc , we have taken advantage of the analytical solution of Morse oscillator dynamics in terms of action-angle variables.57,58 The action I and angle are de ned in terms of q and p by I q,p 2D 1 , p 2mD 2 47 q,p arctan e q , 48 49 1 H q,p /D. The classical Hamiltonian is denoted H(q, p). We evaluate R (1) by generating initial values of q and p, calculating the c The trace is evaluated in the energy representation, with coordinate matrix elements computed as described, for example, in Eq. 33 of the paper by Shirts.58 We approximate the resulting sums over eigenstates to include only bound states, just as we discarded dissociative trajectories in calculating the classical and semiclassical response functions. The solid curve in Fig. 3 shows the classical mechanical R (1) (t), computed from Eq. 46 for F 0.594. This value represents a substantial anharmonicity. For example, the vibration of CO, a chromophore in vibrational echo measurements,2 4 has F 0.1 at room temperature. The response function is characterized by an oscillation at a frequency close to and a decay associated with interference from contributions of different energies in the thermal distribution of initial conditions. The dashed curve in Fig. 3 shows a quantum calculation from Eq. 53 for the same value of F 0.0391. This value of corresponds to a Morse osand 1, and D 12.775. cillator with 25 bound states, Quantum and classical results agree well for the rst few oscillations and differ primarily in two respects. The quantum response function shows a recurrence with approximate period 2 / , re ecting the constant anharmonic frequency shift between successive one quantum transitions in the Morse oscillator. In addition, there is a frequency shift be- Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1012 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring FIG. 4. Quantum dashed curve and semiclassical solid curve linear response functions for a thermal distribution of Morse oscillators are shown for the conditions of Fig. 3, F 0.594 and 0.0391. tween the rapid oscillations in the quantum and classical responses, with the classical response displaying a higher frequency. Wu and Cao have compared quantum and classical nonlinear response functions for the Morse oscillator with a different model of radiation matter coupling and different choice of initial conditions from those treated here.55 The radiation matter coupling is taken to be quadratic in electric eld, so that the third-order and fth-order response functions treated in that work have, respectively, an analogous structure to the linear and second-order response functions in our formalism. Also, the radiation-matter coupling is taken to be linear in creation and annihilation operators for the Morse oscillator, which does not correspond to any single power of the oscillator coordinate. Wu and Cao compared quantum and classical third-order response functions for a microcanonical initial condition. The classical calculation is characterized by a linear divergence,63 associated with the linear growth of stability derivatives, while the quantum calculation shows a slow oscillation at the anharmonic frequency shift. Wu and Cao also computed classical response functions using an initial condition of a uniform distribution in classical action, of width . Averaging over a distribution with this particular discontinuous form is shown to destroy the linear divergence, and produce an oscillatory result closely resembling the quantum response function. In fact, the form of the polarization operator used by Wu and Cao, which effectively obeys harmonic oscillator selection rules in an anharmonic system, together with the discontinuous phase space distribution function, ensures that the classical and quantum response functions are essentially identical. The calculations in our Fig. 3 are representative of the signi cant differences between the classical and quantum responses, in particular, the lack of classical recurrence at longer times, to be expected for thermal or other smooth distributions of anharmonic oscillators. The dashed curve in Fig. 4 reproduces from Fig. 3 the 0.0391, quantum response function for F 0.594 and and the solid curve shows the semiclassical result computed from Eq. 43 . The semiclassical calculation, based on the HK propagator and a high temperature approximation for the density matrix, reproduces the two primary features of the FIG. 5. The dependence of the linear response function on the number of bound states in the Morse oscillator is shown for quantum dashed curves and semiclassical solid curves calculations. F 0.594. In the upper panel, 0.00391 255 bound states , in the middle panel, 0.0391 25 bound 0.0782 12 bound states . states , and in the lower panel, quantum result: the recurrence at 2 / and the frequency shift of the rapid oscillations with respect to the classical result. The dependence of the linear response function on the importance of is shown by the solid semiclassical and dashed quantum curves in the three panels of Fig. 5 for 0.00391 upper panel , 0.0391 middle panel , and 0.0782 lowest panel . The numbers of bound quantum states in each case are, respectively, 255 upper panel , 25 middle panel , and 12 lowest panel . The period of the recurrence in the quantum result is shown to be inversely proportional to , as discussed above, and the semiclassical calculation is shown to be qualitatively correct for Morse oscillators with varying number of bound states. The temperature dependence of R (1) (t) is displayed in Fig. 6. The upper panel reproduces from the middle panel of Fig. 4 quantum dashed and semiclassical solid response functions for F 0.594 and 0.0391. In the middle panel FIG. 6. The dependence of the linear response function on temperature is shown for quantum dashed curves and semiclassical solid curves calculations. In the upper panel, F 0.594 and 0.0391, in the middle panel the temperature has been reduced to F 0.485, and in the lowest panel, temperature has been further reduced to F 0.420. Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1013 FIG. 7. The dependence of the semiclassical linear response function on the coherent states spatial width parameter, , is shown for F 0.594 and 0.0391. In the middle panel, 0.978 HO , and is increased to 3.91 HO in the upper panel and decreased to 0.245 HO in the lower panel. with F 0.485, the temperature is reduced to 2/3 of the value in the upper panel, and in the lowest panel with F 0.420, the temperature is further reduced to half of the value in the upper panel. As discussed above, the period of the recurrence in the quantum calculations is unaffected by temperature, but the initial decay rate of the envelope of R (1) increases with increasing temperature. These trends are reproduced by the semiclassical calculations. The calculations shown in the lowest panels of Figs. 5 and 6 represent the rather low tem2, with D 12.75 in the lowest panel of perature, Fig. 5 and D 25.5 in the lowest panel of Fig. 6. It is remarkable that the semiclassical expression in Eq. 43 remains accurate at these low temperatures, as it includes the nominally high-temperature approximation to the density matrix of Eq. 28 . The dependence of the semiclassical R (1) on the coherent states spatial width parameter is shown in Fig. 7 for F 0.594 and 0.0391. The middle panel shows R (1) for 0.978 HO , the value employed in Figs. 3 6. In the upper panel, is increased to 3.91 HO , and in the lower panel 0.245 HO . Each curve was calculated it is decreased to from 25 000 trajectories of duration 250 1 and integration time step 0.01 1 , which are comparable statistics to those of the calculations shown in Figs. 4 6. The accuracy and ef ciency of convergence of the semiclassical calculation are shown to degrade for values of that differ substantially from the harmonic oscillator value.39 It should be recalled (1) from Sec. II that R sc (t) for a harmonic oscillator is independent of the value of , suggesting that the sensitivity of the calculation to choice of depends on degree of anharmonicity. IV. CONCLUSIONS have developed a compact expression for the nth order material response function, based on the Herman Kluk semiclassical approximation to the quantum propagator. This form for R (n) lends itself to the extraction of the correct classical mechanical limit, thereby providing insight into the relationship between classical and quantum response functions. As a preliminary test of the accuracy of the application of the HK propagator to the calculation of optical response functions, we have computed the linear response of a thermal distribution of Morse oscillators. These calculations, shown in Figs. 4 7, employ a high temperature approximation to the density matrix, in addition to the HK approximation to the propagator. The semiclassical calculations of R (1) presented here reproduce the important characteristics that distinguish quantum from classical calculations of this observable. Of course, the motivation for developing a semiclassical treatment of nonlinear optical response is the application to systems with F too large to treat with quantum mechanics. The semiclassical calculation of R (n) with coherent states requires evaluation of a 4nF-dimensional integral with an integrand that involves calculating 2n classical trajectories and associated stability matrices. For example, extending the calculations of the linear response of the Morse oscillator model treated here to compute the vibrational echo,12 16 requires R (3) and hence the evaluation of a 12-dimensional integral. Calculating semiclassical higher order response functions for systems with more degrees of freedom will require a considered choice of the Monte Carlo sampling algorithm employed.60 The well-known dif culty of computing high dimensional integrals of oscillatory integrands with Monte Carlo approaches60 suggests that further approximations, in addition to the two employed here, will be required to simplify the structure of R (n) that is depicted in the diagram in Fig. 1. While we leave such considerations for future work, the calculations shown here suggest promise for the semiclassical treatment of R (n) based on the HK propagator. ACKNOWLEDGMENTS The authors thank Professor M. F. Herman for a helpful discussion concerning the identity of Eq. 27 . W.G.N. thanks the National Science Foundation for support through a Graduate Research Fellowship. R.F.L. acknowledges support from the National Science Foundation through Grant No. CHE0105623, and from the Petroleum Research Fund of the American Chemical Society. APPENDIX A: RESPONSE FUNCTIONS IN COORDINATE REPRESENTATION We have treated a rather general model of the radiationmatter interaction, in which a classical electric eld is coupled to matter with an interaction that is linear in the coordinate of an active degree of freedom, which in turn interacts with F 1 other material degrees of freedom. We In this Appendix we derive semiclassical expressions for linear and nonlinear response functions using the coordinate representation, employing the Van Vleck17,18,23 rather than the Herman Kluk21,22 semiclassical propagator. The classical limit of our semiclassical result is obtained by a linearization approximation.29,48,50,53,64 While the classical limit of operator correlation functions has previously been discussed using the Van Vleck propagator together with linearization of the semiclassical expression,48 the results obtained here pro- Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1014 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring vide an explicit demonstration of the emergence of multitime classical Poisson brackets11 from the quantum mechanical nested commutator structure. For related treatments of the nonlinear response function, see the work of Mukamel et al.11,65 67 An analogous proof of the emergence of the classical limit using the HK propagator is given in Sec. II. As in Sec. II, we take the system to have F coordinate degrees of freedom, (r) i ,i 0,...,F 1 , with the single active degree of freedom denoted x (r) 0 . The Van Vleck semiclassical approximation to the quantum mechanical propagator K(r ,r;t) r K (t) r is17,18,23 K VV r ,r;t 1 2i exp F R (1) t i 2 1 F dr1 dR0 p0 r1 d R0 dP0 det x1 X0 W p0 r1 R0 ,P0 det e i[S(r1 ,r0 ;t) S(r1 ,r0 ;t)]/ e iP0 R0 / . A7 k C VV r ,r;t i , A1 iS r ,r;t 2 where the sum includes all distinct classical trajectories k connecting r to r in time t, S(r ,r;t) is the associated classical action Hamilton s principal function ,23 the prefactor C VV r ,r;t and det p r det S rr 2 , A2 is the Morse Maslov index.23 1. Linear response function The linear response function R (1) is given in Eq. 2 with n 1, R (1) t i i Tr x t x , Tr K t x K t x x K t x K t . A3 The semiclassical expression A7 for the linear response function can in principle be evaluated via numerical computation of the multiple integrals involved. Finding pairs of classical trajectories of duration t connecting initial con gurations r0 and r0 to the same nal con guration r1 constitutes a dif cult root search problem. An initial value representation IVR expression29 for R (1) can be obtained by replacing the integration over variables r0 ,r0 ,r1 with an integration over initial coordinate-momentum pairs r0 ,p0 for forward trajectories from r0 to r1 (r0 ,p0 ;t), together with an integration over momenta p1 , where r1 ,p1 serve as the initial conditions for trajectories propagated backwards in time to r0 at t 0. The Van Vleck propagator exhibits divergences associated with trajectory conjugate points;23 use of the semiclassical IVR overcomes the dif culties associated with this singular behavior.27,29 In order to extract the classical response function from the semiclassical result A7 , we introduce the key linearization approximation.29 Expanding the action difference appearing in the exponent in Eq. A7 to second order in R we obtain S r1 ,r0 ;t with 0 p S r1 ,R0 ;t R0 r1 S r1 ,r0 ;t 0 R0 , p A8 , A9 Inserting complete sets of position eigenstates r , and using x r x r , we have R (1) t i dr1 dr0 dr0 K r1 ,r0 ;t * A4 the initial momentum for the classical trajectory connecting the mean initial position R0 to r1 in time t. Also, we replace each prefactor with that for the mean trajectory, det p0 r1 det p0 r1 det 0 p , r1 A10 K r1 ,r0 ;t x 1 x 0 x 0 r0 r0 . We now introduce the transformation to average and difference coordinates R0 r0 r0 2 , R0 r0 r0 , A5 so that the semiclassical expression A7 becomes R (1) t i 2 det 1 F dr1 dR0 d R0 dP0 R0 ,P0 . A11 and express the coordinate-space representation matrix elements of the density operator in terms of the Wigner distribution,68 W (q,p), r0 r0 dP0 e i/ P0 R 0 W 0 p x X e i(P0 r1 1 0 0 ) R0 / p W R0 ,P0 . A6 Equation A1 is then used, omitting the sum over distinct trajectories k for simplicity, and suppressing the Morse Maslov phases, which cancel in the classical limit, to obtain a semiclassical approximation for R (1) (t), This result expresses the linear response function as an inte gral over all coordinate pairs (R0 , r1 ) connected by classical trajectories of duration t and initial momentum 0 , together p with integrations over difference coordinate R0 and momentum variable P0 . Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1015 We can integrate over R0 and apply the integral representation of the delta function to obtain R (1) t x1 F1 1 R (2) t 2 ,t 1 i i 2 Tr x t 2 t 1 x t 1 , x , 2 dr1 dR0 P0 0 p 0 p P0 dP0 det 0 p r1 Tr x t 2 t 1 ,x t 1 ,x . A17 Expanding the two nested commutators yields 4 terms, R (2) t 2 ,t 1 0 p W i 2 Tr K t 2 t 1 x K t 2 x K t 1 x K t2 R0 ,P0 , A12 t 1 x K t 2 x K t 1 x K t 2 t 1 x K t 2 t 1 x K t 1 x K t 1 K t 2 t 1 x K t 2 t 1 x K t 1 x K t 1 . where 0 (P0 ) 0 , etc. The nal coordinate r1 is a function P 0 and 0 , r1 r1 (R0 ,p0 ), so that we have p of R 0 p dr1 det f r1 r1 f r1 R0 ,p0 0 p and R (1) t dR0 dP0 x 1 R0 ,P0 ;t P0 W P0 0 p 0 p F1 1 P0 0 p A13 0 P0 p A18 Inserting complete sets of position eigenstates as before, we have R (2) t 2 ,t 1 i 2 dr2 dr1 dr1 dr0 dr0 R0 ,P0 . A14 r0 r0 K r2 ,r1 ;t 2 *K r2 ,r1 ;t 2 K r1 ,r0 ;t 1 *K r1 ,r0 ;t 1 x 2 x 1 x 1 x0 x0 , A19 Recognizing the partial derivative in the integrand as a 2-time classical Poisson bracket, x 1 R0 ,P0 ;t P0 we obtain nally R (1) t dR0 dP0 x 0 ,x t W x t ,x 0 r(0) R0 ,p(0) P0 , A15 where the product of difference coordinates in Eq. A19 precisely mirrors the nested commutator structure in Eq. A17 . With the transformation to the average/difference coordinates in Eq. A5 to introduce the Wigner function W , Eq. A19 becomes R (2) t 2 ,t 1 i 2 R0 ,P0 . A16 dr2 dP0 e iP0 dr1 R0 / dr1 dR0 d R0 This result expresses the linear response function R (1) (t) as the phase space average of the 2-time Poisson bracket x(0),x(t) weighted by the equilibrium Wigner distribution function cf. the LSC Wigner model29 . Replacing the Wigner function W in Eq. A16 with the classical phase space distribution function f cl in the 0 limit yields the classical result. 2. Nonlinear response function: Second order W R0 ,P0 K r2 ,r1 ;t 2 *K r2 ,r1 ;t 2 K r1 ,r0 ;t 1 * K r1 ,r0 ;t 1 x 2 x 1 x 1 x 0 x 0 . A20 Replacing the quantum propagators K in Eq. A20 with the Van Vleck propagator, K VV , and introducing average/ difference coordinates at the intermediate time t t 1 , R1 we obtain r1 r1 2 , R1 r1 r1 A21 To illustrate the derivation of a semiclassical expression for the nonlinear response function and the corresponding classical limit, we consider the rst nonlinear response function, R (2) cf. Eq. 2 , R (2) t 2 ,t 1 i 2 1 2 det 2F dr2 dR1 p1 r2 W d R1 dR0 d R0 dP0 e iP0 R0 / p1 r2 det S(r1 ,r0 ;t 1 )]/ e i[S(r2 ,r1 ;t 2 ) S(r2 ,r1 ;t 2 )]/ det p0 r1 det p0 r1 A22 e i[S(r1 ,r0 ;t 1 ) R0 ,P0 x 2 X 1 X 0 , Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1016 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring where p0 S r1 ,r0 ;t 1 r0 r1 , A23 and so on. Again, this semiclassical expression could in principle be evaluated by numerical evaluation of the relevant multidimensional integral. The root search problem involves determination of classical trajectories connecting r0 r1 and r0 r1 in time t 1 , and r1 r2 and r1 r2 in time t 2 . Changing variables from initial and nal coordinate pairs to inital coordinate-momentum pairs for each trajectory segment yields a semiclassical IVR Van Vleck expression for R (2) , R (2) i t 2 ,t 1 2 1 2 det 2F dp1 dp1 r2 p1 dr0 dp0 dr0 r1 p0 dp0 r2 r2 r1 p0 A24 r2 p1 det S(p1 ,r1 ;t 2 )]/ det det e i[S(p1 ,r1 ;t 2 ) e i[S(p0 ,r0 ;t 1 ) S(p0 ,r0 ;t 1 )]/ r0 r0 x 2 x 1 x 1 x 0 x 0 . In order to retrieve the classical nonlinear response function from the semiclassical result A22 , we again linearize the actions, so that S r1 ,r0 ;t 1 S r1 ,r0 ;t 1 1 10 R1 0 R0 , p p A25 R (2) t 2 ,t 1 i 2 1 2 2F dr2 dR1 d R1 R0 ,P0 dR0 d R0 dP0 W where 0 is de ned as above, and p S R1 ,R0 ;t 1 R1 R0 det 1 21 p r2 det 0 p R1 e i(P0 0 ) R0 / p e i(p1 (10) 1 (21)) R1 / p 1 10 p , A26 x2 X1 X0 . A30 the nal momentum for a classical trajectory connecting R0 and R1 in time t 1 . Similarly, S r2 ,r1 ;t 2 where S r2 ,R1 ;t 2 R1 r2 Now noting S r2 ,r1 ;t 2 1 21 R1 , A27 p 1 i 1 2 F d R1 X 1 e i(p1 (10) F1 1 1 (21)) R1 / p 1 10 1 21 p p 1 21 p , A28 1 10 p 1 21 p A31 1 21 p the initial momentum for a classical trajectory connecting R1 and r2 in time t 2 . At this stage 1 10 p 1 21 , p A29 and x 2 x 2 (R1 ,p1 (21),t 2 ), and using Eq. A13 , we see that integration over R1 followed by integration over r2 imposes the condition, 1 10 p so that the classical trajectory from R0 to r2 via R1 consists of two segments, with a momentum discontinuity at r R1 . Applying the linearization approximation to Eq. A22 , we have 1 21 p 1 . p A32 That is, the classical trajectory connecting R0 to r2 via R1 in time t 2 t 1 is now continuous in momentum at R1 . The expression for R (2) becomes Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1017 R (2) t 2 ,t 1 1 i dP0 2 1 F dR1 dR0 d R0 R (2) t 2 ,t 1 dR0 W dP0 P0 x 2 R1 ,p1 ;t 2 1 p A35a W W R0 ,P0 x 2 R1 ,p1 ;t 2 1 p 0 ) R0 / p R0 ,P0 dP0 x 2 ,X 1 ,X 0 dR0 X0 . A33 R0 ,P0 . A35b det The partial derivative x 2 R1 ,p1 ;t 2 1 p 0 p R1 e i(P0 x 2 R1 ,p1 ;t 2 ,X 1 t 1 A34 Again, we have the multitime Poisson bracket weighted by the Wigner function W . Setting W f cl , we obtain the classical expression for the nonlinear response function as the equilibrium average of the multitime Poisson bracket x 2 ,x 1 ,x . 11 3. General case X is the negative of the 2-time Poisson bracket of x 2 and 1 . 1 as in the Completing the integrations over R0 and R linear response case, we obtain the result, The semiclassical approximation to the nth order response function R (n) (t n ,...,t 1 ) is R (n) t n ,...,t 1 i n drn drn 1 ;t n 1 drn 1 dr1 dr1 dR0 dP0 1 d R0 K VV rn ,rn xn 1 1 ;t n * R0 ,P0 e iP0 R0 / K VV rn ,rn K VV r1 ,r0 ;t 1 *K VV r1 ,r0 ;t 1 x n x n x0 x0 W . A36 This expression involves determination of n 1 pairs of trajectories connecting r j r j 1 and r j r j 1 in time t j 1 and of a nal pair of trajectories connecting rn 1 rn and rn 1 rn in time t n Expansion of the product of n coordinate differences yields 2 n distinct terms.10 The classical expression for the nonlinear response function R (n) is straightforwardly obtained from Eq. A36 in the limit 0 using the manipulations employed above. Although both the HK 14 and Van Vleck A36 expressions for the nth order response functions require the propagation of n trajectory pairs, the speci cation of the trajectories is different in each case. The HK expression integrates over the contributions from 2n trajectory segments, where each segment has independent initial conditions coordinates and momenta . There is therefore a jump both in coordinate and momentum between trajectory segments. The 2n trajectories in the Van Vleck expression are speci ed by their initial and nal coordinates, where the nal coordinate of one trajectory is the intial coordinate of the next, so that only a momentum jump occurs between segments. This is true even when an IVR expression is used for the Van Vleck response function. The integrations over intermediate coordinate pairs r j ,r j in Eq. A36 can be performed by repeated use of the semiclassical concatenation formula,18 SPA of Eq. A37 is evaluated for continuous in momentum trajectories connecting r0 (t 0 0) to r2 (t 2 t 1 ). We thereby obtain R (n) t n ,...,t 1 i n drn W dR0 dP0 R0 / d R0 R0 ,P0 e iP0 K VV rn ,r0 ;T n 1 * K VV rn ,r0 ;T n x n x T n x Tn 1 x T1 x T1 x0 x0 , A38 where x (T k ) is the value of the coordinate x at time T k t 1 t 2 t k along the continuous in momentum classical trajectory connecting x 0 at t 0 0 with x n at t T n , and similarly for x 1 (T k ). Expression A38 is an approximate version of Eq. A36 ; the momentum matching conditions at times T k constrain the trajectories from r0 and r0 to rn to be continuous in phase space, so that numerical evaluation of Eq. A38 for the nonlinear response function of any order is comparable in dif culty to calculation of the linear response function from Eq. A7 . K VV r2 ,r0 ;t 2 t 1 dr1 K VV r2 ,r1 ;t 2 K VV r1 ,r0 ;t 1 , A37 APPENDIX B: CONSEQUENCES OF EQ. 34 where the integration over r1 is performed by stationary phase, and the semiclassical propagator on the left-hand side We explore here several consequences of the exact relation involving coherent states overlaps in Eq. 34 , one of which is the result in Eq. 26 , which was employed to show that the semiclassical expression for the linear response func- Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1018 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Noid, Ezra, and Loring tion in Eq. 15 is exactly correct for a harmonic system. The result in Eq. 34 may be written as an operator identity, dzi j 2 F z j zi zi z j I, B1 The coherent state coordinate and momentum are analytically continued to the complex-valued quantities in Eq. B4 . The motivation for these de nitions arises from the following relations, which may, for example, be veri ed by taking inner products with coordinate states, i j z zj zi z j zi zi z j exp 1 2 with I The identity operator. The relation in Eq. 26 follows, according to dzi j 2 F 1 2 i j pi j , p B5 zi z j zi z j Tr dzi j 2 2 z j zi F Tr zi z j F dzi j zi z j zi z j B2 * zi j exp i j pi j . p Assembling the ket and bra from Eqs. B5 produces i j * z zi j z j zi . zi z j B6 Tr . The identity in Eq. B1 may be written more compactly, and so, therefore, may the semiclassical nonlinear response function in Eq. 10 , by introducing coherent states associated with complex-valued coordinates and momenta. We dez ne i j , a coherent state associated with a complex-valued phase point connected with the phase points zi and z j according to i j z * zi j zi q z j zi z j zi p z j zi z j zi q z j zi p z j , zi z j zi z j zi q z j zi z j ij q ij p i 2 i 2 . This identity provides a convenient formulation for the offdiagonal matrix element between coherent states of any op erator A , zi A z j zi z j * A i j . zi j z B7 * , zi p z j zi z j pi j , qi j . * , B3 Our formulation of the semiclassical response function is based on the relation in Eq. 8 for the coherent states matrix element of a commutator with the coordinate operator. This result may be written in terms of coherent states for complex phase points as zi x ,A z j i zi z j * A i j , zi j z B8 ij p B4 which leads to a more compact formulation of the response function in Eq. 10 , R (n) t n ,...,t 1 1 n dz1 2 F dz2 2 F dz2n F G z1 ,t 1 G* z2 ,t 1 G z2n 2 2n q tn 1,2n 1 ,t n G* z2n ,t n z2n z2n z2n z2n z2n t n z2n 1 tn tn i 2 2n z* p 2n 1,2n tn tn 1 2n p 2 z2n 1,2n 2 1 2n z tn 1,2n 1,2n z2n 3 1 3 2n p z2n 3,2n 2 4 2 2n z z1 z2 3,2n 2 2n z* 3,2n 2 z2n 5 tn 2 B9 z3 z4 34 p z2 t 1 34 34 z1 t 1 z z* 12 p * 12 . z12 z The overlaps between conventional and complexi ed coherent states may be evaluated using straightforward analytical continuation of the appropriate coordinates and momenta, and the momentum derivatives may be evaluated explicitly to produce a relation analogous to Eq. 14 . The identity in Eq. B1 may be reformulated as a completeness relation for complexi ed coherent states, dzi j 2 F i j * z zi j I, B10 which is useful in manipulations with R (n) as expressed in Eq. B9 . Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 Optical response with semiclassical dynamics 1019 APPENDIX C: VERIFICATION OF EQ. 27 2 F C 12 ,t z det W 2 The extraction of the correct classical mechanical limit from the semiclassical nonlinear response function in Eq. 10 relies on the identity in Eq. 27 , which we verify here. This identity has previously been proven by Herman and Coker,47 and stated by Wang, Manolopoulos, and Miller56 see Eqs. A9 and A11 of Ref. 56 . Substitution of the relation in Eq. 20 into Eq. 27 permits the latter identity to be rewritten as C 12 ,t z 2 1. C3 We express the HK prefactor C(z,t) in Eq. 5 as C z,t det . C4 The identity to be veri ed in Eq. 27 then takes the form, det W 2 2F det d Z12 exp 2F 1 T Z12 W Z12 4 . C5 1, C1 To verify the equality in Eq. C5 , we write W as a product of 2F-dimensional matrices U and V, W U"V, T W I2F MT M. C2 C6 , C7 The 2F-dimensional matrix M is the dimensionless monodromy matrix de ned in Eq. 21 . Evaluation of this Gaussian integral gives U i T i V Mqq ,t z Mqq ,t z i i 1 1 Mpq ,t z Mpq ,t z Mqp ,t z Mqp ,t z iMpp ,t z iMpp ,t z . C8 The demonstration that W U"V, not shown here, requires invoking the symplectic property of the monodromy matrix, M"J"MT J, J 0F IF IF 0F , C9 C10 with 0F the F-dimensional matrix with all elements zero. By two successive manipulations of adding a multiple of one row of the matrix to another, the determinant of U can be written as T det U 2i 2i F det det 0F 0F T F det 2i F det . C11 Similarly, by twice adding a multiple of one row to another in V, its determinant can be put in the form, det V 2i F det M 2i F , C12 where the unit determinant of the monodromy matrix has been invoked. Multiplying the determinants of U and V in Eqs. C11 and C12 produces the desired result in Eq. C5 . 1 S. Mukamel, A. Piryatinski, and V. Chernyak, Acc. Chem. Res. 32, 145 1999 . 2 M. D. Fayer, Annu. Rev. Phys. Chem. 52, 315 2001 . 3 K. A. Merchant, D. E. Thompson, Q.-H. Xu, R. B. Williams, R. F. Loring, and M. D. Fayer, Biophys. J. 82, 3277 2002 . 4 K. A. Merchant, W. G. Noid, D. E. Thompson, R. Akiyama, R. F. Loring, and M. D. Fayer, J. Phys. Chem. B 107, 4 2003 . 5 P. Hamm, M. Lim, and R. M. Hochstrasser, Phys. Rev. Lett. 81, 5326 1998 . M. T. Zanni and R. M. Hochstrasser, Curr. Opin. Struct. Biol. 11, 516 2001 . 7 J. C. Wright, Int. Rev. Phys. Chem. 21, 185 2002 . 8 O. Golonzka, M. Khalil, N. Demirdoven, and A. Tokmakoff, J. Chem. Phys. 115, 10814 2001 . 9 J. Stenger, D. Madsen, P. Hamm, E. T. J. Nibbering, and T. Elsaesser, J. Phys. Chem. A 106, 2341 2002 . 10 S. Mukamel, Principles of Nonlinear Optical Spectroscopy Oxford University Press, New York, 1995 . 11 S. Mukamel, V. Khidekel, and V. Chernyak, Phys. Rev. E 53, R1 1996 . 12 R. B. Williams and R. F. Loring, J. Chem. Phys. 113, 1932 2000 . 13 R. B. Williams and R. F. Loring, J. Chem. Phys. 113, 10651 2000 . 14 R. B. Williams and R. F. Loring, Chem. Phys. 266, 167 2001 . 15 R. Akiyama and R. F. Loring, J. Chem. Phys. 116, 4655 2002 . 16 R. Akiyama and R. F. Loring, J. Phys. Chem. A to be published . 17 J. H. Van Vleck, Proc. Natl. Acad. Sci. U.S.A. 14, 178 1928 . 18 M. V. Berry and K. E. Mount, Rep. Prog. Phys. 35, 315 1972 . 19 W. H. Miller, Adv. Chem. Phys. XXV, 69 1974 . 20 W. H. Miller, Adv. Chem. Phys. XXX, 77 1975 . 21 M. F. Herman and E. Kluk, Chem. Phys. 91, 27 1984 . 22 M. F. Herman, Annu. Rev. Phys. Chem. 45, 83 1994 . 23 M. C. Gutzwiller, Chaos in Classical and Quantum Mechanics SpringerVerlag, New York, 1990 . 24 M. S. Child, Semiclassical Mechanics with Molecular Applications Oxford University Press, New York, 1991 . 25 E. J. Heller, J. Chem. Phys. 94, 2723 1991 . 26 E. J. Heller, in Chaos and Quantum Physics, edited by M.-J. Giannoni, A. Voros, and J. Zinn-Justin Elsevier, New York, 1991 , pp. 549 663. 27 M. A. Sepulveda and F. Grossmann, Adv. Chem. Phys. XCVI, 191 1996 . 28 D. J. Tannor and S. Garashchuk, Annu. Rev. Phys. Chem. 51, 553 2000 . 29 W. H. Miller, J. Phys. Chem. A 105, 2942 2001 . 30 M. Baranger, M. A. M. de Aguiar, F. Keck, H. J. Korsch, and B. Schellhaass, J. Phys. A 34, 7227 2001 . 31 A. J. Lichtenberg and M. A. Lieberman, Regular and Chaotic Dynamics 2nd ed. Springer Verlag, New York, 1992 . 32 L. S. Schulman, Techniques and Applications of Path Integration Wiley, New York, 1981 . 33 R. E. Gillilan and K. R. Wilson, J. Chem. Phys. 97, 1757 1992 . 34 D. Passerone and M. Parrinello, Phys. Rev. Lett. 87, 108302 2001 . 35 W. H. Miller, J. Chem. Phys. 53, 3578 1970 . 36 R. A. Marcus, J. Chem. Phys. 56, 3548 1972 . 6 Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp 1020 37 38 J. Chem. Phys., Vol. 119, No. 2, 8 July 2003 55 56 Noid, Ezra, and Loring J. Wu and J. Cao, J. Chem. Phys. 115, 5381 2001 . H. Wang, D. E. Manolopoulos, and W. H. Miller, J. Chem. Phys. 115, 6317 2001 . 57 C. Jaffe and P. Brumer, J. Chem. Phys. 73, 5646 1980 . 58 R. B. Shirts, J. Phys. Chem. 91, 2258 1987 . 59 N. Makri and W. H. Miller, J. Chem. Phys. 116, 9207 2002 . 60 S. X. Sun and W. H. Miller, J. Chem. Phys. 117, 5522 2002 . 61 M. Allen and D. Tildesley, Computer Simulation of Liquids Oxford University Press, New York, 1996 . 62 M. F. Herman, J. Chem. Phys. 85, 2069 1986 . 63 J. A. Leegwater and S. Mukamel, J. Chem. Phys. 102, 2365 1995 . 64 H. B. Wang, X. Sun, and W. H. Miller, J. Chem. Phys. 108, 9726 1998 . 65 M. A. Sepulveda and S. Mukamel, J. Chem. Phys. 102, 9327 1995 . 66 V. Khidekel, V. Chernyak, and S. Mukamel, in Femtochemistry: Ultrafast Chemical and Physical Processes in Molecular Systems, edited by M. Chergui World Scienti c, Singapore, 1996 , pp. 507 514. 67 S. Mukamel, Phys. Rev. A 61, 021804 2000 . 68 M. Hillery, R. F. O Connell, M. O. Scully, and E. P. Wigner, Phys. Rep. 106, 121 1984 . W. H. Miller, J. Chem. Phys. 95, 9428 1991 . K. G. Kay, J. Chem. Phys. 100, 4377 1994 . 39 K. G. Kay, J. Chem. Phys. 100, 4432 1994 . 40 K. G. Kay, J. Chem. Phys. 101, 2250 1994 . 41 E. J. Heller, J. Chem. Phys. 75, 2923 1981 . 42 J. R. Klauder and B. Skagerstam, Coherent States: Applications in Physics and Mathematical Physics World Scienti c, Singapore, 1985 . 43 R. G. Littlejohn, Phys. Rep. 138, 193 1986 . 44 F. Grossmann and A. L. Xavier, Phys. Lett. A 243, 243 1998 . 45 W. H. Miller, Mol. Phys. 100, 397 2002 . 46 W. H. Miller, J. Phys. Chem. B 106, 8132 2002 . 47 M. F. Herman and D. F. Coker, J. Chem. Phys. 111, 1801 1999 . 48 J. Cao and G. A. Voth, J. Chem. Phys. 104, 273 1996 . 49 R. Hernandez and G. A. Voth, Chem. Phys. 233, 243 1998 . 50 X. Sun and W. H. Miller, J. Chem. Phys. 110, 6635 1999 . 51 K. Thompson and N. Makri, Phys. Rev. E 59, 4729 1999 . 52 J. Shao and N. Makri, J. Phys. Chem. A 103, 7753 1999 . 53 Y. Zhao and N. Makri, Chem. Phys. 280, 135 2002 . 54 J. L. McWhirter, J. Chem. Phys. 112, 7891 2000 . Downloaded 27 Jun 2003 to 132.236.56.248. Redistribution subject to AIP license or copyright, see http://ojps.aip.org/jcpo/jcpcr.jsp
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Cornell >> VIVO >> 6068 (Fall, 2008)
THE JOURNAL OF CHEMICAL PHYSICS 122, 184303 2005 Classical and quantum mechanics of diatomic molecules in tilted elds Carlos A. Arango, William W. Kennerly, and Gregory S. Ezraa Department of Chemistry and Chemical Biology, Baker Laboratory, Cornell...
Cornell >> VIVO >> 6068 (Fall, 2008)
THE JOURNAL OF CHEMICAL PHYSICS 125, 034104 2006 Reversible measure-preserving integrators for non-Hamiltonian systems Gregory S. Ezraa Department of Chemistry and Chemical Biology, Baker Laboratory, Cornell University, Ithaca, New York 14853 Recei...
Cornell >> VIVO >> 6068 (Fall, 2008)
Chemical Physics Letters 440 (2007) 341347 www.elsevier.com/locate/cplett Quantum state reconstruction for rigid rotors Sarin A. Deshpande, Gregory S. Ezra Received 26 December 2006; in nal form 23 March 2007 Available online 19 April 2007 * Depar...
Cornell >> VIVO >> 6065 (Fall, 2008)
C-C versus C-H Bond Activation of Alkynes by Early Second Row Transition Metal Atoms Ryan Z. Hinrichs, Jonathan J. Schroden, and H. Floyd Davis* Department of Chemistry and Chemical Biology, Cornell University, Ithaca, New York 14853, U.S.A. *Author ...
Cornell >> VIVO >> 6065 (Fall, 2008)
J. Phys. Chem. A 2003, 107, 9295-9300 9295 Competition between C-C and C-H Activation in Reactions of Neutral Yttrium Atoms with Four Butene Isomers Jonathan J. Schroden, Chia C. Wang, and H. Floyd Davis* Department of Chemistry and Chemical Biolog...
Cornell >> VIVO >> 6065 (Fall, 2008)
9284 J. Phys. Chem. A 2003, 107, 9284-9294 Competition between C-C and C-H Activation in Reactions of Neutral Yttrium Atoms with Cyclopropane and Propene Ryan Z. Hinrichs, Jonathan J. Schroden, and H. Floyd Davis* Department of Chemistry and Chemic...
Cornell >> VIVO >> 6065 (Fall, 2008)
JOURNAL OF CHEMICAL PHYSICS VOLUME 119, NUMBER 1 1 JULY 2003 Oxygen atom Rydberg time-of-ight spectroscopy Cheng Lin, Mark F. Witinski, and H. Floyd Davisa) Department of Chemistry and Chemical Biology, Baker Laboratory, Cornell University, Ithaca...
Cornell >> VIVO >> 6065 (Fall, 2008)
Published on Web 12/28/2002 Competition between C-C and C-H Insertion in Prototype Transition Metal-Hydrocarbon Reactions Ryan Z. Hinrichs, Jonathan J. Schroden, and H. Floyd Davis* Department of Chemistry and Chemical Biology, Cornell UniVersity, I...
Cornell >> VIVO >> 6135 (Fall, 2008)
Peter N. Jordan and David J. Christini Am J Physiol Heart Circ Physiol 293:2109-2118, 2007. First published Jun 22, 2007; doi:10.1152/ajpheart.00609.2007 You might find this additional information useful. This article cites 24 articles, 8 of which yo...
Cornell >> VIVO >> 6135 (Fall, 2008)
Am J Physiol Heart Circ Physiol 293: H2605H2611, 2007. First published July 20, 2007; doi:10.1152/ajpheart.00588.2007. Innovative Methodology Optical mapping system with real-time control capability Shahriar Iravanian and David J. Christini Divisio...
Cornell >> VIVO >> 6135 (Fall, 2008)
Mechanism Underlying Initiation of Paroxysmal Atrial Flutter/Atrial Fibrillation by Ectopic Foci: A Simulation Study Yunfan Gong, Fagen Xie, Kenneth M. Stein, Alan Garfinkel, Calin A. Culianu, Bruce B. Lerman and David J. Christini Circulation 2007;1...
Cornell >> VIVO >> 6135 (Fall, 2008)
PRL 96, 104101 (2006) PHYSICAL REVIEW LETTERS week ending 17 MARCH 2006 Control of Electrical Alternans in Canine Cardiac Purkinje Fibers David J. Christini,1,2 Mark L. Riccio,3 Calin A. Culianu,1 Jeffrey J. Fox,4 Alain Karma,5 and Robert F. Gilmo...
Cornell >> VIVO >> 6135 (Fall, 2008)
672 Biophysical Journal Volume 90 January 2006 672680 Action Potential Morphology Inuences Intracellular Calcium Handling Stability and the Occurrence of Alternans Peter N. Jordan* and David J. Christini*y *Department of Physiology and Biophysic...
Cornell >> VIVO >> 6135 (Fall, 2008)
1188 IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, VOL. 52, NO. 7, JULY 2005 Detection of Repolarization Alternans With an Implantable Cardioverter Debrillator Lead in a Porcine Model Anil Maybhate*, Steven C. Hao, Sei Iwai, Jae Ung Lee, Amit B. Gut...
Cornell >> VIVO >> 6135 (Fall, 2008)
Physics Letters A 331 (2004) 209216 www.elsevier.com/locate/pla Functional reentrant waves propagate outwardly in cardiac tissue Yunfan Gong a , David J. Christini a,b, a Department of Medicine, Division of Cardiology, Weill Medical College of Corne...
Cornell >> VIVO >> 6135 (Fall, 2008)
Time Course and Predictors of Autonomic Dysfunction After Ablation of the Slow Atrioventricular Nodal Pathway STEVEN M. MARKOWITZ, DAVID J. CHRISTINI, KENNETH M. STEIN, SUNEET MITTAL, SEI IWAI, DAVID J. SLOTWINER, and BRUCE B. LERMAN From the Departm...
Cornell >> VIVO >> 6135 (Fall, 2008)
INSTITUTE OF PHYSICS PUBLISHING Physiol. Meas. 25 (2004) 10131024 PHYSIOLOGICAL MEASUREMENT PII: S0967-3334(04)73647-3 Determining the effects of memory and action potential duration alternans on cardiac restitution using a constant-memory restitut...
Cornell >> VIVO >> 6135 (Fall, 2008)
Am J Physiol Heart Circ Physiol 287: H390 H394, 2004. First published March 4, 2004; 10.1152/ajpheart.00749.2003. Effect of -adrenergic blockade on dynamic electrical restitution in vivo Steven C. Hao, David J. Christini, Kenneth M. Stein, Peter N. ...
Cornell >> VIVO >> 6135 (Fall, 2008)
VOLUME 90, NUMBER 8 PHYSICA L R EVIEW LET T ERS week ending 28 FEBRUARY 2003 Antispiral Waves in Reaction-Diffusion Systems Yunfan Gong1 and David J. Christini1,2,* 1 Division of Cardiology, Department of Medicine, Weill Medical College of Cornel...
Cornell >> VIVO >> 6135 (Fall, 2008)
IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, VOL. 50, NO. 7, JULY 2003 855 Endocardial Detection of Repolarization Alternans David J. Christini*, Member, IEEE, Kenneth M. Stein, Steven C. Hao, Steven M. Markowitz, Suneet Mittal, David J. Slotwiner,...
Cornell >> VIVO >> 6135 (Fall, 2008)
The Journal of Neuroscience, September 3, 2003 23(22):8077 8091 8077 Cellular/Molecular MinK-Related Peptide 2 Modulates Kv2.1 and Kv3.1 Potassium Channels in Mammalian Brain Zoe A. McCrossan,1 Anthony Lewis,1 Gianina Panaghie,1,3 Peter N. Jordan...
Cornell >> VIVO >> 6135 (Fall, 2008)
Annals of Biomedical Engineering, Vol. 31, pp. 159162, 2003 Printed in the USA. All rights reserved. 0090-6964/2003/31 2 /159/4/$20.00 Copyright 2003 Biomedical Engineering Society Genetically Engineered Biologically Based Hemostatic Bioassay LILO...
Cornell >> VIVO >> 6135 (Fall, 2008)
Muscle Sympathetic Nerve Trafc During SpontaneousVersus Adenosine-Mediated Termination of Idiopathic Right Ventricular Outow Tract Tachycardia David J. Slotwiner, MD, David J. Christini, PhD, Kenneth M. Stein, MD, Steven M. Markowitz, MD, Suneet Mitt...
Cornell >> VIVO >> 6135 (Fall, 2008)
PHYSICAL REVIEW E 66, 061903 2002 Termination of reentry in an inhomogeneous ring of model cardiac cells Sitabhra Sinha1,2 and David J. Christini1,3 2 Division of Cardiology, Weill Medical College of Cornell University, New York, New York 10021 Cen...
Cornell >> VIVO >> 6135 (Fall, 2008)
CHAOS VOLUME 12, NUMBER 3 SEPTEMBER 2002 Critical role of inhomogeneities in pacing termination of cardiac reentry Sitabhra Sinha Division of Cardiology, Weill Medical College of Cornell University, New York, New York 10021 and Centre for Condense...
Cornell >> VIVO >> 6135 (Fall, 2008)
J Appl Physiol 92: 581585, 2002. First published October 26, 2001; 10.1152/japplphysiol.00672.2001. Enhanced myocyte-based biosensing of the blood-borne signals regulating chronotropy JAY M. EDELBERG,1,2 JASON T. JACOBSON,1 DAVID S. GIDSEG,4 LILONG ...
Cornell >> VIVO >> 6135 (Fall, 2008)
Am J Physiol Heart Circ Physiol 281: H865H872, 2001. Complex AV nodal dynamics during ventriculartriggered atrial pacing in humans DAVID J. CHRISTINI, KENNETH M. STEIN, STEVEN M. MARKOWITZ, SUNEET MITTAL, DAVID J. SLOTWINER, SEI IWAI, AND BRUCE B. L...
Cornell >> VIVO >> 6135 (Fall, 2008)
Nonlinear-dynamical arrhythmia control in humans David J. Christini, Kenneth M. Stein, Steven M. Markowitz, Suneet Mittal, David J. Slotwiner, Marc A. Scheiner, Sei Iwai, and Bruce B. Lerman Department of Medicine, Division of Cardiology, Cornell Uni...
Cornell >> VIVO >> 6135 (Fall, 2008)
Annals of Biomedical Engineering, Vol. 29, pp. 897907, 2001 Printed in the USA. All rights reserved. 0090-6964/2001/29 10 /897/11/$15.00 Copyright 2001 Biomedical Engineering Society Real-Time Linux Dynamic Clamp: A Fast and Flexible Way to Constr...
Cornell >> VIVO >> 6135 (Fall, 2008)
Am J Physiol Heart Circ Physiol 280: H2006H2010, 2001. Direct biologically based biosensing of dynamic physiological function DAVID J. CHRISTINI, JEFF WALDEN, AND JAY M. EDELBERG Division of Cardiology, Department of Medicine, Weill Medical College ...
Cornell >> VIVO >> 6135 (Fall, 2008)
PHYSICAL REVIEW E, VOLUME 63, 046204 Restricted feedback control of one-dimensional maps Kevin Hall1,* and David J. Christini2, 2 Entelos, Inc., Menlo Park, California 94025 Division of Cardiology, Department of Medicine, Weill Medical College of C...
Cornell >> VIVO >> 6135 (Fall, 2008)
PHYSICAL REVIEW E VOLUME 61, NUMBER 5 MAY 2000 Adaptive estimation and control method for unstable periodic dynamics in spike trains David J. Christini1,* and Daniel T. Kaplan2, 1 Division of Cardiology, Department of Medicine, Weill Medical Coll...
Cornell >> VIVO >> 6135 (Fall, 2008)
Practical Real-Time Computing System for Biomedical Experiment Interface DAVID J. CHRISTINI, KENNETH M. STEIN, STEVEN M. MARKOWITZ, and BRUCE B. LERMAN Division of Cardiology, Department of Medicine, Cornell University Medical College, New York, NY (...
Cornell >> VIVO >> 6135 (Fall, 2008)
RAPID COMMUNICATIONS PHYSICAL REVIEW E VOLUME 56, NUMBER 4 OCTOBER 1997 Real-time experimental control of a system in its chaotic and nonchaotic regimes David J. Christini,1 Visarath In,2 Mark L. Spano,2 William L. Ditto,3 and James J. Collins1 1...
Cornell >> VIVO >> 6135 (Fall, 2008)
Control of chaos in excitable physiological systems: A geometric analysis David J. Christini and James J. Collins Department of Biomedical Engineering, Boston University, 44 Cummington Street, Boston, Massachusetts 02215 Received 11 April 1997; acce...
Cornell >> VIVO >> 6135 (Fall, 2008)
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMSI: FUNDAMENTAL THEORY AND APPLICATIONS, VOL. 44, NO. 10, OCTOBER 1997 1027 REFERENCES [1] M. J. Ogorzalek, Taming chaosPart II: Control, IEEE Trans. Circuits Syst., vol. 40, pp. 700706, 1993. [2] G. Chen and...
Cornell >> VIVO >> 6135 (Fall, 2008)
VOLUME 78, NUMBER 23 PHYSICAL REVIEW LETTERS 9 JUNE 1997 Dynamic Control of Cardiac Alternans Kevin Hall,1 David J. Christini,2 Maurice Tremblay,3 James J. Collins,2 Leon Glass,1 and Jacques Billette3 2 Departments of Physics and Physiology, McGi...
Cornell >> VIVO >> 6135 (Fall, 2008)
PHYSICAL REVIEW E VOLUME 54, NUMBER 5 NOVEMBER 1996 Experimental control of high-dimensional chaos: The driven double pendulum David J. Christini, 1 James J. Collins, 1 and Paul S. Linsay 2 1 NeuroMuscular Research Center and Department of Biomed...
Cornell >> VIVO >> 6135 (Fall, 2008)
...
Cornell >> VIVO >> 6135 (Fall, 2008)
...
Cornell >> VIVO >> 6135 (Fall, 2008)
VOLUME 75, NUMBER 14 PHYSICAL REVIEW LETTERS 2 OCTOBER 1995 Controlling Nonchaotic Neuronal Noise Using Chaos Control Techniques David J. Christini and James J. Collins NeuroMuscular Research Center and Department of Biomedical Engineering, Boston...
Cornell >> VIVO >> 6135 (Fall, 2008)
Annals of Biomedical Engineering, Vol. 23, pp. 127-134, 1995 Printed in the USA. All rights reserved. 0(00-6964/95 $10.50 + .00 Copyright 9 1995 Biomedical Engineering Society Influence of Autoregressive Model Parameter Uncertainty on Spectral Esti...
Cornell >> VIVO >> 6135 (Fall, 2008)
...
Cornell >> VIVO >> 6135 (Fall, 2008)
EDITORIAL COMMENTARY Implantable cardioverter-debrillator detection of repolarization alternans: Uncovering a marker of electrical instability David J. Christini, PhD, Bruce B. Lerman, MD From the Department of Medicine, Division of Cardiology, Weil...
Cornell >> VIVO >> 6135 (Fall, 2008)
CARDIAC ARRHYTHMIA PETER JORDAN DAVID CHRISTINI Weill Medical College of Cornell University New York, New York 1. INTRODUCTION Cardiac arrhythmias take the lives of hundreds of thousands of people each year in the United States alone (1). The reason...
Cornell >> VIVO >> 6135 (Fall, 2008)
Critical Reviews in Biomedical Engineering, 33(6):557604 (2005) Therapies for Ventricular Cardiac Arrhythmias Peter N. Jordan & David J. Christini, Department of Physiology and Biophysics, 2Division of Cardiology, Department of Medicine, Weill Medic...
Cornell >> VIVO >> 6135 (Fall, 2008)
CHAOS VOLUME 12, NUMBER 3 SEPTEMBER 2002 FOCUS ISSUE: Mapping and Control of Complex Cardiac Arrhythmias Introduction: Mapping and control of complex cardiac arrhythmias David J. Christinia) and Leon Glassb) Division of Cardiology, Department of M...
Cornell >> VIVO >> 6135 (Fall, 2008)
The role of nonlinear dynamics in cardiac arrhythmia control David J. Christini, Ph.D., Kenneth M. Stein, M.D., Steven M. Markowitz, M.D., Suneet Mittal, M.D., David J. Slotwiner, M.D., and Bruce B. Lerman, M.D. Division of Cardiology, Department o...
Cornell >> MATH >> 0604 (Fall, 2008)
Random Oxford Graphs by Jonah Blasiak Princeton U. , Rick Durrett, Cornell U. June 7, 2004 Abstract Inspired by a concept in comparative genomics, we investigate properties of randomly chosen members of G1 (m, n, t), the set of bipartite graphs wit...
Cornell >> MATH >> 052804 (Fall, 2008)
Power laws for family sizes in a duplication model by Rick Durrett and Jason Schweinsberg Cornell University May 28, 2004 Abstract Qian, Luscombe, and Gerstein (2001) introduced a model of the diversication of protein folds in a genome that we may f...
Cornell >> MATH >> 2 (Fall, 2008)
Coexistence in host-pathogen systems R. Durrett and N. Lanchier May 8, 2006 Abstract Lanchier and Neuhauser have initiated the study of host-symbiont systems but have concentrated on the case in which the birth rates for unassociated hosts are equal....
Cornell >> MATH >> 19 (Fall, 2008)
On the width of hybrid zones by Rick Durrett and Iljana Zhle a May 19, 2006 Abstract Hybrid zones occur when two species are found in close proximity and interbreeding occurs, but the species characteristics remain distinct. These systems have been...
Cornell >> HD >> 35 (Fall, 2008)
AEM 421 DERIVATIVES Management AEM 421 Derivatives & Risk Management Fall 2005 Hazem Daouk Office: 446 Warren Hall Email: hd35@cornell.edu Course Page: http:/blackboard.c...
Cornell >> HD >> 35 (Fall, 2008)
Course Syllabus AEM 710: Econometrics I Spring 2006 Hazem Daouk Office: 446 Warren Hall Email: hd35@cornell.edu Phone: 255-6459 Course Page: http:/www.blackboard.cornell.edu Personal Page: http:/www.people.cornell.edu/pages/hd35/ Office Hours Monday...
Cornell >> HD >> 35 (Fall, 2008)
Cornell University Applied Economics & Management Course Syllabus AEM 420: Investments Fall 2003 Hazem Daouk Office: 446 Warren Hall Email: hd35@cornell.edu Course Page: http:/courseinfo.cit.cornell.edu/courses/aem420/ Please enroll in the course web...
Cornell >> HD >> 35 (Fall, 2008)
University of Michigan Business School Course Portfolio for Corporate Financial Policy * Hazem Daouk1 1 * Hazem Daouk The University of Michigan Business School Spring 2002 __ Fin 314: Corporate Financial Policy Fall 2001 Professor Hazem Daouk Off...
Cornell >> HD >> 35 (Fall, 2008)
Course Portfolio for Derivative Securities/ Corporate Risk Management * Hazem Daouk1 1 * Derivatives are like NFL quarterbacks. They get too much of the credit and too much of the blame. I. Description of Derivative Securities/ Corporate Risk Man...
Cornell >> MATH >> 0308 (Fall, 2008)
Two Phase Transitions for the Contact Process on Small Worlds Rick Durrett and Paul Jung March 8, 2007 Abstract In our version of Watts and Strogatzs small world model, space is a d-dimensional torus in which each individual has in addition exactly ...
Cornell >> MATH >> 07 (Fall, 2008)
Genomic Midpoints: Computation and Evolutionary Implications Richard Durrett* and Yannet Interian Dept of Mathematics, Cornell University, Ithaca NY 14853* Dept of Bioengineering, U. of California, Berkeley CA 94720 1 Running Head: Genomic Midpoin...
Cornell >> MATH >> 1214 (Fall, 2008)
A new coexistence result for competing contact processes Benjamin Chan and Richard Durrett December 14, 2005 Abstract Neuhauser (1992) considered the two-type contact process and showed that on Z2 coexistence is not possible if the death rates are eq...
Cornell >> VIVO >> 7024 (Fall, 2008)
PHYSICAL REVIEW B 78, 024409 2008 Strong linewidth variation for spin-torque nano-oscillators as a function of in-plane magnetic eld angle K. V. Thadani,1 G. Finocchio,2 Z.-P. Li,1 O. Ozatay,1 J. C. Sankey,1 I. N. Krivorotov,3 Y.-T. Cui,1 R. A. Buhr...
Cornell >> VIVO >> 7024 (Fall, 2008)
PHYSICAL REVIEW B 77, 214440 2008 Resonant spin-transfer-driven switching of magnetic devices assisted by microwave current pulses Y.-T. Cui, J. C. Sankey, C. Wang, K. V. Thadani, Z.-P. Li, R. A. Buhrman, and D. C. Ralph Cornell University, Ithaca, ...
Cornell >> VIVO >> 7024 (Fall, 2008)
ARTICLES Sidewall oxide effects on spin-torque- and magnetic-eld-induced reversal characteristics of thin-lm nanomagnets O. OZATAY1,2 *, P. G. GOWTHAM1 , K. W. TAN1 , J. C. READ1 , K. A. MKHOYAN1 , M. G. THOMAS1 , G. D. FUCHS1 , P. M. BRAGANCA1 , E....
Cornell >> VIVO >> 7024 (Fall, 2008)
SUPPLEMENTARY NOTE AND METHODS Sidewall Oxide Effects on Spin-Torque and Magnetic-Field Induced Reversal Characteristics of Thin-Film Nanomagnets O. Ozatay,*, P. G. Gowtham, K. W. Tan, J. C. Read, K. A. Mkhoyan, M. G. Thomas, G. D. Fuchs, P. M. Brag...
Cornell >> VIVO >> 7024 (Fall, 2008)
PHYSICAL REVIEW B 77, 144423 2008 Enhancement in spin-torque efciency by nonuniform spin current generated within a tapered nanopillar spin valve P. M. Braganca,* O. Ozatay, A. G. F. Garcia, O. J. Lee, D. C. Ralph, and R. A. Buhrman Cornell Universi...
Cornell >> VIVO >> 7024 (Fall, 2008)
Vol 452 | 27 March 2008 | doi:10.1038/nature06822 LETTERS Coupling of spin and orbital motion of electrons in carbon nanotubes F. Kuemmeth1*, S. Ilani1*, D. C. Ralph1 & P. L. McEuen1 Electrons in atoms possess both spin and orbital degrees of freedo...
Cornell >> VIVO >> 7024 (Fall, 2008)
doi: 10.1038/nature06822 SUPPLEMENTARY INFORMATION Coupling of Spin and Orbital Motion of Electrons in Carbon Nanotubes F. Kuemmeth*, S. Ilani*, D. C. Ralph and P. L. McEuen Laboratory of Atomic and Solid State Physics, Department of Physics, Corne...
Cornell >> VIVO >> 7024 (Fall, 2008)
NATURE|Vol 452|27 March 2008 NEWS & VIEWS colleagues finely tuned H2CO densitometer1 to Hathi and colleagues high-redshift galaxy sample2. But even that capability might come with the Square Kilometre Array18, an international radio telescope curre...
Cornell >> VIVO >> 7024 (Fall, 2008)
NEWS & VIEWS because it can occupy any region of the parameter space depending on the degree of saturation of calcium carbonate: undersaturated water will dissolve limestone (which is how a limestone cave is formed) depending on flow rate3. On a more...
Cornell >> VIVO >> 7024 (Fall, 2008)
ARTICLE IN PRESS Journal of Magnetism and Magnetic Materials 320 (2008) 11901216 www.elsevier.com/locate/jmmm Current Perspectives Spin transfer torques D.C. Ralpha, M.D. Stilesb b Laboratory of Atomic and Solid State Physics, Cornell University,...
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