Consistent classical and quantum mixed dynamics

Size: px
Start display at page:

Download "Consistent classical and quantum mixed dynamics"

Transcription

1 Consistent classical an quantum mixe ynamics Author J. W. Hall, Michael Publishe 2008 Journal Title Physical Review A DOI Copyright Statement 2008 American Physical Society. This is the author-manuscript version of this paper. Reprouce in accorance with the copyright policy of the publisher. Please refer to the journal's website for access to the efinitive, publishe version. Downloae from Griffith Research Online

2 Consistent classical an quantum mixe ynamics Michael J. W. Hall Theoretical Physics, IAS, Australian National University, Canberra ACT 0200, Australia A recent proposal for mixe ynamics of classical an quantum ensembles is shown, in contrast to other proposals, to satisfy the minimal algebraic requirements propose by Salceo for any consistent formulation of such ynamics. Generalise Ehrenfest relations for the expectation values of classical an quantum observables are also obtaine. It is further shown that aitional esirable requirements, relate to separability, may be satisfie uner the assumption that only the configuration of the classical component is irectly accessible to measurement, eg, via a classical pointer. Although the mixe ynamics is formulate in terms of ensembles on configuration space, thermoynamic mixtures of such ensembles may be efine which are equivalent to canonical phase space ensembles on the classical sector. Hence, the formulation appears to be both consistent an physically complete. PACS numbers: Ca,03.65.Ta I. INTRODUCTION Many proposals have been mae for mixing classical an quantum ynamics [1, 2]. These proposals may be broaly classifie into mean-fiel, phase-space an trajectory categories, an all fail some important criterion - such as conservation of energy an probability, back-reaction by the quantum component on the classical component, positivity of probabilities, correct equations of motion in the limit of no interaction, an escribing all interactions of physical interest [2, 3, 4, 5, 6, 7, 8, 9, 10, 11]). Hence, while often of practical interest for calculations in molecular ynamics [10, 11, 12], the above proposals have not le to a formulation of mixe classical an quantum ynamics that may be regare as physically funamental. Such a formulation woul not only be of interest for making physically-consistent numerical calculations, but also for moelling classical measurement apparatuses an coupling quantum systems to classical spacetime metrics [4]. Recently, a new proposal has been mae that falls outsie the above categories [13]. It is base on the escription of physical systems by ensembles on configuration space, an satisfies all of the abovementione criteria. Moreover, it has been successfully applie to iscuss position an spin measurements, interacting classical an quantum oscillators, an the coupling of quantum fiels to classical spacetime [13, 14]. However, while this configuration-ensemble approach is therefore a promising formulation of mixe ynamics, only particular observable properties, such as position, momentum, energy an angular momentum, have been iscusse in any etail. Hence, further investigation is necessary to etermine whether it is fully self-consistent. In this regar, Salceo has recently specifie two minimal requirements for a consistent classical-quantum formulation [10]: (i) a Lie bracket may be efine on the set of observables, an (ii) the Lie bracket is equivalent to the classical Poisson bracket for any two classical observables, an to (i h) 1 times the quantum commutator for any two quantum observables. These have been previously justifie on physical grouns by Caro an Salceo [6], an are higly nontrivial: none of the abovementione proposals, in those cases where they have been sufficiently evelope to ientify the general classical an quantum observables of the theory, satisfy both requirements [6, 10, 11]. These minimal requirements therefore provie a critical test for the configuration-ensemble approach to mixe ynamics. In Sec. II it is shown that the configuration-ensemble formulation, unlike other proposals, oes pass the above test. In particular, a Lie algebra of observables may be efine that satisfies requirements (i) an (ii) above. It is further shown in Sec. II that the quantum Ehrenfest relations generalise to mixe systems, an in particular that the expectation values for the position an momentum observables of linearly-couple classical an quantum oscillators obey the classical equations of motion. It follows that the configuration-ensemble formulation also satisfies a efinite benchmark... for an acceptable classical-quantum hybri formalism propose by Peres an Terno [7]. In Sec. III it is emonstrate that the aitional reasonable requirement (iii) The classical configuration is invariant uner any canonical transformation applie to the quantum component, an vice versa is also satisfie. This requirement is weaker than a relate requirement, that the Lie bracket vanishes for all pairs of classical an quantum observables, previously propose by Caro an Salceo [6] (see equation (18) thereof), but is sufficient if the physically reasonable assumption is mae that only the configuration of the clas-

3 2 sical component is irectly accessible by measurement (eg, via a classical pointer). Finally, in Sec. IV it is shown that the configurationensemble approach is consistent with thermoynamics. In particular, a generalise canonical ensemble may be efine as a suitable mixture of istinguishable stationary ensembles on configuration space, which is equivalent to the usual canonical ensemble on phase space for any semi-ergoic classical system, an to the usual canonical ensemble on Hilbert space for any quantum system. This emonstrates that the formulation of the approach on configuration space is not a barrier to escribing all physically relevant systems (an also implies classical statistical mechanics may be given a Hamilton-Jacobi formulation). II. OBSERVABLES IN THE CONFIGURATION-ENSEMBLE APPROACH A. General observables The escription of physical systems by ensembles on configuration space may be introuce at quite a funamental an generic level [13, 15]. The starting point is simply a probability ensity P on the configuration space of the system, the ynamics of which is assume to satisfy an action principle. Thus, there is a canonically conjugate quantity, S, on the configuration space, an an ensemble Hamiltonian, H[P, S], such that P t = δ H δs, S t = δ H δp. (1) Here δ/δf enotes the appropriate variational erivative on the configuration space. For the particular case of a continuous configuration space, inexe by position coorinate ξ, an a functional L[f] of the form L[f] = ξ F(f, f, ξ), one has the useful formula [16] δl/δf = F/ f [ F/ ( f)]. As a simple example, the ensemble Hamiltonian H Q = q P [ S 2 2m + h2 P 2 ] 8m P 2 + V (q) escribes a quantum spin-zero particle of mass m, moving uner a potential V (q). In particular, the equations of motion (1) reuce in this case to the real an imaginary parts of the Schröinger equation i h( ψ/ t) = [ ( h 2 /2m) 2 + V ] ψ, where ψ(q, t) := P 1/2 e is/ h. Moreover, if the limit h 0 is taken in the ensemble Hamiltonian H Q, the equations of motion for P an S reuce to the Hamilton-Jacobi an continuity equations for an ensemble of classical particles [13]. Thus, in the configuration-ensemble approach, the primary ifference between quantum an classical evolution lies in the choice of the ensemble Hamiltonian. It may be note that the numerical value of the above ensemble Hamiltonian is just the quantum average energy, i.e., H Q [P, S] = q ψ (q) [ ( h 2 /2m) 2 + V ] ψ(q), as first emonstrate by Maelung in Eq. (5 ) of Ref. [17]. The fact that the quantum equations of motion can be generate by regaring P an S as canonically conjugate fiels appears to have first been note by Bohm, following Eq. (9) of Ref. [18]. Examples of mixe quantum-classical ensemble Hamiltonians have been given elsewhere [13, 14], an also in the following sections. While a number of general properties an applications of the configuration ensemble formalism have been previously consiere [13], the escription of observables has only been briefly allue to, with emphasis on particular quantities such as position, momentum, spin an energy. The general escription is therefore aresse here, to enable the properties of observables for mixe configuration ensembles to be compare against the two minimal requirements iscusse in the Introuction. Note first that the conjugate pair (P, S) allows a Poisson bracket to be efine for any two functionals A[P, S] an B[P, S], via [16] {A, B} := ξ ( δa δb δp δs δb δp ) δa δs (2) (where integration is replace by summation over any iscrete parts of the configuration space). Thus, the equations of motion (1) may be written as P/ t = {P, H} an S/ t = {S, H}, an more generally it follows that A/t = {A, H} + A/ t (3) for any functional A[P, S, t]. The Poisson bracket is well known to be a Lie bracket [16], an in particular is linear, antisymmetric, an satisfies the Jacobi ientity. Hence, the first minimal consistency requirement, given in Sec. I above, is automatically satisfie by choosing the observables to be any set of functionals of P an S that is close with respect to the Poisson bracket. It is important to note that an arbitrary functional A[P, S] will not be allowable as an observable in general. This is analogous to the restriction of expectation values to bilinear forms of linear Hermitian operators in stanar quantum mechanics, even though a commutator bracket can be more generally efine [19]. For example, the infinitesimal canonical transformation P P + ǫ δa/δs, S S ǫ δa/δp generate by any observable A must preserve the interpretation of P as a probability ensity, i.e., the normalisation an positivity of P must be preserve. This imposes the respective funamental conitions [13] A[P, S + c] = A[P, S], δa/δs = 0 if P(ξ) = 0, (4)

4 3 where c is an arbitrary constant. Note that each of the above conitions is consistent with the Poisson bracket. First, efining I[P, S] := ξ P, the normalisation conition is simply the requirement that I is invariant uner allowe canonical transformations, i.e., that δi = ǫ{i, A} = 0. Hence, if it hols for two observables A an B, then it automatically hols for {A, B} via the Jacobi ientity, since {I, {A, B}} = {A, {B, I}} {B, {I, A}} = 0. Similarly, the positivity conition may be rewritten as δp = ǫ{p, A} = 0 whenever P(ξ) = 0 (otherwise P(ξ) can be ecrease below 0 by choosing the sign of ǫ appropriately), which again hols for {A, B}, if it hols for A an B, as a consequence of the Jacobi ientity. It follows that the observables corresponing to a configuration-ensemble escription shoul be chosen as some set of functionals satisfying the normalisation an positivity constraints (4), that is close with respect to the Poisson bracket in Eq. (2). Uner any such choice, the first minimal requirement (i) in Sec. I is automatically satisfie, where the Lie bracket is ientifie with the Poisson bracket. B. Classical an quantum observables To etermine whether the secon minimal requirement (ii) in Sec. I is also satisfie, it is necessary to first efine the classical an quantum observables of a mixe quantum-classical ensemble. Consier, therefore, a mixe quantum-classical ensemble, inexe by the joint configuration ξ = (q, x), where q labels the quantum configuration an x labels the classical configuration. For example, q may refer to the position of a quantum system, or, more generally, label some complete set of kets { q } [15]. In contrast, x will always be taken here to refer to some continuous set of coorinates on a classical configuration space (to enable the iscussion of classical phase space relations). Hence, the mixe ensemble is escribe by two conjugate quantities P(q, x, t) an S(q, x, t). First, for any real classical phase space function f(x, k), efine the corresponing classical observable C f by C f := q xp f(x, x S) (5) (where integration with respect to q is replace by summation over any iscrete portions of the quantum configuration space). This is similar in form to a classical average, an hence the numerical value of C f will be ientifie with the preicte expectation value of the corresponing function f(x, k), i.e., C f f. It is easily checke that C f satisfies the require normalisation an positivity conitions (4). Note that, for classical observables, x S plays the role of a momentum associate with the configuration (q, x). The Poisson bracket of any two classical observables C f an C g follows, using Eq. (2) an integration by parts with respect to x, as {C f, C g } = q x [ f x (P k g) + g x (P k f)] = q xp ( x f k g x g k f) = C {f,g}, (6) where all quantities in the integrans are evaluate at k = x S, an {f, g} enotes the usual Poisson bracket for phase space functions. Hence, the Lie bracket for classical observables is equivalent to the usual phase space Poisson bracket, as require. Given that the observables are evaluate on a configuration space, rather than on a phase space, this is a somewhat remarkable result. Secon, for any Hermitian operator M acting on the Hilbert space spanne by the kets { q }, efine the corresponing quantum observable Q M by Q M := q xψ (q, x)mψ(q, x) (7) = q q x(pp ) 1/2 e i(s S )/ h q M q, where ψ(q, x) := P(q, x) 1/2 e is(q,x)/ h, P = P(x, q), P = P(x, q ), etc (an where integration with respect to q an q is replace by summation over any iscrete portions of the quantum configuration space). This is similar in form to a quantum average, with respect to the hybri wavefunction ψ(q, x), an hence the numerical value of Q M will be ientifie with the preicte expectation value of the corresponing operator M, i.e., Q M M. It follows immeiately from the secon equality in Eq. (7) that Q M satisfies the normalisation an positivity conitions (4). To evaluate the Poisson bracket of any two quantum observables Q M an Q N, it is convenient to first express the Poisson bracket in terms of the hybri wavefunction ψ(q, x) an its complex conjugate ψ (q, x). One has in particular for any real functional A[P, S] that δa δp = ψ δa P δψ + ψ P δa δψ = 1 ψ ψ Re { ψ δa δψ }, δa δs = ψ { δa S δψ + ψ δa = Im ψ S δψ 2 h δa }, δψ an hence, noting a + bc = Im{(a + ib)(c i)}, that {A, B} = 2 h { Im q x δa } δb δψ δψ. (8)

5 4 Recalling that M an N are Hermitian, so that ψ Mψ may be replace by (Mψ) ψ in equation (7), it immeiately follows that {Q M, Q N } = 2 h { } Im q x(mψ) Nψ = Q [M,N]/(i h), (9) where [M, N] enotes the usual quantum commutator MN NM. Hence, the Lie bracket for quantum observables is equivalent to the usual quantum commutator, as require. Eqs. (2), (6) an (9) are the main results of this section. They imply that any set of observables containing the quantum observables C f an the quantum observables Q M, that is close uner the Poisson bracket, will satisfy both of the minimal requirements (i) an (ii) in Sec. I for a consistent mixe quantum-classical formulation. In the following sections, it will be shown that further esirable properties can also be accommoate within the configuration-ensemble formulation. C. Example: generalise Ehrenfest relations Consier a mixe quantum-classical ensemble, corresponing to a quantum particle of mass m interacting with a classical particle of mass M via a potential V (q, x), where q an x enote the position configurations of the quantum an classical particles respectively. For simplicity, it will be assume that both q an x are oneimensional. The mixe ensemble is therefore escribe by a probability ensity P(q, x), a canonically conjugate fiel S(q, x), an an ensemble Hamiltonian of the form [13] [ ( q S) H 2 QC [P, S] := q xp 2m + h2 ( q P) 2 8m P 2 + ( xs) 2 2M ] + V (q, x), (10) where q an x enote the partial erivatives with respect to q an x respectively. Now, the expectation values of the classical position an momentum observables follow from Eq. (5) as x = C x = q xp x, k = C k = q xp x S, an the expectation values of the quantum position an momentum observables follow from Eq. (7) as q = Q q = q xp q, p = Q p = q xp q S. The evolution of these expectation values may be calculate via Eqs. (3) an (10), an, as shown below, one fins t x = M 1 k, t k = xv, (11) t q = m 1 p, t p = qv. (12) These results are a clear generalisation of the stanar Ehrenfest relations for quantum systems, an similarly imply that the centroi of a narrow initial probability ensity P(q, x) will evolve classically, for short timescales at least. Note that for the case of linearly-couple classical an quantum oscillators, with V (q, x) = 1 2 mω2 q MΩ2 x 2 + Kqx, Eqs. (11) an (12) simplify to give the close set of equations t x = M 1 k, t k = MΩ2 x K q, t q = m 1 p, t p = mω2 q K x. Thus, the centroi of the probability ensity obeys precisely the same equations of motion as two fully classical oscillators (or two fully quantum oscillators). As note in the Introuction, this corresponence principle has been previously propose by Peres an Terno as a benchmark for any acceptable classical-quantum hybri formalism [7]. The above result therefore further supports the consistency of the configuration-ensemble formulation of mixe ynamics. To emonstrate the generalise Ehrenfest relations (11) an (12), note first that x has no explicit epenence on S or t, an hence from Eqs. (2), (3) an (10) one has t x = q xx δ H QC δs = q xx [ m 1 q (P q S) + M 1 x (P x S) ]. Applying integration by parts with respect to q an x to the first an secon terms, respectively, yiels the first relation in Eq. (11). The first relation in Eq. (12) is obtaine in a similar manner. To obtain the remaining relations, note that δ H QC δp = ( qs) 2 2m + ( xs) 2 2M + V + h2 P 1/2 δ 2m P δp 1/2 q x( q P 1/2 ) 2. The final term simplifies to ( h 2 /2m)( q 2P 1/2 )/P 1/2, which may be recognise as the so-calle quantum potential [18], an Eqs. (2), (3) an (10) then yiel t k = + ( q x( x S) [ q P ) ( )] qs P x S + x m M [ ( q S) 2 q x( x P) 2m + ( xs) 2 ] 2M + V ( h 2 /2m) q x( x P)( qp 2 1/2 )/P 1/2.

6 5 Applying integration by parts to the first line, with respect to q an x for the first an secon terms thereof respectively, an applying integration by parts to the secon line with respect to x, leas to cancellation of all terms involving S, with a term qxp x V remaining. Since the integral in the thir line is proportional to q x( x P 1/2 )( 2 qp 1/2 ) = 1 2 q x x ( q P 1/2) 2 which vanishes ientically, the secon relation in Eq. (11) immeiately follows. Finally, the secon relation in Eq. (12) is obtaine by similar reasoning (replacing q by x in appropriate places). III. SEPARABILITY AND MEASUREMENT In contrast to other proposals for mixe ynamics, the configuration-ensemble approach has been shown to pass the critical test of meeting the two minimal consistency requirements (i) an (ii) in Sec. I. However, while the approach thereby gains a special status, there are a number of other requirements that may reasonably be expecte of a physical theory. Some of these, relate to local aspects of separability an measurement, are iscusse below. A. Configuration separability It is natural to expect that the classical configuration is invariant uner any canonical transformations applie solely to the quantum system, an vice versa. This means, in particular, that a measurement of the classical configuration cannot etect whether or not a transformation has been applie to the quantum system, an vice versa, when the components are noninteracting. This property of configuration separability correspons to requirement (iii) of the Introuction. To show that this property inee hols, consier first a canonical transformation generate by an arbitrary quantum observable Q M. Any classical observable epening only on the classical configuration x is of the form C g with g = g(x) (eg, C x ). One thus has C g = q xpg(x) = q xψ ψ g(x), an it follows immeiately via Eq. (8) that {C g(x), Q M } = 2 h { } Im q xψ g(x)mψ = 0, (13) since M acts only on the quantum component of the hybri wavefunction an so commutes with g(x). Hence, the expectation value of C g is not change by the transformation. Similarly, consier a canonical transformation of the classical component, generate by an arbitrary classical observable C f. Any quantum observable epening only on the quantum configuration q is of the form Q G with G = G(q). Thus, Q G = q xψ G(q)ψ = q xp G(q), an it follows immeiately via Eq. (2) that {Q G(q), C f } = xq G(q) x (P k f) = 0, (14) using integration by parts with respect to x. Eqs (13) an (14) show that configuration separability is satisfie. Further, if q m an p m label the mth position an momentum coorinates of a quantum particle, an x m an k m similarly label the mth position an momentum coorinates of a classical particle, then, noting that Q pm = q xp( S/ q m ) an using Eq. (2), ( {C km, Q pn } = q x S P + S ) P = 0, x m q n q n x m using integration by parts with respect to q an x on the first an secon terms, respectively (it can also be shown that {C km, Q M } = {C f, Q pm } = 0). Together with Eqs. (13) an (14), this yiels the properties {C xm, Q qn } = {C xm, Q pn } = 0, (15) {C km, Q qn } = {C km, Q pn } = 0, (16) for all m an n. Noting Eqs. (6) an (9), these properties correspon to conitions assume by Salceo [5] (in Eq. (1) thereof) for proving a no-go theorem for mixe classical an quantum ynamics. However, this theorem is inapplicable here, as a further require conition, that observables are generate by a prouct algebra, oes not hol (see also Sec. V below). B. Strong separability It is important to note that while configuration separability hols, as per Eqs (13) an (14), the stronger separability requirement {C f, Q M } = 0? (17) oes not hol for arbitrary classical an quantum observables. For example, for classical an quantum particles having masses m an m respectively, the Poisson bracket of the kinetic energy observables corresponing to f(x, k) = k 2 /(2m) an M = h 2 q 2 /(2m ) is given by {C f, Q M } = h2 2mm q xp( x S) x (P 1/2 2 qp 1/2 ), which oes not vanish ientically for arbitrary P an S. However, it will be argue here that the violation of strong separability oes not necessarily lea to any physical inconsistencies. First, it shoul be note that in the particular case where the mixe system escribes quantum matter couple to classical spacetime [4, 13], a failure of Eq. (17)

7 6 is irrelevant to separability issues, as there is no sense in which interaction between the systems can be switche off - matter bens space an space curves matter, an so a change in one component is fully expecte to rive a change in the other component. This correspons to the irect coupling of the metric tensor to the fiels in the corresponing ensemble Hamiltonian [13], an there is no sense in which this ensemble Hamiltonian can be reuce to a simple sum of a classical an a quantum contribution. Secon, it is important to note that Eq. (17) oes hol in the special case that the classical an quantum components are inepenent [13], i.e., when P(q, x) = P Q (q)p C (x), S(q, x) = S Q (q)+s C (x). (18) Thus, inepenent ensembles are fully escribe by two conjugate pairs (P Q, S Q ) an (P C, S C ) corresponing to the quantum an classical components respectively. To emonstrate Eq. (17) for this case, note first from Eq. (5) that C f = q xψ ψ f(x, k), k = h ( x ψ 2i ψ xψ ) ψ, an hence that δc f δψ = ψ f + ψ ψ ( k f) k ψ ( ) x ψ k ψ ( k f) ( x ψ) = ψ f h ψ 2i ψ ( kf x ψ) h 2i x (ψ k f). Moreover, from Eq. (7) one has δq M /δψ = Mψ. Since Eq. (18) is equivalent to a factorisation ψ(q, x) = ψ Q (q)ψ C (x) of the hybri wavefunction, implying that k x S C is inepenent of q, it follows that q x δc { f δq M δψ δψ = q ψq Mψ Q xψc ψ Cf h 2i } x [ψc ( kf x ψ C ) + ψ C x (ψc kf)] = q ψq Mψ Q xψc ψ Cf, where integration by parts has been use to obtain the final result. This expression is clearly real, implying immeiately from Eq. (8) that {C f, Q M } = 0, as require. Thus, strong separability is satisfie for inepenent ensembles. Further, since such ensembles remain inepenent uner ensemble Hamiltonians of the form H = C + Q (for some pair of classical an quantum observables C an Q), strong separability hols at all times for noninteracting inepenent ensembles. More generally, the violation of strong separability poses an apparent problem: a transformation acting solely on one component can lea to changes in the expectation values of observables in the other component. However, this problem may be resolve by imposing a physically reasonable restriction on the type of observables which are irectly accessible to measurement. For example, consier the assumption: (A) The only observables accessible to irect measurement are classical configuration observables. Here configuration observables are those which epen only on the configuration of the classical system, i.e., of the form C g(x). Uner this assumption, information about any other classical or quantum observables is obtainable only inirectly, by coupling them to such a classical configuration observable. Empirically, this assumption is a very reasonable one to make, as in practice all measurements o reuce to the observation of some position or configuration of a classical apparatus (such as the position of a pointer). It is of interest to note that a similar assumption (for ifferent reasons) is also mae in the ebroglie-bohm interpretation of stanar quantum mechanics [18, 20]. Now, uner assumption (A), only changes in the expectation values of classical configuration observables are irectly observable. However, from Eq. (13) above, such expectation values are invariant uner any canonical transformations that act solely on the quantum component. Hence, the assumption implies that violations of strong separability are simply not observable. C. Measurement aspects Examples of measurements of position an spin on quantum ensembles, via interaction with an ensemble of classical pointers, an the corresponing ecoherence of the quantum component relative to the classical component, have been escribe previously within the configuration-ensemble approach [13]. Here it is note there is a simple moel for escribing the inirect measurement of any quantum observable, via a irect measurement of the configuration of a classical measuring apparatus. The existence of such a moel inicates that assumption (A), iscusse in Sec. III B above, oes not restrict the types of information that can be gaine by measurement. In particular, the measurement of an arbitrary quantum observable, Q M, may be moelle by the ensemble Hamiltonian H := H 0 + κ(t) ( h q xψ (q, x) i x ) Mψ(q, x), where κ(t) vanishes outsie the measurement perio, an x enotes the position of a one-imensional classical pointer (with integration over q replace by summation

8 7 over any iscrete values). Note that the interaction term satisfies the normalisation an positivity constraints (4). As will be shown, this term correlates the eigenvalues of M with the position of the pointer, in a manner rather similar to purely quantum moels of measurement. It is convenient to assume that the measurement takes place over a sufficiently short time perio, [0, T], such that H 0 can be ignore uring the measurement. The equations of motion uring the interaction then follow via Eqs. (1) an (8) as being equivalent to the hybri Schröinger equation i h ψ t = κ(t) ( h i x ) Mψ. For an initially inepenent ensemble at time t = 0, as per Eq. (18), this equation may be trivially integrate to give ψ(q, x, T) = n c n ψ C (x Kλ n ) q n (19) at the en of the measurement interaction, where K = T 0 t κ(t), n enotes the eigenstate corresponing to eigenvalue λ n of M, an c n = n ψ Q (with ψ Q efine via q ψ Q := ψ Q (q)). It has been assume for simplicity here that M is nonegenerate (the egenerate case is consiere further below). The pointer probability istribution after measurement follows immeiately from Eq. (19) as P(x, T) = q ψ ψ = c n 2 P C (x Kλ n ). (20) n Hence, the initial pointer istribution is isplace by an amount Kλ n with probability c n 2, thus correlating the position of the pointer with the eigenvalues of M. In particular, choosing a sufficiently narrow initial istribution P C (x) (eg, a elta-function), the isplace istributions will be nonoverlapping (corresponing to a goo measurement), an eigenvalue λ n will be perfectly correlate with the measure pointer position. The above shows that the inirect measurement of any quantum observable may be moelle via interaction with a strictly classical measuring apparatus, followe by a irect measurement of the classical configuration. Note that collapse of the quantum component of the ensemble can also be moelle, if esire. Suppose in particular that the real position of the pointer is etermine to be x = a. This must correspon to just one of the nonoverlapping istributions P C (x Kλ n ), an upating P(q, x, T) via Bayes theorem implies, via Eqs. (19) an (20), that P a (q, x, T) = δ(x a)p(q, a, T)/P(a, T) = δ(x a) q n 2. Moreover, it is natural to upate the conjugate quantity S(q, x, t) via the minimal substitution S a (q, x, t) = S(q, a, T). Note that the collapse ensemble after measurement is thus inepenent as per Eq. (18) (with quantum component escribe by ψ a (q) = q n up to a phase factor). Hence, strong separability as per Eq. (17) is satisfie if the pointer an the quantum system o not interact after the measurement. Finally, for a egenerate operator M with eigenvalue ecomposition n λ ne n, similar results are obtaine, but with c n q n in Eq. (19) replace by q E n ψ Q, c n 2 by p n = ψ Q E n ψ Q, an the collapse quantum component by ψ a (q) = (p n ) 1/2 q E n ψ Q. IV. MIXTURES AND THERMODYNAMICS It has been emonstrate above that the configurationensemble approach provies a consistent formulation of mixe quantum an classical ynamics. However, given that this approach escribes classical ensembles via a configuration space, rather than a phase space, this raises a potential completeness issue: o all classical phase space ensembles have a counterpart in this approach? Further, given the lack of a natural phase space entropy, can the configuration-ensemble approach eal with thermal ensembles in a manner that is compatible with both classical an quantum thermoynamics? It is shown briefly below that both these questions have positive answers. The central concept require is that of a mixture of configuration ensembles. In particular, if a physical system is escribe by the configuration ensemble (P j, S j ) with prior probability p j, then it may be sai to correspon to the mixture {(P j, S j ); p j }. For quantum ensembles, such mixtures are conveniently represente by ensity operators. More generally, however, there is no similarly convenient representation. The average of any observable A[P, S] over a mixture is given by A = j p j A[P j, S j ]. (21) The first question pose above can now easily be answere, using the fact that any classical phase space point, γ = (x, k ), may be escribe by a classical configuration ensemble (P γ, S γ ), efine by P γ (x) := δ(x x ), S γ (x) := k x. In particular, the value of any classical observable C f, corresponing to the average value of f, follows via Eq. (5) as C f [P γ, S γ ] = f γ = f(x, k ). (22) It follows immeiately that any classical phase space ensemble, represente by some phase space ensity p(x, k ), may equivalently be escribe by the mixture {(P γ, S γ ); p} of classical configuration ensembles. To aress the secon question above, one further requires the notions of stationary an istinguishable

9 8 configuration ensembles. First, stationary ensembles are those for which all observable quantities are timeinepenent, an are characterise by the property [13] P/ t = 0, S/ t = E, (23) for some constant E. Secon, two configuration ensembles are efine to be istinguishable if there is some observable which can istinguish unambiguously between them, i.e., the ranges of the observable for each ensemble o not overlap. Thus, for example, two quantum ensembles are istinguishable if the corresponing wavefunctions are orthogonal, while two classical ensembles are istinguishable if the ranges of (x, k) over the supports of the ensembles are nonoverlapping (with k = x S). A thermal mixture may now be efine as a mixture of istinguishable stationary ensembles {(P, S); p(p, S H)} such that p(p, S H) e β H[P,S], β > 0. (24) This efinition is, for present purposes, justifie by its consequences, but it may also be motivate by appealing to properties of two istinct noninteracting systems in thermal equilibrium, escribe by joint ensemble Hamiltonian H T, for which one expects p(pp, S + S H T ) = p(p, S H)p(P, S H ), (25) for pairs (P, S), (P, S ) of stationary ensembles. For a quantum system with Hamiltonian operator H, the above efinition immeiately leas to the usual quantum canonical ensemble represente by the ensity operator proportional to e βh. It will be shown below that, for an ergoic classical system with phase space Hamiltonian H(x, k), the corresponing thermal mixture of configuration ensembles is equivalent to the classical canonical ensemble with phase space ensity proportional to e βh. Note this result generalises immeiately, via the factorisability of thermal mixtures in Eq. (25), to all semi-ergoic classical systems, i.e., to any classical system comprising noninteracting ergoic systems. Thus, for example, since a one-imensional oscillator is ergoic for any energy E, an higher imensional oscillators can be ecompose into noninteracting normal moes [16], any classical oscillator is a semi-ergoic system. In particular, the classical ensemble Hamiltonian is H[P, S] = C H = xp H[x, S], an it follows from Eqs. (1) an (23) that the stationary ensembles are then given by the solutions of the continuity an Hamilton-Jacobi equations x [P k H(x, x S)] = 0, H(x, x S) = E. Now, since H is time-inepenent, the general solution to the Hamilton-Jacobi equation for S is of the form W(x) Et, an generates a canonical transformation on phase space from (x, k) to a set of constants of the motion, which may be chosen as the intial values (x 0, k 0 ) at some fixe time [16]. One then has E = H(x t, k t ) = H(x 0, k 0 ), an a corresponing set of solutions S x0,k 0 (x, t) := W k0 (x) H(x 0, k 0 )t of the Hamilton- Jacobi equation (where x 0 = k0 W k0 [16]). Further, recalling that the classical velocity is ẋ t = k H, the above continuity equation simply requires that P(x) ẋ t is constant along any given trajectory (x t, k t ). One may therefore efine a corresponing set of solutions by P x0,k 0 (x) ẋ t 1 when x lies on the particular trajectory having initial values (x 0, k 0 ), an P x0,k 0 (x) = 0 elsewhere. The stationary ensembles (P x0,k 0, S x0,k 0 ) are all istinguishable, since they correspon to a set of istinct initial values (x 0, k 0 ). Hence, they are suitable for efining a thermal mixture. Further, by construction, one has via efinition (5) that C f [P x0,k 0, S x0,k 0 ] = x t ẋ t 1 f(x t, k t ) / x t ẋ t 1, where integration is along the trajectory efine by initial point (x 0, k 0 ). Changing the variable of integration to t then gives 1 T C f [P x0,k 0, S x0,k 0 ] = lim t f(x t, k t ), (26) T T 0 which is always well efine for ergoic systems. Further, for such systems the righthan sie is simply the microcanonical ensemble average of f(x, k), corresponing to constant energy E = H(x 0, k 0 ) [21]. Finally, noting H[P x0,k 0, S x0,k 0 ] = H[x 0, k 0 ] by construction, the associate thermal mixture in Eq. (24) is characterise by p(x 0, k 0 ) e βh[x0,k0], an it immeiately follows via Eqs. (21) an (26) that the average of f over the mixture is the usual canonical ensemble average, as require. V. DISCUSSION The configuration-ensemble approach satisfies the two minimal requirements for a consistent formulation of mixe ynamics, as shown in Sec. II. No other formulation appears to be known which passes this critical test. Moreover, while the approach oes not satisfy a strong separability conition for quantum an classical observables, it oes satisfy the weaker conition of configuration separability, as per Eqs. (13) an (14) of Sec. III. This conition is sufficient to avoi ifficulties in the case of quantum matter couple to a classical spacetime metric, an is also sufficient more generally if it is assume that only the classical configuration of a mixe ensemble is irectly accessible to measurement. It shoul further be note that the configurationensemble approach has a number of interesting applications outsie the omain of mixe ynamics. It also provies a basis for, eg, the erivation of classical an quantum equations of motion [22], a generalisation of

10 9 quantum superselection rules [15], an, as seen in Sec. IV above, a Hamilton-Jacobi approach to classical statistical mechanics. Hence, overall, the approach appears to be valuable in proviing a funamental tool for escribing physical systems, an merits further general investigation. It is of interest to remark on how the configurationensemble approach is able to avoi various no-go theorems on mixe ynamics in the literature [5, 6, 7, 9]. This is essentially ue to such theorems requiring a formal assumption that the set of observables can be be extene to form a prouct algebra, where the prouct A B is assume to satisfy C f C g = C fg, Q M Q N = Q MN, an some further property such as the Leibniz rule {A, B C} = {A, B} C + B {A, C}. However, the assumption of such a prouct algebra clearly goes beyon the omain of observable quantities (eg, the prouct of two Hermitian operators is not a Hermitian operator), an hence cannot be justifie on physical grouns. Thus, any import of such no-go theorems, for the configuration-ensemble approach, where no such prouct is efine or require, is purely formal in nature. For application to mixe ynamics, the set of observables must be chosen such that it contains the classical an quantum observables efine in Eqs. (5) an (7), with all members satisfying the normalisation an positivity conitions in Eq. (4). It must also, of course, contain the Poisson bracket of any two of its members - however, this can always be assure by replacing a given set by its closure uner the Poisson bracket operation. It is of interest to consier what further physical conitions might be impose on the set of observables. For example, for ensembles of interacting classical an quantum nonrelativistic particles, it is reasonable to require that the equations of motion are invariant uner Galilean transformations, leaing to the interesting property that the centre of mass an relative motions o not ecouple [13]. A more general conition that might be impose on observables is that they are homogenous of egree unity with respect to the probability ensity P, i.e., A[λP, S] = λa[p, S] (27) for all λ 0. Note that if this conition hols for two observables A an B, then it hols for the Poisson bracket {A, B}, as may be checke by irect substitution into Eq. (2). It is also easily verifie to hol for the classical an quantum observables efine in Eqs. (5) an (7). Differentiating Eq. (27) on both sies with respect to λ an choosing λ = 1 yiels the numerical ientity A[P, S] = ξ P (δa/δp) =: δa/δp, (28) i.e., A can be calculate by integrating over a local ensity on the configuration space. Thus, the homogeneity conition consistently allows observables to be interprete both as generators of canonical transformations an as expectation values. Finally, while the question of ecoherence has not been aresse in any etail here, it is worth noting that the configuration-ensemble approach provies at least two possibilities in this regar. First, for any mixe quantumclassical ensemble, one may efine a conitional quantum wavefunction ψ x (q) an corresponing ensity operator ρ Q C, which escribe the conitional ecoherence of the quantum component relative to the classical component [13]. Secon, while at any time the hybri wavefunction ψ(q, x, t) escribing a mixe quantum-classical system always has a ecomposition of the form ψ(q, x, t) = n pn (t) ψ C,n (x, t)ψ Q,n (q, t) (eg, a Schmit ecomposition), only at particular times (if at all, epening on the ensemble Hamiltonian), can it have such a ecomposition for which (i) the classical ensembles corresponing to ψ C,n (x, t) are classically istinguishable (see Sec. IV), an (ii) the quantum ensembles corresponing to ψ Q,n (q, t) are mutually orthogonal. Moreover, unlike a Schmit ecomposition, such a ecomposition woul be unique even for equal p n (t). Hence, ecoherence coul be moelle by imposing a spontaneous collapse of the ensemble at such well-efine times, similarly to the collapse moel in Sec. III C. Acknowlegments I am grateful to Marcel Reginatto for valuable iscussions, an for pointing out an error in an early raft. [1] For example, E.C.G. Suarshan, Pramana 6, 117 (1976); I.V. Aleksanrov, Z. Naturforsch. Teil A (1981); A. Anerson, Phys. Rev. Lett (1995); L. Diosi an J.J. Halliwell, Phys. Rev. Lett. 81, 2846 (1998); E. Ginensperger, C. Meier, an J.A. Beswick, J. Chem. Phys (2000); O.V. Prezho an C. Brooksby, Phys. Rev. Lett. 86, 3215 (2001); I. Burghart an G. Parlant, J. Chem. Phys. 120, 3055 (2004); V.V. Kisil, Europhys. Lett. 72, 873 (2005); O.V. Prezho, J. Chem. Phys (2006). [2] L. Diosi, N. Gisin, an W.T. Strunz, Phys. Rev. A 61, (2000). [3] T.N. Sherry an E.C.G. Suarshan, Phys. Rev. D 20, 857 (1979). [4] W. Boucher an J. Traschen, Phys. Rev. D 37, 3522 (1988); [5] L.L. Salceo, Phys. Rev. A 54, 3657 (1996). [6] J. Caro an L.L. Salceo, Phys. Rev. A (1999).

11 10 [7] A. Peres an D.R. Terno, Phys. Rev. A 63, (2001). [8] L.L. Salceo, Phys. Rev. Lett. 90, (2003). [9] D. Sahoo, J. Phys. A 37, 997 (2004). [10] L.L. Salceo, J. Chem. Phys (2007). [11] F. Agostini, S. Caprara an G. Ciccotti, Europhys. Lett. 78, (2007). [12] See for example, N. Makri, Annu. Rev. Phys. Chem. 50, 167 (1999); O. Prezho an C. Brooksby, Phys. Rev. Lett. 90, (2003); O.V. Prezho, J. Chem. Phys (2007); G. Ciccotti, D. Coker an R. Kapral, in Quantum Dynamics of Complex Molecular Systems, Es., D. A. Micha an I. Burghart (Springer, Berlin, 2007), pp ; an references therein. [13] M.J.W. Hall an M. Reginatto, Phys. Rev. A (2005). [14] M. Albers, C. Kiefer an M. Reginatto, eprint arxiv: v1 [gr-qc], to appear in PRD. [15] M.J.W. Hall, J. Phys. A (2004). [16] H. Golstein, Classical Mechanics (Aison-Wesley, New York, 1950), Chaps. 8, 9 an 11. [17] E. Maelung, Z. f. Physik (1926). [18] D. Bohm, Phys. Rev (1952). [19] S. Weinberg, Ann. Phys. N.Y (1989). [20] D. Bohm, Phys. Rev (1952); J.S. Bell, Speakable an Unspeakable in Quantum Mechanics (Cambrige University Press, Cambrige, 1987). [21] G. Morani, F. Napoli an E. Ercolessi, Statistical Mechanics, 2n eition (Worl Scientific, Singapore, 2001), Chap. 2. [22] M.J.W. Hall an M. Reginatto, J. Phys. A 35, 3289 (2002); M.J.W. Hall, K. Kumar an M. Reginatto, J. Phys. A 36, 9779 (2003); M.J.W. Hall, Gen. Rel. Gravitat (2005).

Chapter 6: Energy-Momentum Tensors

Chapter 6: Energy-Momentum Tensors 49 Chapter 6: Energy-Momentum Tensors This chapter outlines the general theory of energy an momentum conservation in terms of energy-momentum tensors, then applies these ieas to the case of Bohm's moel.

More information

Physics 5153 Classical Mechanics. The Virial Theorem and The Poisson Bracket-1

Physics 5153 Classical Mechanics. The Virial Theorem and The Poisson Bracket-1 Physics 5153 Classical Mechanics The Virial Theorem an The Poisson Bracket 1 Introuction In this lecture we will consier two applications of the Hamiltonian. The first, the Virial Theorem, applies to systems

More information

4. Important theorems in quantum mechanics

4. Important theorems in quantum mechanics TFY4215 Kjemisk fysikk og kvantemekanikk - Tillegg 4 1 TILLEGG 4 4. Important theorems in quantum mechanics Before attacking three-imensional potentials in the next chapter, we shall in chapter 4 of this

More information

Schrödinger s equation.

Schrödinger s equation. Physics 342 Lecture 5 Schröinger s Equation Lecture 5 Physics 342 Quantum Mechanics I Wenesay, February 3r, 2010 Toay we iscuss Schröinger s equation an show that it supports the basic interpretation of

More information

PHYS 414 Problem Set 2: Turtles all the way down

PHYS 414 Problem Set 2: Turtles all the way down PHYS 414 Problem Set 2: Turtles all the way own This problem set explores the common structure of ynamical theories in statistical physics as you pass from one length an time scale to another. Brownian

More information

1 Heisenberg Representation

1 Heisenberg Representation 1 Heisenberg Representation What we have been ealing with so far is calle the Schröinger representation. In this representation, operators are constants an all the time epenence is carrie by the states.

More information

The Ehrenfest Theorems

The Ehrenfest Theorems The Ehrenfest Theorems Robert Gilmore Classical Preliminaries A classical system with n egrees of freeom is escribe by n secon orer orinary ifferential equations on the configuration space (n inepenent

More information

ensembles When working with density operators, we can use this connection to define a generalized Bloch vector: v x Tr x, v y Tr y

ensembles When working with density operators, we can use this connection to define a generalized Bloch vector: v x Tr x, v y Tr y Ph195a lecture notes, 1/3/01 Density operators for spin- 1 ensembles So far in our iscussion of spin- 1 systems, we have restricte our attention to the case of pure states an Hamiltonian evolution. Toay

More information

Quantum mechanical approaches to the virial

Quantum mechanical approaches to the virial Quantum mechanical approaches to the virial S.LeBohec Department of Physics an Astronomy, University of Utah, Salt Lae City, UT 84112, USA Date: June 30 th 2015 In this note, we approach the virial from

More information

Introduction to the Vlasov-Poisson system

Introduction to the Vlasov-Poisson system Introuction to the Vlasov-Poisson system Simone Calogero 1 The Vlasov equation Consier a particle with mass m > 0. Let x(t) R 3 enote the position of the particle at time t R an v(t) = ẋ(t) = x(t)/t its

More information

Separation of Variables

Separation of Variables Physics 342 Lecture 1 Separation of Variables Lecture 1 Physics 342 Quantum Mechanics I Monay, January 25th, 2010 There are three basic mathematical tools we nee, an then we can begin working on the physical

More information

Conservation Laws. Chapter Conservation of Energy

Conservation Laws. Chapter Conservation of Energy 20 Chapter 3 Conservation Laws In orer to check the physical consistency of the above set of equations governing Maxwell-Lorentz electroynamics [(2.10) an (2.12) or (1.65) an (1.68)], we examine the action

More information

arxiv: v1 [physics.flu-dyn] 8 May 2014

arxiv: v1 [physics.flu-dyn] 8 May 2014 Energetics of a flui uner the Boussinesq approximation arxiv:1405.1921v1 [physics.flu-yn] 8 May 2014 Kiyoshi Maruyama Department of Earth an Ocean Sciences, National Defense Acaemy, Yokosuka, Kanagawa

More information

The total derivative. Chapter Lagrangian and Eulerian approaches

The total derivative. Chapter Lagrangian and Eulerian approaches Chapter 5 The total erivative 51 Lagrangian an Eulerian approaches The representation of a flui through scalar or vector fiels means that each physical quantity uner consieration is escribe as a function

More information

Lie symmetry and Mei conservation law of continuum system

Lie symmetry and Mei conservation law of continuum system Chin. Phys. B Vol. 20, No. 2 20 020 Lie symmetry an Mei conservation law of continuum system Shi Shen-Yang an Fu Jing-Li Department of Physics, Zhejiang Sci-Tech University, Hangzhou 3008, China Receive

More information

QUANTUMMECHANICAL BEHAVIOUR IN A DETERMINISTIC MODEL. G. t Hooft

QUANTUMMECHANICAL BEHAVIOUR IN A DETERMINISTIC MODEL. G. t Hooft QUANTUMMECHANICAL BEHAVIOUR IN A DETERMINISTIC MODEL G. t Hooft Institute for Theoretical Physics University of Utrecht, P.O.Box 80 006 3508 TA Utrecht, the Netherlans e-mail: g.thooft@fys.ruu.nl THU-96/39

More information

05 The Continuum Limit and the Wave Equation

05 The Continuum Limit and the Wave Equation Utah State University DigitalCommons@USU Founations of Wave Phenomena Physics, Department of 1-1-2004 05 The Continuum Limit an the Wave Equation Charles G. Torre Department of Physics, Utah State University,

More information

Quantum Mechanics in Three Dimensions

Quantum Mechanics in Three Dimensions Physics 342 Lecture 20 Quantum Mechanics in Three Dimensions Lecture 20 Physics 342 Quantum Mechanics I Monay, March 24th, 2008 We begin our spherical solutions with the simplest possible case zero potential.

More information

Euler equations for multiple integrals

Euler equations for multiple integrals Euler equations for multiple integrals January 22, 2013 Contents 1 Reminer of multivariable calculus 2 1.1 Vector ifferentiation......................... 2 1.2 Matrix ifferentiation........................

More information

LeChatelier Dynamics

LeChatelier Dynamics LeChatelier Dynamics Robert Gilmore Physics Department, Drexel University, Philaelphia, Pennsylvania 1914, USA (Date: June 12, 28, Levine Birthay Party: To be submitte.) Dynamics of the relaxation of a

More information

1. At time t = 0, the wave function of a free particle moving in a one-dimension is given by, ψ(x,0) = N

1. At time t = 0, the wave function of a free particle moving in a one-dimension is given by, ψ(x,0) = N Physics 15 Solution Set Winter 018 1. At time t = 0, the wave function of a free particle moving in a one-imension is given by, ψ(x,0) = N where N an k 0 are real positive constants. + e k /k 0 e ikx k,

More information

Assignment 1. g i (x 1,..., x n ) dx i = 0. i=1

Assignment 1. g i (x 1,..., x n ) dx i = 0. i=1 Assignment 1 Golstein 1.4 The equations of motion for the rolling isk are special cases of general linear ifferential equations of constraint of the form g i (x 1,..., x n x i = 0. i=1 A constraint conition

More information

Math 342 Partial Differential Equations «Viktor Grigoryan

Math 342 Partial Differential Equations «Viktor Grigoryan Math 342 Partial Differential Equations «Viktor Grigoryan 6 Wave equation: solution In this lecture we will solve the wave equation on the entire real line x R. This correspons to a string of infinite

More information

ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS

ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS ALGEBRAIC AND ANALYTIC PROPERTIES OF ARITHMETIC FUNCTIONS MARK SCHACHNER Abstract. When consiere as an algebraic space, the set of arithmetic functions equippe with the operations of pointwise aition an

More information

Linear First-Order Equations

Linear First-Order Equations 5 Linear First-Orer Equations Linear first-orer ifferential equations make up another important class of ifferential equations that commonly arise in applications an are relatively easy to solve (in theory)

More information

Average value of position for the anharmonic oscillator: Classical versus quantum results

Average value of position for the anharmonic oscillator: Classical versus quantum results verage value of position for the anharmonic oscillator: Classical versus quantum results R. W. Robinett Department of Physics, The Pennsylvania State University, University Park, Pennsylvania 682 Receive

More information

A simple model for the small-strain behaviour of soils

A simple model for the small-strain behaviour of soils A simple moel for the small-strain behaviour of soils José Jorge Naer Department of Structural an Geotechnical ngineering, Polytechnic School, University of São Paulo 05508-900, São Paulo, Brazil, e-mail:

More information

6 General properties of an autonomous system of two first order ODE

6 General properties of an autonomous system of two first order ODE 6 General properties of an autonomous system of two first orer ODE Here we embark on stuying the autonomous system of two first orer ifferential equations of the form ẋ 1 = f 1 (, x 2 ), ẋ 2 = f 2 (, x

More information

NOTES ON EULER-BOOLE SUMMATION (1) f (l 1) (n) f (l 1) (m) + ( 1)k 1 k! B k (y) f (k) (y) dy,

NOTES ON EULER-BOOLE SUMMATION (1) f (l 1) (n) f (l 1) (m) + ( 1)k 1 k! B k (y) f (k) (y) dy, NOTES ON EULER-BOOLE SUMMATION JONATHAN M BORWEIN, NEIL J CALKIN, AND DANTE MANNA Abstract We stuy a connection between Euler-MacLaurin Summation an Boole Summation suggeste in an AMM note from 196, which

More information

Chapter 2 Lagrangian Modeling

Chapter 2 Lagrangian Modeling Chapter 2 Lagrangian Moeling The basic laws of physics are use to moel every system whether it is electrical, mechanical, hyraulic, or any other energy omain. In mechanics, Newton s laws of motion provie

More information

Optimization of Geometries by Energy Minimization

Optimization of Geometries by Energy Minimization Optimization of Geometries by Energy Minimization by Tracy P. Hamilton Department of Chemistry University of Alabama at Birmingham Birmingham, AL 3594-140 hamilton@uab.eu Copyright Tracy P. Hamilton, 1997.

More information

CHAPTER 1 : DIFFERENTIABLE MANIFOLDS. 1.1 The definition of a differentiable manifold

CHAPTER 1 : DIFFERENTIABLE MANIFOLDS. 1.1 The definition of a differentiable manifold CHAPTER 1 : DIFFERENTIABLE MANIFOLDS 1.1 The efinition of a ifferentiable manifol Let M be a topological space. This means that we have a family Ω of open sets efine on M. These satisfy (1), M Ω (2) the

More information

Can we derive Newton s F = ma from the SE?

Can we derive Newton s F = ma from the SE? 8.04 Quantum Physics Lecture XIII p = pˆ (13-1) ( ( ) ) = xψ Ψ (13-) ( ) = xψ Ψ (13-3) [ ] = x (ΨΨ ) Ψ Ψ (13-4) ( ) = xψ Ψ (13-5) = p, (13-6) where again we have use integration by parts an the fact that

More information

CONSERVATION PROPERTIES OF SMOOTHED PARTICLE HYDRODYNAMICS APPLIED TO THE SHALLOW WATER EQUATIONS

CONSERVATION PROPERTIES OF SMOOTHED PARTICLE HYDRODYNAMICS APPLIED TO THE SHALLOW WATER EQUATIONS BIT 0006-3835/00/4004-0001 $15.00 200?, Vol.??, No.??, pp.?????? c Swets & Zeitlinger CONSERVATION PROPERTIES OF SMOOTHE PARTICLE HYROYNAMICS APPLIE TO THE SHALLOW WATER EQUATIONS JASON FRANK 1 an SEBASTIAN

More information

arxiv:cond-mat/ v1 31 Jan 2003

arxiv:cond-mat/ v1 31 Jan 2003 Nosé-Hoover sampling of quantum entangle istribution functions D. Mentrup an J. Schnack 1 arxiv:con-mat/030165 v1 31 Jan 003 Abstract Universität Osnabrück, Fachbereich Physik Barbarastr. 7, D-49069 Osnabrück

More information

Lectures - Week 10 Introduction to Ordinary Differential Equations (ODES) First Order Linear ODEs

Lectures - Week 10 Introduction to Ordinary Differential Equations (ODES) First Order Linear ODEs Lectures - Week 10 Introuction to Orinary Differential Equations (ODES) First Orer Linear ODEs When stuying ODEs we are consiering functions of one inepenent variable, e.g., f(x), where x is the inepenent

More information

Table of Common Derivatives By David Abraham

Table of Common Derivatives By David Abraham Prouct an Quotient Rules: Table of Common Derivatives By Davi Abraham [ f ( g( ] = [ f ( ] g( + f ( [ g( ] f ( = g( [ f ( ] g( g( f ( [ g( ] Trigonometric Functions: sin( = cos( cos( = sin( tan( = sec

More information

Solution to the exam in TFY4230 STATISTICAL PHYSICS Wednesday december 1, 2010

Solution to the exam in TFY4230 STATISTICAL PHYSICS Wednesday december 1, 2010 NTNU Page of 6 Institutt for fysikk Fakultet for fysikk, informatikk og matematikk This solution consists of 6 pages. Solution to the exam in TFY423 STATISTICAL PHYSICS Wenesay ecember, 2 Problem. Particles

More information

Lecture XVI: Symmetrical spacetimes

Lecture XVI: Symmetrical spacetimes Lecture XVI: Symmetrical spacetimes Christopher M. Hirata Caltech M/C 350-17, Pasaena CA 91125, USA (Date: January 4, 2012) I. OVERVIEW Our principal concern this term will be symmetrical solutions of

More information

Examining Geometric Integration for Propagating Orbit Trajectories with Non-Conservative Forcing

Examining Geometric Integration for Propagating Orbit Trajectories with Non-Conservative Forcing Examining Geometric Integration for Propagating Orbit Trajectories with Non-Conservative Forcing Course Project for CDS 05 - Geometric Mechanics John M. Carson III California Institute of Technology June

More information

Qubit channels that achieve capacity with two states

Qubit channels that achieve capacity with two states Qubit channels that achieve capacity with two states Dominic W. Berry Department of Physics, The University of Queenslan, Brisbane, Queenslan 4072, Australia Receive 22 December 2004; publishe 22 March

More information

Semiclassical analysis of long-wavelength multiphoton processes: The Rydberg atom

Semiclassical analysis of long-wavelength multiphoton processes: The Rydberg atom PHYSICAL REVIEW A 69, 063409 (2004) Semiclassical analysis of long-wavelength multiphoton processes: The Ryberg atom Luz V. Vela-Arevalo* an Ronal F. Fox Center for Nonlinear Sciences an School of Physics,

More information

'HVLJQ &RQVLGHUDWLRQ LQ 0DWHULDO 6HOHFWLRQ 'HVLJQ 6HQVLWLYLW\,1752'8&7,21

'HVLJQ &RQVLGHUDWLRQ LQ 0DWHULDO 6HOHFWLRQ 'HVLJQ 6HQVLWLYLW\,1752'8&7,21 Large amping in a structural material may be either esirable or unesirable, epening on the engineering application at han. For example, amping is a esirable property to the esigner concerne with limiting

More information

Lecture 2 Lagrangian formulation of classical mechanics Mechanics

Lecture 2 Lagrangian formulation of classical mechanics Mechanics Lecture Lagrangian formulation of classical mechanics 70.00 Mechanics Principle of stationary action MATH-GA To specify a motion uniquely in classical mechanics, it suffices to give, at some time t 0,

More information

Calculus of Variations

Calculus of Variations Calculus of Variations Lagrangian formalism is the main tool of theoretical classical mechanics. Calculus of Variations is a part of Mathematics which Lagrangian formalism is base on. In this section,

More information

Free rotation of a rigid body 1 D. E. Soper 2 University of Oregon Physics 611, Theoretical Mechanics 5 November 2012

Free rotation of a rigid body 1 D. E. Soper 2 University of Oregon Physics 611, Theoretical Mechanics 5 November 2012 Free rotation of a rigi boy 1 D. E. Soper 2 University of Oregon Physics 611, Theoretical Mechanics 5 November 2012 1 Introuction In this section, we escribe the motion of a rigi boy that is free to rotate

More information

1 dx. where is a large constant, i.e., 1, (7.6) and Px is of the order of unity. Indeed, if px is given by (7.5), the inequality (7.

1 dx. where is a large constant, i.e., 1, (7.6) and Px is of the order of unity. Indeed, if px is given by (7.5), the inequality (7. Lectures Nine an Ten The WKB Approximation The WKB metho is a powerful tool to obtain solutions for many physical problems It is generally applicable to problems of wave propagation in which the frequency

More information

19 Eigenvalues, Eigenvectors, Ordinary Differential Equations, and Control

19 Eigenvalues, Eigenvectors, Ordinary Differential Equations, and Control 19 Eigenvalues, Eigenvectors, Orinary Differential Equations, an Control This section introuces eigenvalues an eigenvectors of a matrix, an iscusses the role of the eigenvalues in etermining the behavior

More information

Jointly continuous distributions and the multivariate Normal

Jointly continuous distributions and the multivariate Normal Jointly continuous istributions an the multivariate Normal Márton alázs an álint Tóth October 3, 04 This little write-up is part of important founations of probability that were left out of the unit Probability

More information

Relation between the propagator matrix of geodesic deviation and the second-order derivatives of the characteristic function

Relation between the propagator matrix of geodesic deviation and the second-order derivatives of the characteristic function Journal of Electromagnetic Waves an Applications 203 Vol. 27 No. 3 589 60 http://x.oi.org/0.080/0920507.203.808595 Relation between the propagator matrix of geoesic eviation an the secon-orer erivatives

More information

Generalization of the persistent random walk to dimensions greater than 1

Generalization of the persistent random walk to dimensions greater than 1 PHYSICAL REVIEW E VOLUME 58, NUMBER 6 DECEMBER 1998 Generalization of the persistent ranom walk to imensions greater than 1 Marián Boguñá, Josep M. Porrà, an Jaume Masoliver Departament e Física Fonamental,

More information

Calculus in the AP Physics C Course The Derivative

Calculus in the AP Physics C Course The Derivative Limits an Derivatives Calculus in the AP Physics C Course The Derivative In physics, the ieas of the rate change of a quantity (along with the slope of a tangent line) an the area uner a curve are essential.

More information

Formulation of statistical mechanics for chaotic systems

Formulation of statistical mechanics for chaotic systems PRAMANA c Inian Acaemy of Sciences Vol. 72, No. 2 journal of February 29 physics pp. 315 323 Formulation of statistical mechanics for chaotic systems VISHNU M BANNUR 1, an RAMESH BABU THAYYULLATHIL 2 1

More information

Open System Dynamics with Non-Markovian Quantum Trajectories

Open System Dynamics with Non-Markovian Quantum Trajectories Open System Dynamics with Non-Markovian Quantum Trajectories W. T. Strunz 1,,L.Diósi,anN.Gisin 3 1 Fachbereich Physik, Universität GH Essen, 45117 Essen, Germany Research Institute for Particle an Nuclear

More information

Discrete Hamilton Jacobi Theory and Discrete Optimal Control

Discrete Hamilton Jacobi Theory and Discrete Optimal Control 49th IEEE Conference on Decision an Control December 15-17, 2010 Hilton Atlanta Hotel, Atlanta, GA, USA Discrete Hamilton Jacobi Theory an Discrete Optimal Control Tomoi Ohsawa, Anthony M. Bloch, an Melvin

More information

G4003 Advanced Mechanics 1. We already saw that if q is a cyclic variable, the associated conjugate momentum is conserved, L = const.

G4003 Advanced Mechanics 1. We already saw that if q is a cyclic variable, the associated conjugate momentum is conserved, L = const. G4003 Avance Mechanics 1 The Noether theorem We alreay saw that if q is a cyclic variable, the associate conjugate momentum is conserve, q = 0 p q = const. (1) This is the simplest incarnation of Noether

More information

Partial Differential Equations

Partial Differential Equations Chapter Partial Differential Equations. Introuction Have solve orinary ifferential equations, i.e. ones where there is one inepenent an one epenent variable. Only orinary ifferentiation is therefore involve.

More information

Agmon Kolmogorov Inequalities on l 2 (Z d )

Agmon Kolmogorov Inequalities on l 2 (Z d ) Journal of Mathematics Research; Vol. 6, No. ; 04 ISSN 96-9795 E-ISSN 96-9809 Publishe by Canaian Center of Science an Eucation Agmon Kolmogorov Inequalities on l (Z ) Arman Sahovic Mathematics Department,

More information

Lagrangian and Hamiltonian Dynamics

Lagrangian and Hamiltonian Dynamics Lagrangian an Hamiltonian Dynamics Volker Perlick (Lancaster University) Lecture 1 The Passage from Newtonian to Lagrangian Dynamics (Cockcroft Institute, 22 February 2010) Subjects covere Lecture 2: Discussion

More information

THE GENUINE OMEGA-REGULAR UNITARY DUAL OF THE METAPLECTIC GROUP

THE GENUINE OMEGA-REGULAR UNITARY DUAL OF THE METAPLECTIC GROUP THE GENUINE OMEGA-REGULAR UNITARY DUAL OF THE METAPLECTIC GROUP ALESSANDRA PANTANO, ANNEGRET PAUL, AND SUSANA A. SALAMANCA-RIBA Abstract. We classify all genuine unitary representations of the metaplectic

More information

DIFFERENTIAL GEOMETRY, LECTURE 15, JULY 10

DIFFERENTIAL GEOMETRY, LECTURE 15, JULY 10 DIFFERENTIAL GEOMETRY, LECTURE 15, JULY 10 5. Levi-Civita connection From now on we are intereste in connections on the tangent bunle T X of a Riemanninam manifol (X, g). Out main result will be a construction

More information

The Exact Form and General Integrating Factors

The Exact Form and General Integrating Factors 7 The Exact Form an General Integrating Factors In the previous chapters, we ve seen how separable an linear ifferential equations can be solve using methos for converting them to forms that can be easily

More information

Hyperbolic Moment Equations Using Quadrature-Based Projection Methods

Hyperbolic Moment Equations Using Quadrature-Based Projection Methods Hyperbolic Moment Equations Using Quarature-Base Projection Methos J. Koellermeier an M. Torrilhon Department of Mathematics, RWTH Aachen University, Aachen, Germany Abstract. Kinetic equations like the

More information

1 M3-4-5A16 Assessed Problems # 1: Do 4 out of 5 problems

1 M3-4-5A16 Assessed Problems # 1: Do 4 out of 5 problems D. D. Holm M3-4-5A16 Assesse Problems # 1 Due 1 Nov 2012 1 1 M3-4-5A16 Assesse Problems # 1: Do 4 out of 5 problems Exercise 1.1 (Poisson brackets for the Hopf map) Figure 1: The Hopf map. In coorinates

More information

ELEC3114 Control Systems 1

ELEC3114 Control Systems 1 ELEC34 Control Systems Linear Systems - Moelling - Some Issues Session 2, 2007 Introuction Linear systems may be represente in a number of ifferent ways. Figure shows the relationship between various representations.

More information

Implicit Differentiation

Implicit Differentiation Implicit Differentiation Thus far, the functions we have been concerne with have been efine explicitly. A function is efine explicitly if the output is given irectly in terms of the input. For instance,

More information

arxiv:quant-ph/ v2 3 Apr 2006

arxiv:quant-ph/ v2 3 Apr 2006 New class of states with positive partial transposition Dariusz Chruściński an Anrzej Kossakowski Institute of Physics Nicolaus Copernicus University Gruzi azka 5/7 87 100 Toruń Polan We construct a new

More information

Characterizing Real-Valued Multivariate Complex Polynomials and Their Symmetric Tensor Representations

Characterizing Real-Valued Multivariate Complex Polynomials and Their Symmetric Tensor Representations Characterizing Real-Value Multivariate Complex Polynomials an Their Symmetric Tensor Representations Bo JIANG Zhening LI Shuzhong ZHANG December 31, 2014 Abstract In this paper we stuy multivariate polynomial

More information

Calculus of Variations

Calculus of Variations 16.323 Lecture 5 Calculus of Variations Calculus of Variations Most books cover this material well, but Kirk Chapter 4 oes a particularly nice job. x(t) x* x*+ αδx (1) x*- αδx (1) αδx (1) αδx (1) t f t

More information

THE VAN KAMPEN EXPANSION FOR LINKED DUFFING LINEAR OSCILLATORS EXCITED BY COLORED NOISE

THE VAN KAMPEN EXPANSION FOR LINKED DUFFING LINEAR OSCILLATORS EXCITED BY COLORED NOISE Journal of Soun an Vibration (1996) 191(3), 397 414 THE VAN KAMPEN EXPANSION FOR LINKED DUFFING LINEAR OSCILLATORS EXCITED BY COLORED NOISE E. M. WEINSTEIN Galaxy Scientific Corporation, 2500 English Creek

More information

arxiv:hep-th/ v1 3 Feb 1993

arxiv:hep-th/ v1 3 Feb 1993 NBI-HE-9-89 PAR LPTHE 9-49 FTUAM 9-44 November 99 Matrix moel calculations beyon the spherical limit arxiv:hep-th/93004v 3 Feb 993 J. Ambjørn The Niels Bohr Institute Blegamsvej 7, DK-00 Copenhagen Ø,

More information

Survival Facts from Quantum Mechanics

Survival Facts from Quantum Mechanics Survival Facts from Quantum Mechanics Operators, Eigenvalues an Eigenfunctions An operator O may be thought as something that operates on a function to prouce another function. We enote operators with

More information

Control Volume Derivations for Thermodynamics

Control Volume Derivations for Thermodynamics Control olume Derivations for Thermoynamics J. M. Powers University of Notre Dame AME 327 Fall 2003 This ocument will give a summary of the necessary mathematical operations necessary to cast the conservation

More information

Introduction to Markov Processes

Introduction to Markov Processes Introuction to Markov Processes Connexions moule m44014 Zzis law Gustav) Meglicki, Jr Office of the VP for Information Technology Iniana University RCS: Section-2.tex,v 1.24 2012/12/21 18:03:08 gustav

More information

Transmission Line Matrix (TLM) network analogues of reversible trapping processes Part B: scaling and consistency

Transmission Line Matrix (TLM) network analogues of reversible trapping processes Part B: scaling and consistency Transmission Line Matrix (TLM network analogues of reversible trapping processes Part B: scaling an consistency Donar e Cogan * ANC Eucation, 308-310.A. De Mel Mawatha, Colombo 3, Sri Lanka * onarecogan@gmail.com

More information

WUCHEN LI AND STANLEY OSHER

WUCHEN LI AND STANLEY OSHER CONSTRAINED DYNAMICAL OPTIMAL TRANSPORT AND ITS LAGRANGIAN FORMULATION WUCHEN LI AND STANLEY OSHER Abstract. We propose ynamical optimal transport (OT) problems constraine in a parameterize probability

More information

Ψ(x) = c 0 φ 0 (x) + c 1 φ 1 (x) (1) Ĥφ n (x) = E n φ n (x) (2) Ψ = c 0 φ 0 + c 1 φ 1 (7) Ĥ φ n = E n φ n (4)

Ψ(x) = c 0 φ 0 (x) + c 1 φ 1 (x) (1) Ĥφ n (x) = E n φ n (x) (2) Ψ = c 0 φ 0 + c 1 φ 1 (7) Ĥ φ n = E n φ n (4) 1 Problem 1 Ψx = c 0 φ 0 x + c 1 φ 1 x 1 Ĥφ n x = E n φ n x E Ψ is the expectation value of energy of the state 1 taken with respect to the hamiltonian of the system. Thinking in Dirac notation 1 an become

More information

θ x = f ( x,t) could be written as

θ x = f ( x,t) could be written as 9. Higher orer PDEs as systems of first-orer PDEs. Hyperbolic systems. For PDEs, as for ODEs, we may reuce the orer by efining new epenent variables. For example, in the case of the wave equation, (1)

More information

Sturm-Liouville Theory

Sturm-Liouville Theory LECTURE 5 Sturm-Liouville Theory In the three preceing lectures I emonstrate the utility of Fourier series in solving PDE/BVPs. As we ll now see, Fourier series are just the tip of the iceberg of the theory

More information

A note on the Mooney-Rivlin material model

A note on the Mooney-Rivlin material model A note on the Mooney-Rivlin material moel I-Shih Liu Instituto e Matemática Universiae Feeral o Rio e Janeiro 2945-97, Rio e Janeiro, Brasil Abstract In finite elasticity, the Mooney-Rivlin material moel

More information

Some vector algebra and the generalized chain rule Ross Bannister Data Assimilation Research Centre, University of Reading, UK Last updated 10/06/10

Some vector algebra and the generalized chain rule Ross Bannister Data Assimilation Research Centre, University of Reading, UK Last updated 10/06/10 Some vector algebra an the generalize chain rule Ross Bannister Data Assimilation Research Centre University of Reaing UK Last upate 10/06/10 1. Introuction an notation As we shall see in these notes the

More information

Time-of-Arrival Estimation in Non-Line-Of-Sight Environments

Time-of-Arrival Estimation in Non-Line-Of-Sight Environments 2 Conference on Information Sciences an Systems, The Johns Hopkins University, March 2, 2 Time-of-Arrival Estimation in Non-Line-Of-Sight Environments Sinan Gezici, Hisashi Kobayashi an H. Vincent Poor

More information

On the number of isolated eigenvalues of a pair of particles in a quantum wire

On the number of isolated eigenvalues of a pair of particles in a quantum wire On the number of isolate eigenvalues of a pair of particles in a quantum wire arxiv:1812.11804v1 [math-ph] 31 Dec 2018 Joachim Kerner 1 Department of Mathematics an Computer Science FernUniversität in

More information

Switching Time Optimization in Discretized Hybrid Dynamical Systems

Switching Time Optimization in Discretized Hybrid Dynamical Systems Switching Time Optimization in Discretize Hybri Dynamical Systems Kathrin Flaßkamp, To Murphey, an Sina Ober-Blöbaum Abstract Switching time optimization (STO) arises in systems that have a finite set

More information

Spectral Flow, the Magnus Force, and the. Josephson-Anderson Relation

Spectral Flow, the Magnus Force, and the. Josephson-Anderson Relation Spectral Flow, the Magnus Force, an the arxiv:con-mat/9602094v1 16 Feb 1996 Josephson-Anerson Relation P. Ao Department of Theoretical Physics Umeå University, S-901 87, Umeå, SWEDEN October 18, 2018 Abstract

More information

Remarks on time-energy uncertainty relations

Remarks on time-energy uncertainty relations Remarks on time-energy uncertainty relations arxiv:quant-ph/0207048v1 9 Jul 2002 Romeo Brunetti an Klaus Freenhagen II Inst. f. Theoretische Physik, Universität Hamburg, 149 Luruper Chaussee, D-22761 Hamburg,

More information

Coherent states of the harmonic oscillator

Coherent states of the harmonic oscillator Coherent states of the harmonic oscillator In these notes I will assume knowlege about the operator metho for the harmonic oscillator corresponing to sect..3 i Moern Quantum Mechanics by J.J. Sakurai.

More information

Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Baird, faculty.uml.edu/cbaird University of Massachusetts Lowell

Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Baird, faculty.uml.edu/cbaird University of Massachusetts Lowell Lecture 10 Notes, Electromagnetic Theory II Dr. Christopher S. Bair, faculty.uml.eu/cbair University of Massachusetts Lowell 1. Pre-Einstein Relativity - Einstein i not invent the concept of relativity,

More information

and from it produce the action integral whose variation we set to zero:

and from it produce the action integral whose variation we set to zero: Lagrange Multipliers Monay, 6 September 01 Sometimes it is convenient to use reunant coorinates, an to effect the variation of the action consistent with the constraints via the metho of Lagrange unetermine

More information

A Simple Model for the Calculation of Plasma Impedance in Atmospheric Radio Frequency Discharges

A Simple Model for the Calculation of Plasma Impedance in Atmospheric Radio Frequency Discharges Plasma Science an Technology, Vol.16, No.1, Oct. 214 A Simple Moel for the Calculation of Plasma Impeance in Atmospheric Raio Frequency Discharges GE Lei ( ) an ZHANG Yuantao ( ) Shanong Provincial Key

More information

How the potentials in different gauges yield the same retarded electric and magnetic fields

How the potentials in different gauges yield the same retarded electric and magnetic fields How the potentials in ifferent gauges yiel the same retare electric an magnetic fiels José A. Heras a Departamento e Física, E. S. F. M., Instituto Politécnico Nacional, México D. F. México an Department

More information

Math 115 Section 018 Course Note

Math 115 Section 018 Course Note Course Note 1 General Functions Definition 1.1. A function is a rule that takes certain numbers as inputs an assigns to each a efinite output number. The set of all input numbers is calle the omain of

More information

Survey Sampling. 1 Design-based Inference. Kosuke Imai Department of Politics, Princeton University. February 19, 2013

Survey Sampling. 1 Design-based Inference. Kosuke Imai Department of Politics, Princeton University. February 19, 2013 Survey Sampling Kosuke Imai Department of Politics, Princeton University February 19, 2013 Survey sampling is one of the most commonly use ata collection methos for social scientists. We begin by escribing

More information

Field Theory As Free Fall. Blegdamsvej 17. Denmark. Abstract. It is shown that the classical eld equations pertaining to gravity coupled to

Field Theory As Free Fall. Blegdamsvej 17. Denmark. Abstract. It is shown that the classical eld equations pertaining to gravity coupled to NBI-HE-95-4 gr-qc/9508033 August 995 Fiel Theory As Free Fall J. Greensite The Niels Bohr Institute Blegamsvej 7 DK-00 Copenhagen Denmark Abstract It is shown that the classical el equations pertaining

More information

Diagonalization of Matrices Dr. E. Jacobs

Diagonalization of Matrices Dr. E. Jacobs Diagonalization of Matrices Dr. E. Jacobs One of the very interesting lessons in this course is how certain algebraic techniques can be use to solve ifferential equations. The purpose of these notes is

More information

The Principle of Least Action

The Principle of Least Action Chapter 7. The Principle of Least Action 7.1 Force Methos vs. Energy Methos We have so far stuie two istinct ways of analyzing physics problems: force methos, basically consisting of the application of

More information

Noether s theorem applied to classical electrodynamics

Noether s theorem applied to classical electrodynamics Noether s theorem applie to classical electroynamics Thomas B. Mieling Faculty of Physics, University of ienna Boltzmanngasse 5, 090 ienna, Austria (Date: November 8, 207) The consequences of gauge invariance

More information

The derivative of a function f(x) is another function, defined in terms of a limiting expression: f(x + δx) f(x)

The derivative of a function f(x) is another function, defined in terms of a limiting expression: f(x + δx) f(x) Y. D. Chong (2016) MH2801: Complex Methos for the Sciences 1. Derivatives The erivative of a function f(x) is another function, efine in terms of a limiting expression: f (x) f (x) lim x δx 0 f(x + δx)

More information

221A Lecture Notes Notes on Classica Mechanics I

221A Lecture Notes Notes on Classica Mechanics I 1A Lecture Notes Notes on Classica Mechanics I 1 Precursor: Fermat s Principle in Geometric Optics In geometric optics, you talk about how light rays go. In homogeneous meiums, the light rays go straight.

More information

On the enumeration of partitions with summands in arithmetic progression

On the enumeration of partitions with summands in arithmetic progression AUSTRALASIAN JOURNAL OF COMBINATORICS Volume 8 (003), Pages 149 159 On the enumeration of partitions with summans in arithmetic progression M. A. Nyblom C. Evans Department of Mathematics an Statistics

More information