An energy and potential enstrophy conserving numerical scheme for the multi-layer shallow water equations with complete Coriolis force

Size: px
Start display at page:

Download "An energy and potential enstrophy conserving numerical scheme for the multi-layer shallow water equations with complete Coriolis force"

Transcription

1 An energy an potential enstrophy conserving numerical scheme for the multi-layer shallow water equations with complete Coriolis force Anrew L. Stewart a, Paul J. Dellar b a Department of Atmospheric an Oceanic Sciences, University of California, Los Angeles, CA 90095, USA b OCIAM, Mathematical Institute, Anrew Wiles Builing, Racliffe Observatory Quarter, Woostock Roa, Oxfor OX2 6GG, UK Abstract We present an energy- an potential enstrophy-conserving scheme for the non-traitional shallow water equations that inclue the complete Coriolis force an topography. These integral conservation properties follow from material conservation of potential vorticity in the continuous shallow water equations. The latter property cannot be preserve by a iscretisation on a fixe Eulerian gri, but exact conservation of a iscrete energy an a iscrete potential enstrophy seems to be an effective substitute that prevents any istortion of the forwar an inverse cascaes in quasi-two imensional turbulence through spurious sources an sinks of energy an potential enstrophy, an also increases the robustness of the scheme against nonlinear instabilities. We exploit the existing Arakawa Lamb scheme for the traitional shallow water equations, reformulate by Salmon as a iscretisation of the Hamiltonian an Poisson bracket for this system. The non-rotating, traitional, an our non-traitional shallow water equations all share the same continuous Hamiltonian structure an Poisson bracket, provie one istinguishes between the particle velocity an the canonical momentum per unit mass. We have etermine a suitable iscretisation of the non-traitional canonical momentum, which inclues aitional coupling between the layer thickness an velocity fiels, an moifie the iscrete kinetic energy to suppress an internal symmetric computational instability that otherwise arises for multiple layers. The resulting scheme exhibits the expecte secon-orer convergence uner spatial gri refinement. We also show that the rifts in the iscrete total energy an potential enstrophy ue to temporal truncation error may be reuce to machine precision uner suitable refinement of the timestep using the thir-orer Aams Bashforth or fourth-orer Runge Kutta integration schemes. Keywors: geophysical flui ynamics, energy conserving schemes, Hamiltonian structures Receive 2 August 205, accepte 8 December 205, J. Comput. Phys oi:0.06/j.jcp Introuction Geophysical flui ynamics is concerne with the large-scale motions of stratifie flui on a rotating, nearspherical planet. In principle such motions are governe by the compressible Navier Stokes equations as moifie to inclue rotation, but simplifie an approximate forms of these equations are wiely use in both theoretical an computational moels [, 2]. At large scales viscous effects are relatively unimportant, an usually neglecte. The resulting invisci equations possess various conservation laws, for instance of energy, momentum, an potential vorticity [2]. The last property is perhaps the most important. Energy an momentum may be transporte over large istances by waves, but potential vorticity is tie to flui elements [3]. It is esirable for the simplifie an approximate equations to share these conservation properties, an as far as possible for any numerical scheme to preserve them too. Planetary scale flui flow is typically ominate by the Coriolis force. However, almost all moels of the ocean an atmosphere employ the so-calle traitional approximation [4]. This retains only the contribution to the Coriolis force from the component of the planetary rotation vector that is locally normal to geopotential surfaces. The traitional approximation is typically justifie on the basis that the vertical lengthscales of rotationally-ominate geophysical flows are much smaller than their horizontal lengthscales [5]. However, the non-traitional component of the Coriolis force is ynamically important in a wie range of geophysical flows [6]. In the ocean, nontraitional effects can substantially alter the structure an propagation properties of gyroscopic an internal waves [7 2], the evelopment an growth rate of inertial instabilities [3, 4], the instability of Ekman layers [5], high-latitue eep convection [6], the static stability of the water column [7], an the flow of abyssal waters close to the equator [8 20]. A parallel line of evelopment has le to eep atmosphere moels that inclue non-traitional effects [2 26]. c 206 This manuscript version is mae available uner the CC-BY-NC-ND 4.0 license

2 The focus of this article is a set of shallow water equations that inclue the full Coriolis force [27, 28]. Shallow water moels approximate the ocean s stratification using a stack of layers of constant-ensity flui. This is equivalent to a Lagrangian vertical iscretization of the water column using ensity as the vertical coorinate. Density or isopycnal coorinates are a natural choice for ocean moels because mixing an transport across isopycnal surfaces in the ocean interior is weak, so large-scale flows are largely constraine to flow along ensity surfaces [29]. Moels base on vertical coorinates aligne with surfaces of constant geopotential ten to prouce spuriously large iabatic mixing ue to the slight misalignment between gri cells an isopycnal surfaces [30]. Shallow water an isopycnal coorinate moels are thus wiely use to stuy the ocean circulation, both in conceptual moelling stuies an comprehensive ocean moels [3 33]. This isopycnal moelling framework has recently been extene to solve the non-hyrostatic three-imensional stratifie equations with the non-traitional components of the Coriolis force [34]. In this paper we erive an energy- an potential enstrophy-conserving numerical scheme for our extene shallow water equations that inclue the complete Coriolis force [27, 28]. There are three principal motivations for exactly preserving these conservation laws in our scheme:. Ieally any numerical scheme shoul materially conserve potential vorticity, as this is a crucial ynamical variable in large-scale geophysical flows [3]. Material conservation of potential vorticity, Dq/Dt = 0, implies conservation of all the integral moments of q, t x hcq = 0, for any function cq. These spatial integrals are much more amenable to approximation on a fixe gri. The most important is conservation of potential enstrophy, for which cq = q 2. However, exact material conservation of potential vorticity is only possible via specialise Lagrangian schemes such as the particle-mesh metho [35] or the contour-avective semi-lagrangian metho [36]. Thompson [37] showe that a vorticity evolution equation for an incompressible flui that conserves energy an potential enstrophy, an satisfies reasonable properties such as spatial locality for the streamfunction an invariance uner rotations, is inevitably of material conservation form. Although erive for partial ifferential equations in continuous space, this result suggests that conservation of energy an potential enstrophy on a fixe Eulerian gri provies a suitable substitute for material conservation of potential vorticity. 2. Conservation of energy an potential enstrophy is crucial for the evelopment of the simultaneous inverse cascae of energy an forwar cascae of potential enstrophy that characterises quasi-two-imensional turbulence [2]. Long-term integrations using non-conservative finite-ifference schemes are prone to a spurious cascae of energy towars the scale of the gri spacing, where the spatial truncation error is largest [38]. Conserving the iscrete analogue of total energy alone oes not prevent the cascae of energy to small scales, an leas to an increase in potential enstrophy [39]. Thus long-time integrations require a scheme that conserves both energy an potential enstrophy, though even this is not sufficient to completely eliminate spurious spectral transfers of these quantities [40]. 3. Enforcing these conservation properties eliminates the possibility of nonlinear instabilities riven by spurious sources of energy or potential enstrophy at the gri scale. For example, Fornberg [4] showe that the only stable member of a class of semi-iscrete centre finite ifference schemes for the invisci Burgers equation is the scheme that conserves a iscrete energy. Arakawa [38] constructe a finite ifference scheme for the two-imensional incompressible Euler equations, now known as the Arakawa Jacobian, that exactly conserves a iscrete kinetic energy an a iscrete enstrophy when formulate in continuous time. Arakawa & Lamb [42] later extene this approach to construct a finite ifference scheme for the invisci shallow water equations that exactly conserves total mass, energy, an potential enstrophy. The spurious energy cascaes observe in non-conservative long-time integrations of the SWE see point 2 above are ue to errors introuce in the spatial, rather than temporal, iscretisation [39], as we shall confirm in 5. The Arakawa Lamb scheme therefore iscretises only the spatial erivatives of the traitional shallow water equations, yieling evolution equations in continuous time for the iscrete particle velocities an layer thicknesses at spatial gri points. This semi-iscrete finite ifference scheme has since been extene to multiple layers [43], to fourth-orer accuracy for the vorticity in the non-ivergent limit [44 47], to spherical geoesic gris [48], an to unstructure finite element meshes [49]. Arakawa & Lamb [42] began with a general finite ifference iscretisation of the shallow water equations on a staggere gri, known as the Arakawa C-gri, as sketche in figure. They wrote own a iscretisation that containe many unetermine coefficients, incluing some unphysical Coriolis terms that were parallel, not perpenicular, to the flui velocity. They obtaine a scheme that conserves consistent spatially iscrete approximations to the energy an potential enstrophy via irect algebraic manipulation of the iscrete equations to etermine suitable coefficients. In particular, the coefficients of the unphysical Coriolis terms become proportional to gri spacing square. That 2

3 a iscrete scheme shoul exist that conserves not quaratic invariants like the Arakawa Jacobian [38], but a cubic quantity energy an a quotient potential enstrophy was long mysterious. Salmon [45] interprete the Arakawa Lamb scheme as a particular iscretisation of a non-canonical Hamiltonian formulation of the traitional shallow water equations, in which the evolution is expresse using a Hamiltonian functional an a Poisson bracket. Symmetries of a Hamiltonian system correspon irectly to conservation laws via Noether s theorem, making this a natural starting point for the evelopment of conservative schemes. The equations of ieal flui mechanics, incluing the shallow water equations, can be expresse as non-canonical Hamiltonian systems using space-fixe Eulerian variables [2, 50 52]. To keep the canonical form of Hamilton s equations one must either use Lagrangian variables that follow flui elements, or introuce artificial Clebsch potentials. The non-rotating, traitional, an our non-traitional shallow water equations all share the same Hamiltonian structure an Poisson bracket, provie one istinguishes between the particle velocity an the canonical momentum per unit mass [27, 28]. This istinction is often glosse over in the traitional shallow water equations because the two iffer only by a function of space alone, so their time erivatives are ientical. We use this insight to construct an analog of the Arakawa Lamb scheme for our non-traitional shallow water equations by aapting Salmon s [45] Hamiltonian formulation. The main ifficulty we encounter is that the layer thickness fiel enters the canonical momentum through the non-traitional terms, so we nee to fin a suitable average of the layer thickness fiel that is compatible with the placement of variables on the Arakawa C gri. Like the Arakawa Jacobian an Arakawa Lamb schemes, we obtain a system of orinary ifferential equations ODEs for the evolution in time of fiel values at gri points. Discrete analogs of the energy E an potential enstrophy P are exactly conserve uner the exact evolution of this ODE system. To get a concrete numerical scheme we further iscretise in time using the 4th orer Runge Kutta an 3r orer Aams Bashforth schemes [53]. We investigate the time step that is necessary to reuce the temporal truncation errors in our iscrete approximations of E an P own to machine precision. Recently a similar Hamiltonian an Poisson bracket formulation has been employe to erive energy conserving schemes for the eep an shallow atmosphere equations [54], again using the canonical momenta to formulate the iscrete Poisson bracket an ensure antisymmetry. However, these authors were unable to construct a iscrete Poisson bracket that conserves potential enstrophy. A more general approach to constructing schemes that conserve energy an potential enstrophy formulates the shallow water equations as evolution equations for the potential vorticity, ivergence, an layer thickness fiels using iscrete Nambu brackets [55, 56]. This formulation requires an elliptic inversion to compute the velocity fiel, which is computationally expensive but allows for a straightforwar incorporation of bounary conitions. The structure of this paper is as follows. In 2 we briefly review the shallow water equations with complete Coriolis force an their Hamiltonian formulation [27, 28]. In 3 we review Salmon s Hamiltonian erivation of the Arakawa Lamb scheme for the traitional shallow water equations 3., an exten it to inclue the complete Coriolis force in a single layer 3.2 an in multiple layers 3.3. In 4 we present a series of numerical verification experiments, an in 5 we emonstrate that energy an potential enstrophy can be conserve to machine precision if the time-step is sufficiently short. Finally, in 6 we summarise our results an provie concluing remarks. 2. Shallow water equations with complete Coriolis force The erivation of our numerical scheme begins with the non-canonical Hamiltonian formulation of the traitional shallow water equations, henceforth abbreviate as SWE, as escribe in [50 52]. The single an multi-layer nontraitional shallow water equations henceforth NTSWE were recently erive in [27, 28]. For clarity we first present the non-canonical Hamiltonian formulation of the single-layer NTSWE. We begin by writing the single layer NTSWE [27, 28] in the vector invariant form [57], ũ Φ hqv + t x = 0, ṽ Φ + hqu + t y = 0, h t + x hu + hv = 0. y 2c 2a 2b These equations are written in pseuo-cartesian coorinates with x an y enoting horizontal istances within a constant geopotential surface [5, 58]. The effective gravity g acts in the z irection perpenicular to this surface. They escribe a layer of invisci flui flowing over bottom topography at z = h b x, y in a frame rotating with angular velocity vector Ω = Ω x, Ω y, Ω z. We allow for an arbitrary orientation of the x an y axes with respect to North, so Ω x an Ω y may both be non-zero, an may epen arbitrarily on x an y, but not z [28]. 3

4 The mass conservation equation 2c for the flui layer thickness hx, y, t contains the particle velocity components u an v in the x an y irections. These particle velocity components also appear in the Bernoulli potential Φ = 2 u2 + 2 v2 + gh b + h + h Ω x v Ω y u. 3 The vertical momentum equation for the unerlying three-imensional flui contains aitional non-traitional contributions proportional to the horizontal components Ω x an Ω y of the rotation vector. The three-imensional pressure whose epth-average appears in the shallow water equation thus satisfies a three-imensional quasihyrostatic balance [22], rather than the usual hyrostatic balance. However, the time erivatives in 2a an 2b are of the canonical velocity components ũ = u + 2 Ω y h b + 2 h, ṽ = v 2 Ω x h b + 2 h, 4 which together form the vector ũ = ũ, ṽ. These velocity components also appear in the potential vorticity q = 2 Ω z + ṽ h x ũ, 5 y where Ω z is the component of the rotation vector parallel to the z-axis. We call ũ the canonical velocity because it is relate to the canonical momentum per unit mass, or to the epthaverage of the particle velocity relative to an inertial frame [27, 28]. For spatially-uniform Ω x, Ω y, Ω z, i.e. making an f -plane approximation, the latter quantity is ũ = u Ω z y + 2 Ω y h b + 2 h, ṽ = v + Ω z x 2 Ω x h b + 2 h, 6 which may be erive from the epth average of the three-imensional vector fiel ũ = u + Ω x + xzω y yzω x = u + 2zΩ y yω z, xω z 2zΩ x, 0. 7 The first two terms u + Ω x give the three-imensional velocity relative to an inertial frame. The aitional graient of a gauge potential eliminates the vertical component of the vector potential for the Coriolis force, as require for a shallow water system formulate in terms of the epth-average horizontal velocity alone. The potential vorticity is q = ṽ h x ũ, 8 y with no explicit contribution from the rotation vector. The terms proportional to Ω z in 6 are inepenent of time, so they o not contribute to the time erivatives in 2a an 2b. Thus the istinction between the particle velocity an canonical velocity is commonly not mae in the traitional shallow water equations, in which the aitional terms proportional to both Ω x, Ω y an the time-epenent hx, y, t are absent. Instea, the contribution from Ω z is put explicitly in the efinition 5 of the potential vorticity. By using 4 instea of 6 we omit the time-inepenent terms proportional to Ω z, which are much larger than the other terms in the canonical momenta by a factor of the inverse Rossby number. This reuces the accumulation of floating point roun-off errors in transforming between the canonical an particle velocities. It is also then straightforwar to impose perioic bounary conitions, because the explicit x an y epenence in 6 is absent. Moreover, the non-traitional numerical scheme we erive below will reuce to the exact form of the Arakawa Lamb scheme when we set Ω x an Ω y to zero. Conversely, the aitional terms proportional to x an y in 6 will be ifferentiate exactly by a secon-orer accurate spatial iscretisation, so the equivalent scheme base on the full canonical velocity 6 instea of 4 woul give ientical results in exact arithmetic. By istinguishing between the particle velocity u an the canonical velocity ũ we have written the NTSWE in the same structural form 2a 2c as the SWE. However, in the following we treat the particle velocity as a known function of the canonical velocity an the layer thickness, as given by solving 4 for u = uũ, h. The Hamiltonian for the system 2a 2c is simply the total energy, which is inepenent of the Coriolis force when expresse in terms of the particle velocity components u an v, H = E = { x 2 h u 2 + v 2 + gh } h b + 2 h. 9 However, we treat H = H [uũ, h, h] as a functional of the canonical velocity components an layer thickness. We o not specify a omain of integration for this functional, but assume that the bounaries of the omain are perioic, or permit no normal fluxes, to allow us to integrate by parts as necessary below without acquiring bounary terms. 4

5 The non-canonical Hamiltonian formalism expresses the time evolution of any functional F in terms of a Poisson bracket as [2, 50 52] F = {F, H}. 0 t The Poisson bracket must be bilinear, antisymmetric, an satisfy the Jacobi ientity {F, {G, K}} + {G, {K, F }} + {K, {F, G}} = 0, for any three functionals F, G, K. These three properties provie a coorinate-inepenent abstraction of the essential geometrical properties of Hamilton s canonical Poisson bracket. The Poisson bracket for the shallow water equations may be written as {A, B} = { x q δa δb δũ δṽ δb δũ δa δa δṽ δũ δb δh + δb } δũ δa, 2 δh for any pair of functionals A an B. This bracket may be rewritten in several ifferent but equivalent forms using integrations by parts [5]. The functional erivatives in 2 are efine with respect to the canonical velocities ũ an h, so this bracket reuces to the traitional shallow water Poisson bracket when Ω x = Ω y = 0, since ũ then equals u. The evolution equations 2a 2c may be erive by setting in turn F = ũx 0, t, F = ṽx 0, t, an F = hx 0, t for a fixe location x 0 in 0. For example, setting F = h 0 = hx 0, t in 0 gives h 0 t = {h 0, H} = x { q δh0 δh δũ δṽ δh δũ δh 0 δṽ δh 0 δũ δh δh + δh δũ δh 0 δh For the purpose of taking variational erivatives, ũ an h are treate as inepenent variables so δh 0 /δũ = 0. The particle velocity u is treate as an explicit function of ũ an h, so the variational chain rule gives δh δũ = δh δh δũ + u δu u ũ, δh δu u δh = ṽ δu, δh = δh = hu. 3 δv δu The notation u inicates that u is hel constant while taking the variational erivative with respect to ũ. Now δh 0 /δh is nonzero only at x = x 0, so { h 0 δh = x t δu δhx } 0, t { } = x hu δx x 0, 4 δhx, t where δx x 0 is the Dirac elta function in two imensions. Finally, we integrate by parts an use the ivergence theorem with the perioic or no-flux bounary conitions to obtain { } t hx 0, t = x hu δx x 0 = hu, 5 x=x0 which is the mass conservation equation 2c. Symmetries in the variational principle for a Hamiltonian system imply conservation laws via Noether s theorem. The usual momentum an energy conservation laws arising from translation symmetries in space an time. Material conservation of potential vorticity arises from a more subtle relabelling symmetry in the particle-to-label map use to formulate the shallow water equations in Lagrangian coorinates [2, 50, 59, 60]. In the non-canonical Hamiltonian formalism, these conservation laws arise instea from properties of the Poisson bracket. Conservation of energy follows immeiately from antisymmetry of the Poisson bracket, E t = H t Non-canonical Poisson brackets typically support Casimir functionals C that satisfy = {H, H} = 0. 6 {C, F } = 0 7 for any functional F. Two salient Casimir functionals for the shallow water Poisson bracket in 2 are the total mass M, an the potential enstrophy P, { } { } M = x h an P = x 2 hq2. 8 }. 5

6 2 r r r r q q q r r r r r r r r q q q r r r r q q r r r r r r r r a q q q r r r r r r r r r r r r r r b q q r r r r r r r r r r Figure : Staggere layout of the variables on the Arakawa C gri. Panel a shows the inices of the computational gri an its alignment with the coorinate axes. Panel b shows the layout of the variables within a single computational cell. The latter is just one of an infinite family of Casimir functionals of the form { } C = x h cq, 9 where cq is an arbitrary function of the potential vorticity. This family of Casimir functionals thus expresses the material conservation of potential vorticity in an Eulerian setting. In the following sections we will show that iscretizing the non-canonical Hamiltonian formulation of the NTSWE allows us to enforce exact conservation of iscrete analogues of the total energy E, potential enstrophy P, an total mass M. 3. Spatial iscretisation In this section we erive an energy- an potential enstrophy-conserving spatial iscretisation for the NTSWE. We begin with a brief review of the Arakawa Lamb scheme [42] for the single-layer SWE an its Hamiltonian formulation [45], then exten the scheme to the NTSWE, an to multiple layers. 3.. Hamiltonian formulation of the Arakawa Lamb scheme The Arakawa Lamb [42] scheme for the traitional shallow water equations begins with a staggere placement of the u, v, h an q variables known as the Arakawa C gri, an illustrate in figure. The C gri may be thought of as a mesh of square cells of sie length. The layer thickness h is efine at cell centres, the velocity components are efine at cell faces, an the potential vorticity is efine at cell corners. This layout is optimise for computing the pressure graient terms in the evolution equations for u an v, an for computing the vorticity as the curl of a two-imensional velocity fiel. The velocity components u an v are also naturally place for computing mass fluxes across cell faces. The schemes presente here generalise straightforwarly to rectangular cells with ifferent sie lengths in the x an y irections. Salmon [45] showe that the Arakawa Lamb scheme is equivalent to a iscrete Hamiltonian system with a iscrete Hamiltonian that approximates 9 an a iscrete Poisson bracket that approximates 2. Salmon s iscrete Hamiltonian for the Arakawa Lamb scheme is [45] H = E = 2 h i+/2, j+/2 u 2x i+/2, j+/2 + v 2y i+/2, j+/2 + g h i+/2, j+/2 h b + 2 h i+/2, j+/2. 20 This sum ranges over all cells in the computational gri. We have omitte the factor of 2 that woul make 20 a iscrete approximation to a two-imensional integral x. This factor cancels with the same omission in our iscrete Poisson bracket, which is also a two-imensional integral x. The right han sie of 20 is a straightforwar iscretisation of the total energy 9 on the Arakawa C gri. The kinetic energy terms u 2x an v 2y enote the averages 6

7 of the contributions from the two u an v points either sie of the h point at the centre of each computational cell, as shown in figure b, u 2x i+/2, j+/2 = 2 u 2 +/2 + u 2 i+, j+/2, v 2 y i+/2, j+/2 = 2 v 2 i+/2, j + v 2 i+/2, j+. 2 The evolution of any function F of the iscrete variables u +/2, v i+/2, j, h i+/2, j+/2 is given by the iscrete version of 0 F = {F, H}. 22 t We use non-calligraphic symbols for functions of iscrete quantities, which approximate the corresponing functionals of continuous fiel variables written in calligraphic font. Antisymmetry of the iscrete Poisson bracket in 22 automatically implies conservation of the iscrete energy by the iscrete analog of 6 E t = H t = {H, H} = The Arakawa Lamb scheme also conserves the iscrete potential enstrophy an iscrete total mass efine by P = h xy q 2, M = h i+/2, j+/2. 24 The iscrete potential enstrophy involves the iscrete potential vorticity which contains the natural iscrete relative vorticity on the Arakawa C gri, ζ = q = 2Ω z h xy + ζ, 25 vi+/2, j v i /2, j u +/2 + u /2, 26 an the natural nearest-neighbour average of h on each q gripoint, h xy = 4 hi+/2, j+/2 + h i /2, j+/2 + h i+/2, j /2 + h i /2, j /2. 27 As in the continuous theory, conservation of P an M is guarantee if they are Casimirs of the iscrete Poisson bracket, i.e. {F, P} = {F, M} = 0 for any Fu +/2, v i+/2, j, h i+/2, j+/2. 28 Here Fu +/2, v i+/2, j, h i+/2, j+/2 enotes an arbitrary function of all the u, v an h gripoints, not just those from one particular gri cell. By the chain rule, this is equivalent to requiring { u+/2, P } = { v i+/2, j, P } = { h i+/2, j+/2, P } = 0 for all, 29a { u+/2, M } = { v i+/2, j, M } = { h i+/2, j+/2, M } = 0 for all. 29b Thus the erivation of an energy-, potential enstrophy-, an mass-conserving scheme for the SWE amounts to fining a iscretisation of 2 that satisfies 29a an 29b. Salmon [45] split the iscrete Poisson bracket into a potential vorticity epenent part an a remainer, {A, B} = {A, B} Q + {A, B} R, 30 where A an B are algebraic functions of the u +/2, v i+/2, j, an h i+/2, j+/2 for all i an j. The potential vorticity epenent part is {A, B} Q = q α A, B u +/2+n, v i+/2, j+m A, B + β A, B + γ u +/2+n, u +/2+m v i+/2, j+n, v i+/2, j+m, 3 7

8 where A, B u, v = A B u v B A u v is the Jacobian of A an B with respect to u an v. Again, we omit the factor of 2 that woul make 3 an approximation of the integral in 2. The variational erivatives of the continuous Poisson bracket 2 have become partial erivatives, as in Hamiltonian particle mechanics. The inices n = n x, n y an m = m x, m y are pairs of integers, an we suppose that the coefficients α m,n, β m,n, an γ m,n are only nonzero within a stencil that is 2M + gri points wie, i.e. for n x, n y, m x, m y M. The first term proportional to α m,n approximates to the term proportional to q in the continuous Poisson bracket 2. The aitional terms proportional to β an γ introuce the unphysical Coriolis terms in the Arakawa Lamb scheme that are neee to conserve potential enstrophy [45]. They introuce only an O 2 error, which is consistent with the overall secon-orer accuracy of the scheme. The remaining part of the bracket is {A, B} R = { B A A h i+/2, j+/2 u +/2 + B v i+/2, j h i /2, j+/2 A h i+/2, j+/2 A h i+/2, j /2 32 } A B, 33 where A B inicates that all the preceing terms in 33 shoul be repeate with A an B exchange to enforce the anti-symmetry. We have iscretise the graient in the continuous Poisson bracket 2 using secon-orer central finite ifferences. The coefficients α, β an γ in 3 must now be chosen to satisfy 29a an 29b, so that P an M are Casimirs. The mass M satisfies conition 29b for any α, β an γ because M/ u +/2 = M/ v i+/2, j = 0 an M/ h i+/2, j+/2 =. There are infinitely many suitable combinations of α, β, an γ that conserve potential enstrophy P [45], but for the purpose of illustration we restrict our attention to the coefficients that give the original Arakawa Lamb scheme [42]. These are liste in the appenix. Combining 20, 22, an 30 recovers the iscrete evolution equations for u +/2 t, v i+/2, j t, an h i+/2, j+/2 t erive by Arakawa & Lamb [42], t h i+/2, j+/2 = t u +/2 = + k,l k,l t v i+/2, j = + k,l u i+, j+/2 u +/2 + v i+/2, j+ v i+/2, j, 34a v k+/2,l u k,l+/2 k,l δ k,l+m n α q k,l m δ k,l+m n β β m,n q k,l m Φi+/2, j+/2 Φ i /2, j+/2, 34b u k,l+/2 v k+/2,l δ k,l+n m α q k,l n δ k,l+m n γ γ m,n q k,l m Φi+/2, j+/2 Φ i+/2, j /2, 34c where δ is the Kronecker elta. The iscrete Bernoulli potential is H Φ i+/2, j+/2 = = x h 2 u2 i+/2, j+/2 + 2 v2y i+/2, j+/2 + gh b + h i+/2, j+/2, 35 i+/2, j+/2 using the averages u 2x i+/2, j+/2 an v 2y i+/2, j+/2 efine in 2. The mass fluxes across cell bounaries are u +/2 = H = u +/2 2 v i+/2, j = H = v i+/2, j 2 h i /2, j+/2 + h i+/2, j+/2 u +/2, h i+/2, j /2 + h i+/2, j+/2 v i+/2, j, 36a 36b which involve the natural averages of the h values either sie of the u or v point Extension to the non-traitional shallow water equations The Hamiltonian an Poisson bracket for the NTSWE are formulate using the canonical velocity ũ an layer thickness h as inepenent variables. The particle velocity u is treate as a known function of ũ an h via 4. The 8

9 first step in constructing a iscretisation of the NTSWE is therefore to efine a iscrete canonical velocity. We assign the iscrete canonical an particle velocity components to the same gri points, so u +/2 an v i+/2, j are collocate with ũ +/2 an ṽ i+/2, j respectively see figure. We then efine the particle velocity components u +/2 an v i+/2, j using two arbitrarily-weighte averages over the h points, [ u +/2 = ũ +/2 µ r,s 2Ω y h b + 2 h], 37a i+/2+r, j+/2+s r,s [ v i+/2, j = ṽ i+/2, j + ξ r,s 2Ω x h b + 2 h]. i+/2+r, j+/2+s r,s The summations are taken over all integers r an s. The weights µ r,s an ξ r,s must be chosen so that 37a 37a are consistent with the continuous relations 4 to at least secon orer in. We take µ r,s = ξ r,s = 0 for r, s > M, where M efines our stencil size as before. As in our continuous Hamiltonian formulation of the NTSWE, we efine the iscrete potential an relative vorticities using the canonical velocity components as q = 2Ω z h xy + ζ, ζ = ṽi+/2, j ṽ i /2, j ũ +/2 + ũ /2 It is implicit in 37a 37b an 38 that the horizontal components Ω x an Ω y of the rotation vector are efine on the h points, while the vertical component Ω z is efine on the q points. As iscusse in 2, the total energy is not change by the Coriolis force, whether traitional or non-traitional. We therefore use exactly the same iscrete Hamiltonian 20 for the non-traitional equations, but now treat u +/2 an v i+/2, j as explicit functions of ũ +/2, ṽ i+/2, j, h i+/2, j+/2 via 37a 37b. We pose a iscretisation of the nontraitional Poisson bracket 2 that is analogous to 30 3 for the traitional Poisson bracket, {A, B} Q = q α A, B ũ +/2+n, ṽ i+/2, j+m {A, B} R = ṽ i+/2, j+n, ṽ i+/2, j+m, + β A, B ũ +/2+n, ũ +/2+m + γ A, B { B ũ +/2 + A A h i+/2, j+/2 B A h i+/2, j+/2 ṽ i+/2, j h i /2, j+/2 A h i+/2, j /2 37b 38 39a } A B. 39b The only ifference is the replacement of u an v by ũ an ṽ. The iscrete ynamics are still given by 22, so it follows from the antisymmetry of the Poisson bracket 39a 39b that 23 still hols, an so the iscrete energy E is conserve. The total potential enstrophy P an mass M are given by 24, but now with the potential vorticity q expresse in terms of ũ an ṽ through 38. As in the traitional case, P an M are Casimirs of the non-traitional bracket 39a 39b if they satisfy {ũ+/2, P } = { ṽ i+/2, j, P } = { h i+/2, j+/2, P } = 0 for all, 40a {ũ+/2, M } = { ṽ i+/2, j, M } = { h i+/2, j+/2, M } = 0 for all. 40b The conitions 40a 40b an Poisson bracket 39a 39b are exactly isomorphic to the traitional conitions 29a 29b an Poisson bracket 3 an 33 after replacing u an v by ũ an ṽ. Any choice of α, β, an γ that satisfies 29a 29b also satisfies 40a 40b. For the purpose of illustration we use the coefficients corresponing to the original Arakawa Lamb scheme [42], as given in the appenix. It now only remains to fin explicit evolution equations for ũ +/2, ṽ i+/2, j an h i+/2, j+/2 from 22 using the iscrete Hamiltonian 20 an Poisson bracket 39a 39b. For example, t ũk,l+/2 = { ũ k,l+/2, H } = { ũ k,l+/2, H } Q + { ũ k,l+/2, H } R, t ṽk+/2,l = { ṽ k+/2,l, H } = { ṽ k+/2,, H } Q + { ṽ k+/2,l, H } R, t h k+/2,l+/2 = { h k+/2,l+/2, H } = { h k+/2,l+/2, H } Q + { h k+/2,l+/2, H } R, 4a 4b 4c 9

10 for integers k an l. The Hamiltonian H epens on ũ only through u, so by the chain rule H ũ k,l+/2 = H ṽ k+/2,l = H u k,l+/2 u k,l+/2 ũ k,l+/2 = H v k+/2,l v k+/2,l ṽ k+/2,l = H u k,l+/2 = u k,l+/2, H v k+/2,l = v k+/2,l. 42a 42b Thus the contribution of { ũ k,l+/2, H } Q to the non-traitional iscrete equations is ientical to the contribution of { uk,l+/2, H } Q to the traitional iscrete equations. The same is true for { ṽ k+/2,l, H } Q, { h k+/2,l+/2, H} Q, an { h k+/2,l+/2, H} R. However, the remaining parts of the iscrete evolution equations 4a 4c, { ũ k,l+/2, H } R an { ṽ k+/2,l, H } R, introuce aitional terms via the epenence of u an v on h, H H { = H u +/2 + + H } v i+/2, j. 43 ũ u h k+/2,l+/2 h k+/2,l+/2 h k+/2,l+/2 u +/2 v i+/2, j h k+/2,l+/2 Here the subscript u inicates that all the u an v values at gri points shoul be hel constant in the erivative. Equation 43 efines the iscrete Bernoulli potential Φ k+/2,l+/2 = H/ h k+/2,l+/2. Evaluating the erivatives of u with respect to h in 43 using 37a 37b yiels u +/2 h k+/2,l+/2 = Ω y i+/2, j+/2 µ i k, j l, v i+/2, j h k+/2,l+/2 = Ω x i+/2, j+/2 ξ i k, j l. 44 The iscrete Bernoulli potential may therefore be written as Φ i+/2, j+/2 = 2 u2x i+/2, j+/2 + 2 v2y i+/2, j+/2 + gh b + h i+/2, j+/2 Ω y i+/2, j+/2 µ r, s u i+r, j+/2+s + Ωx i+/2, j+/2 ξ r, s v i+/2+r, j+s, 45 r,s which contains iscrete non-traitional terms proportional to weighte averages of the mass fluxes u an v over the nearby ũ an ṽ points. Comparison with 37a 37b shows that this is symmetric to the weighte average over h gri points in the efinition of the iscrete particle velocities u +/2, v i+/2, j. Thus 45 is guarantee to be a secon-orer accurate approximation to the continuous Bernoulli potential 3, provie the iscrete particle velocities 37a 37b give at least a secon-orer accurate approximation to 4. The choice of the weights µ r,s an ξ r,s oes not impact the conservation properties of the numerical scheme. For simplicity, we use a secon-orer two-gripoint average in 37a 37b, which correspons to µ 0,0 = µ,0 = 2, ξ 0,0 = ξ 0, = 2, an µ r,s = ξ r,s = 0 for all other r an s. The iscrete particle velocities are then efine as r,s u +/2 = ũ +/2 2Ω y h b + 2 hx +/2, v i+/2, j = ṽ i+/2, j + 2Ω x h b + 2 hy i+/2, j, 46a 46b an the iscrete Bernoulli potential becomes Φ i+/2, j+/2 = 2 u2x i+/2, j+/2 + 2 v2y i+/2, j+/2 + gh b + h i+/2, j+/2 + Ω x i+/2, j+/2 v y i+/2, j+/2 Ω y i+/2, j+/2 u x i+/2, j+/2. 47 Note that Ω x an Ω y nee not be locate on h-gripoints, as implie throughout this section. Locating Ω x on v- gripoints i.e. Ω x i+/2, j an Ωy on u-gripoints i.e. Ω y +/2 is natural for calculating the iscrete three-imensional ivergence of Ω at the q-points where Ω z is locate. The three-imensional ivergence of the rotation vector must vanish for potential vorticity to be materially conserve in the continuously stratifie flui equations [58]. The only effect on our scheme from this change woul be to move Ω y an Ω x outsie of the averaging operators in 46a 46b, an to move them within the averaging operators in 47. For example, the rightmost term in 46a woul become 2Ω y +/2 hb + 2 hx, an the rightmost term in 47 woul become +/2 Ωy u x i+/2, j+/2, 3.3. Extension to multiple layers The multi-layer shallow water equations escribe a stack of layers of immiscible fluis whose ensities ρ k ecrease upwars. We use a superscript k to inicate the velocity, thickness, an ensity of the k th layer, with k = 0

11 corresponing to the top layer an k = K to the bottom. We also efine the vertical positions of the interfaces between layers as l=k η K+ = h b, η k = h b + h l. 48 The multi-layer analogue of the Hamiltonian 9 is [28] H = E = K ρ k k= l=k { [ x 2 hk u k 2 ] + v k 2 + gh η k k+ + 2 } hk. 49 The upper surface η k+ of the layer below thus appears as an effective bottom topography in the contribution to the Hamiltonian from layer k. The multi-layer Poisson bracket is just a sum of single-layer brackets weighte by inverse ensity, {A, B} = K k= ρ k { δa x q k δũ k The canonical velocity components in each layer are δb δb δa δṽ k δũ k δṽ k δa δũ δb δb δa + k δh k δũ k δh k }. 50 ũ k = u k + 2Ω y η k+ + 2 hk, ṽ k = v k 2Ω x η k+ + 2 hk, 5 an the potential vorticity in each layer is q k = 2Ω z + ṽk h k x ũk. 52 y The multi-layer NTSWE may be erive from 49 an 50 by substituting F = ũ k, F = ṽ k, an F = h k in turn into 0, as outline in 3.2. The multi-layer shallow water equations conserve the total energy E over all layers, an the mass M k an potential enstrophy P k in each layer, { P k = ρ k x 2 hk q k } } 2, M k = ρ k x {h k. 53 As in the single-layer case, we erive a numerical scheme for the multi-layer NTSWE via a iscretisation of the Hamiltonian an Poisson bracket that conserves iscrete analogues of the total mass, energy an potential enstrophy. We iscretise the Hamiltonian 49 as H = K ρ k k= [ 2 k 2 hk i+/2, j+/2 u 3 2xyy i+/2, j+/2 + v 2xxy k ] i+/2, j+/2 + u 3 2x i+/2, j+/2 + v 2y i+/2, j+/2 + gh k i+/2, j+/2 ηk + 2 hk i+/2, j+/2. 54 The only qualitative change from the single-layer case lies in the averaging of the square particle velocity components use to approximate the kinetic energy in each layer. These averages must be taken over a larger stencil in the multilayer case to avoi an internal symmetric computational instability [43]. For example, the superscripts xyy an xxy correspon to the averages u 2xyy i+/2, j+/2 = 4 u 2 i+, j+/2 + u 2 +/2 + 8 u 2 i+, j+3/2 + u 2 +3/2 + u2 i+, j /2 + u2 /2, 55a v 2xxy i+/2, j+/2 = 4 v 2 i+/2, j+ + v 2 i+/2, j + 8 v 2 i+3/2, j+ + v 2 i+3/2, j + v2 i /2, j+ + v2 i /2, j. 55b

12 We pose the iscrete Poisson bracket as a sum of a potential vorticity epenent part an a remainer in each layer, {A, B} = K {A, B} k = k= {A, B} k Q = ρ k + β k {A, B} k R = ρ k q k K k= {A, B} k Q αk + {A, B}k R, 56a A, B ũ k +/2+n, ṽk i+/2, j+m A, B ũ k +/2+n, + γ k ũk +/2+m B ũ k +/2 + B ṽ k i+/2, j A h k i+/2, j+/2 A h k i+/2, j+/2 A, B ṽ k i+/2, j+n, ṽk i+/2, j+m A h k i /2, j+/2 A h k i+/2, j /2, A B, with coefficients α k, β k an γ k to be etermine. The iscrete potential vorticity in each layer is efine as 56b 56c q k = 2Ω z h kxy + ζ k, where ζ k = ṽk i+/2, j ṽk i /2, j ũk +/2 + ũk /2. 57 The iscrete potential enstrophy an mass in each layer are P k = ρ k { 2 hkxy q k 2 }, M k = ρ k { } h k i+/2, j+/2. 58 As in the single-layer case, the ynamics of the iscrete system are given by 22, where H is the multi-layer Hamiltonian 54. Conservation of energy follows trivially from the antisymmetry of the Poisson bracket 56b 56c, so 23 hols for the multi-layer Hamiltonian H. To conserve potential enstrophy P k within each layer, it is sufficient to ensure that the Poisson bracket satisfies {ũl, P k} = { ṽ l, P k} = { h l, P k} = 0, 59 for all l =,..., K. This requirement may be simplifie by recognising that P k is a function only of ũ k, ṽ k an h k, an that only the k th term of the Poisson bracket 56a contains erivatives with respect to these variables. Thus 59 reuces to {ũk, P k} k = {ṽk, P k} k = { h k, P k} k = Requirement 60 for the iscrete potential enstrophy 58 an Poisson bracket 56b 56c is exactly isomorphic to requirement 29a for the single-layer potential enstrophy 24 an Poisson bracket 3 an 33. Therefore, we may ensure conservation of potential enstrophy using exactly the same coefficients α k = α, β k = β an γ k = γ in the multi-layer case as in the single-layer case. For the purpose of illustration we use the coefficients corresponing to the original Arakawa Lamb scheme, as given in the appenix. Finally, conservation of mass within each layer again follows from M k being inepenent of all velocity variables, an M k / h l i+/2, j+/2 = δ kl being a Kronecker elta. Substituting F = h k i+/2, j+/2, F = ũk +/2, an F = ṽk i+/2, j in turn into 22 with the iscrete Hamiltonian 54 an 2

13 Poisson bracket 56a gives the following scheme for the multi-layer NTSWE: t hk i+/2, j+/2 = u k i+, j+/2 uk +/2 + vk i+/2, j+ vk i+/2, j, 6a t ũk +/2 = v k r+/2,s δ r,s+m n α q k r,s m + r,s r,s u k r,s+/2 t ṽk i+/2, j = + r,s r,s v k r+/2,s δ r,s+m n β β m,n q k r,s m u k r,s+/2 δ r,s+n m α q k r,s n δ r,s+m n γ γ m,n q k r,s m Φ k i+/2, j+/2 Φk i /2, j+/2, 6b Φ k i+/2, j+/2 Φk i+/2, j /2. 6c The larger averaging stencil in the Hamiltonian 54 etermines the mass fluxes u k +/2 = x uk +/2 3 hk +/ hkxyy +/2, 62a v k i+/2, j = x vk i+/2, j i+/2, j hkxyy i+/2, j 62b in terms of the particle velocity components 3 hk u k +/2 = ũk +/2 2Ωy η k+ + 2 hkx +/2, 63a v k i+/2, j = ṽk i+/2, j + 2Ωx η k+ + 2 hky i+/2, j. 63b The iscrete Bernoulli potential for each layer is u Φ k i+/2, j+/2 =2 k 2 xyy i+/2, j+/2 3 + v k 2 xxy i+/2, j+/2 + u k 2 x i+/2, j+/2 3 + v k 2 y i+/2, j+/2 l=k+ + g ηk i+/2, j+/2 + ρ l hl ρ k i+/2, j+/ Integration in time l= + Ω x i+/2, j+/2 vl y i+/2, j+/2 Ω y i+/2, j+/2 ul x i+/2, j+/2 + l=k+ l= 2 ρl Ω x ρ k i+/2, j+/2 vl y i+/2, j+/2 Ω y i+/2, j+/2 ul x i+/2, j+/2. 64 For the numerical experiments below, we integrate the iscretise NTSWE or multi-layer NTSWE scheme forwar in time using the stanar 4 th orer Runge Kutta scheme with a constant timestep chosen to satisfy the Courant Frierichs Lewy CFL stability conition throughout the integration. 4. Numerical experiments We first nonimensionalise our equations by writing x = R ˆx, u k = cû k, h k = Hĥ k, h b = Hĥ b, Ω x, Ω y, Ω z = Ω ˆΩ x, ˆΩ y, ˆΩ z, 65 where a hat ˆ enotes a imensionless variable. We use the layer thickness scale H, gravitational acceleration g, an planetary rotation rate Ω to construct the gravity wave spee c, Rossby eformation raius R, an non-traitional parameter δ [8, 22, 27] c = gh, R = c 2Ω, δ = H/R = 2ΩH/c. 66 3

14 The last of these is the aspect ratio base on the eformation raius an thickness scale. It is also the ratio between the change 2ΩH in zonal velocity create by isplacing a particle at the equator by a vertical istance H while conserving angular momentum an the gravity wave spee c. The imensionless components of the rotation vector at latitue ϕ are ˆΩ x = 0, ˆΩ y = cos ϕ, ˆΩ z = sin ϕ, 67 where we have aligne our x-axis with East to make ˆΩ x vanish. We take ϕ = π/4, which correspons to a latitue of 45 N. However, we have base our eformation raius on Ω rather than Ω z = Ω sin ϕ. Uner this nonimensionalisation, the single-layer shallow water equations become ˆũ ˆt + ˆqĥ ẑ û + ˆ ˆΦ = 0, where the imensionless canonical velocities are ĥ ˆt + ˆ ĥû = 0, 68 ˆũ = û + δ ˆΩ y ĥ b + 2ĥ, ˆṽ = ˆv δ ˆΩ x ĥ b + 2ĥ. 69 The imensionless potential vorticity an Bernoulli potential are ˆq = ˆΩ z + ˆṽ ĥ ˆx ˆũ, ˆΦ = ŷ 2û2 + 2 ˆv2 + ĥ b + ĥ + 2 δĥ ˆΩ xˆv ˆΩ y û. 70 We will henceforth rop the hat ˆ notation for imensionless variables. We choose H = 000 m as a characteristic vertical lengthscale for the ocean, an the Earth s rotation rate is Ω ra s. We take g = 0 3 m s 2 to be a reuce gravity for which our shallow water equations give a 2-layer or equivalent barotropic escription of a relatively thin active layer separate from a much thicker quiescent layer by a small ensity contrast [7, 8, 20]. These parameters yiel a gravity wave spee c = m s, a eformation raius R 6.88 km, an a non-traitional parameter δ Single-layer geostrophic ajustment We first focus on the propagation of inertia-gravity waves, which are substantially moifie by the non-traitional component of the Coriolis force. Their group velocity an structure epen on their irection of propagation relative to the horizontal component of the rotation vector [2]. We prescribe an initially motionless layer with an upwar bulge in the centre of a square oubly-perioic omain with a sie length of 0 eformation raii: u t=0 = 0, v t=0 = 0, h t=0 = + 2 4x 2 exp 5 2 4y 5. 7 Figures 2a illustrate the generation an propagation of inertia-gravity waves from the collapse of the axisymmetric initial peak. Nonlinear interactions subsequently generate shorter an shorter waves that continue to propagate aroun the omain for as long as we have been able to evolve them at least until t = 000 because the total energy is conserve. Figures 2e,f shows the convergence of the numerical solution as we increase the number of gripoints N along both the x- an y-axes. We quantify the convergence using the iscrete l 2 norms of the ifferences in the potential vorticity ϵ q an layer thickness ϵ h relative to a reference solution compute using a Fourier pseuospectral metho with collocation points, an the Hou Li spectral filter to provie issipation at the finest resolve scales [6]. We use the average h xy efine in 27 to construct a layer thickness fiel on the same gri points as the potential vorticity see figure. Figure 2e shows the expecte secon-orer convergence of the potential vorticity fiel at the four times t {5, 0, 5, 20}. However, the convergence rate for the layer thickness fiel shown in figure 2f eteriorates at later times ue to the presence of small-amplitue shock waves [62]. These are create by the nonlinear steepening of the original inertia-gravity waves, an form increasingly more complicate patterns as shocks collie with their perioic images. The asymmetry along the x-axis in figures 2c, is ue to the East/West asymmetry of the gravity wave ispersion relation create by non-traitional effects [2]. The horizontal component of the rotation vector Ω creates a preferre horizontal irection. To explore the consequences of this asymmetry we continue the integration of both the SWE an the NTSWE up to t = 200 on a gri. To istinguish the geostrophically ajuste state from the fluctuations associate with the inertia-gravity waves, which are trappe by the perioic bounary conitions, we plot the average of each quantity over the time interval from t = 00 to t = 200. Figure 3 compares the mean layer thickness h an the layer thickness variance h 2 = h 2 h 2 between the traitional an non-traitional SWE. 4

15 a b c t = 20 t = 5 t = 0 t = 5 ε h t = 20 t = 5 t = 0 t = 5 ε q N N 2 e N f N Figure 2: Panels a show snapshots of the layer thickness h from the single-layer geostrophic ajustment test case escribe in 4. on a gri. Convergence in the l 2 norm of e the potential vorticity q an f the layer thickness h uner refinement of the N N gri. 5

16 5 Traitional SWE mean height h.5 5 SWE with full Coriolis mean height h a b 5 Traitional SWE height variance h 2 x SWE with full Coriolis height variance h 2 x c Figure 3: Time-average iagnostics from our single-layer geostrophic ajustment test case between t = 00 an t = 200, compute on a gri. Panels a an b compare the time-average layer thickness h in the SWE an NTSWE solutions respectively. Panels c an compare the layer thickness variance h 2. Figures 3a,b show that the geostrophically ajuste mean states are almost inistinguishable. However, their variances show significant ifferences. Figure 3c shows that the fluctuations in the traitional shallow water equations are focuse at the site of the initial surface isplacement an its antipoe, an show near-perfect 4-fol rotational symmetry. The slight rotational asymmetry visible may be attribute to the imperfect cyclone/anticyclone symmetry in the traitional shallow water equations [63]; a simulation in which Ω z has the opposite sign prouces the opposite asymmetry. Figure 3 shows a much greater loss of 4-fol rotational symmetry ue to the non-traitional component of the Coriolis force that spreas the fluctuations into zonal bans Single-layer shear instability The inertia-gravity waves prouce in our first test involve a horizontally ivergent flow with relatively large vertical velocities. Our secon test instea emphasises the vorticity ynamics of our moel. We consier the roll-up of an unstable shear layer that is initially in geostrophic balance, referre to in a geophysical context as a barotropic instability []. A velocity fiel u g is in geostrophic balance with the layer thickness fiel if the traitional component of the Coriolis force balances the pressure graient, Ω z z u g = h. 72 This traitional geostrophic relation hols when non-traitional effects are weak δ, the imensionless velocity is small u, an eviations of the layer thickness are small h. The latter two conitions are equivalent 6

17 0 potential vorticity at t = 0 0 potential vorticity at t = a b ε q t = 00 t = 75 t = 50 t = t = 00 t = 75 t = 50 t = ε h 0 6 N c N N N Figure 4: Snapshots of the potential vorticity q from the single-layer shear instability test case escribe in 4.2 compute on a gri at a t = 0 an b t = 75. Convergence of the l 2 norm of c the potential vorticity q an the layer thickness h uner refinement of the N N spatial gri. to smallness of the Rossby an Froue numbers respectively. The geostrophic velocity given by 72 has no horizontal ivergence. The vertical velocity component must thus be inepenent of epth, an hence vanishes when the flow is over a horizontal lower bounary. We prescribe an initial layer thickness that varies sinusoially with amplitue h = 0.2 in the y-irection, an compute the corresponing velocity components from 72, { 2π h t=0 = + h sin L u t=0 = 2π h { 2π Ω z L cos L v t=0 = 4π2 h y Ω z L 2 cos [ y y sin [ y y sin { 2π L 2πx L 2πx L 2πx L [ y y sin ]}, 73a ]}, 73b ]} cos 2πx L. 73c These initial conitions escribe an alternating patterns of geostrophic jets in the x-irection whose paths are perturbe by a sinusoial meaner of amplitue y = 0.5 in the y-irection. The moel parameters are otherwise the same as in our first test case in 4.. As before, we take the imensionless omain length to be L = 0, an the reuce gravity to be g = 0 3 m s 2, so the non-traitional parameter is δ 0.45 Figures 4a,b illustrate the roll-up of the potential vorticity from its initial state until the shear evelops filaments on the orer of the gri scale. Beyon this point the solution begins to evelop spurious gri-scale potential vorticity anomalies, but remains numerically stable in the sense that it oes not blow up ue to the exact conservation of 7

UCLA UCLA Previously Published Works

UCLA UCLA Previously Published Works UCLA UCLA Previously Publishe Works Title An energy an potential enstrophy conserving numerical scheme for the multi-layer shallow water equations withcomplete Coriolis force Permalink https://escholarship.org/uc/item/29g3n

More information

Optimized Schwarz Methods with the Yin-Yang Grid for Shallow Water Equations

Optimized Schwarz Methods with the Yin-Yang Grid for Shallow Water Equations Optimize Schwarz Methos with the Yin-Yang Gri for Shallow Water Equations Abessama Qaouri Recherche en prévision numérique, Atmospheric Science an Technology Directorate, Environment Canaa, Dorval, Québec,

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

Stable and compact finite difference schemes

Stable and compact finite difference schemes Center for Turbulence Research Annual Research Briefs 2006 2 Stable an compact finite ifference schemes By K. Mattsson, M. Svär AND M. Shoeybi. Motivation an objectives Compact secon erivatives have long

More information

fv = ikφ n (11.1) + fu n = y v n iσ iku n + gh n. (11.3) n

fv = ikφ n (11.1) + fu n = y v n iσ iku n + gh n. (11.3) n Chapter 11 Rossby waves Supplemental reaing: Pelosky 1 (1979), sections 3.1 3 11.1 Shallow water equations When consiering the general problem of linearize oscillations in a static, arbitrarily stratifie

More information

The Hamiltonian particle-mesh method for the spherical shallow water equations

The Hamiltonian particle-mesh method for the spherical shallow water equations ATMOSPHERIC SCIENCE LETTERS Atmos. Sci. Let. 5: 89 95 (004) Publishe online in Wiley InterScience (www.interscience.wiley.com). DOI: 10.100/asl.70 The Hamiltonian particle-mesh metho for the spherical

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

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

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

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

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

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

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

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

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

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

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

Convective heat transfer

Convective heat transfer CHAPTER VIII Convective heat transfer The previous two chapters on issipative fluis were evote to flows ominate either by viscous effects (Chap. VI) or by convective motion (Chap. VII). In either case,

More information

Centrum voor Wiskunde en Informatica

Centrum voor Wiskunde en Informatica Centrum voor Wiskune en Informatica Moelling, Analysis an Simulation Moelling, Analysis an Simulation Conservation properties of smoothe particle hyroynamics applie to the shallow water equations J.E.

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

Hyperbolic Systems of Equations Posed on Erroneous Curved Domains

Hyperbolic Systems of Equations Posed on Erroneous Curved Domains Hyperbolic Systems of Equations Pose on Erroneous Curve Domains Jan Norström a, Samira Nikkar b a Department of Mathematics, Computational Mathematics, Linköping University, SE-58 83 Linköping, Sween (

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

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

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

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

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

ANALYSIS OF A GENERAL FAMILY OF REGULARIZED NAVIER-STOKES AND MHD MODELS

ANALYSIS OF A GENERAL FAMILY OF REGULARIZED NAVIER-STOKES AND MHD MODELS ANALYSIS OF A GENERAL FAMILY OF REGULARIZED NAVIER-STOKES AND MHD MODELS MICHAEL HOLST, EVELYN LUNASIN, AND GANTUMUR TSOGTGEREL ABSTRACT. We consier a general family of regularize Navier-Stokes an Magnetohyroynamics

More information

6. Friction and viscosity in gasses

6. Friction and viscosity in gasses IR2 6. Friction an viscosity in gasses 6.1 Introuction Similar to fluis, also for laminar flowing gases Newtons s friction law hols true (see experiment IR1). Using Newton s law the viscosity of air uner

More information

Lagrangian and Hamiltonian Mechanics

Lagrangian and Hamiltonian Mechanics Lagrangian an Hamiltonian Mechanics.G. Simpson, Ph.. epartment of Physical Sciences an Engineering Prince George s Community College ecember 5, 007 Introuction In this course we have been stuying classical

More information

The effect of nonvertical shear on turbulence in a stably stratified medium

The effect of nonvertical shear on turbulence in a stably stratified medium The effect of nonvertical shear on turbulence in a stably stratifie meium Frank G. Jacobitz an Sutanu Sarkar Citation: Physics of Fluis (1994-present) 10, 1158 (1998); oi: 10.1063/1.869640 View online:

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

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

Math Notes on differentials, the Chain Rule, gradients, directional derivative, and normal vectors

Math Notes on differentials, the Chain Rule, gradients, directional derivative, and normal vectors Math 18.02 Notes on ifferentials, the Chain Rule, graients, irectional erivative, an normal vectors Tangent plane an linear approximation We efine the partial erivatives of f( xy, ) as follows: f f( x+

More information

TMA 4195 Matematisk modellering Exam Tuesday December 16, :00 13:00 Problems and solution with additional comments

TMA 4195 Matematisk modellering Exam Tuesday December 16, :00 13:00 Problems and solution with additional comments Problem F U L W D g m 3 2 s 2 0 0 0 0 2 kg 0 0 0 0 0 0 Table : Dimension matrix TMA 495 Matematisk moellering Exam Tuesay December 6, 2008 09:00 3:00 Problems an solution with aitional comments The necessary

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

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

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

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

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

'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 XII. where Φ is called the potential function. Let us introduce spherical coordinates defined through the relations

Lecture XII. where Φ is called the potential function. Let us introduce spherical coordinates defined through the relations Lecture XII Abstract We introuce the Laplace equation in spherical coorinates an apply the metho of separation of variables to solve it. This will generate three linear orinary secon orer ifferential equations:

More information

Introduction to variational calculus: Lecture notes 1

Introduction to variational calculus: Lecture notes 1 October 10, 2006 Introuction to variational calculus: Lecture notes 1 Ewin Langmann Mathematical Physics, KTH Physics, AlbaNova, SE-106 91 Stockholm, Sween Abstract I give an informal summary of variational

More information

Homework 7 Due 18 November at 6:00 pm

Homework 7 Due 18 November at 6:00 pm Homework 7 Due 18 November at 6:00 pm 1. Maxwell s Equations Quasi-statics o a An air core, N turn, cylinrical solenoi of length an raius a, carries a current I Io cos t. a. Using Ampere s Law, etermine

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

The continuity equation

The continuity equation Chapter 6 The continuity equation 61 The equation of continuity It is evient that in a certain region of space the matter entering it must be equal to the matter leaving it Let us consier an infinitesimal

More information

Euler Equations: derivation, basic invariants and formulae

Euler Equations: derivation, basic invariants and formulae Euler Equations: erivation, basic invariants an formulae Mat 529, Lesson 1. 1 Derivation The incompressible Euler equations are couple with t u + u u + p = 0, (1) u = 0. (2) The unknown variable is the

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

12.11 Laplace s Equation in Cylindrical and

12.11 Laplace s Equation in Cylindrical and SEC. 2. Laplace s Equation in Cylinrical an Spherical Coorinates. Potential 593 2. Laplace s Equation in Cylinrical an Spherical Coorinates. Potential One of the most important PDEs in physics an engineering

More information

Dissipative numerical methods for the Hunter-Saxton equation

Dissipative numerical methods for the Hunter-Saxton equation Dissipative numerical methos for the Hunter-Saton equation Yan Xu an Chi-Wang Shu Abstract In this paper, we present further evelopment of the local iscontinuous Galerkin (LDG) metho esigne in [] an a

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

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

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

We G Model Reduction Approaches for Solution of Wave Equations for Multiple Frequencies

We G Model Reduction Approaches for Solution of Wave Equations for Multiple Frequencies We G15 5 Moel Reuction Approaches for Solution of Wave Equations for Multiple Frequencies M.Y. Zaslavsky (Schlumberger-Doll Research Center), R.F. Remis* (Delft University) & V.L. Druskin (Schlumberger-Doll

More information

A geometric theory of selective decay in fluids with advected quantities

A geometric theory of selective decay in fluids with advected quantities A geometric theory of selective ecay in fluis with avecte quantities arxiv:1310.4543v2 [physics.plasm-ph] 20 Oct 2018 François Gay-Balmaz 1 an arryl. Holm 2 PACS Numbers: Geometric mechanics 02.40.Yy;

More information

d dx But have you ever seen a derivation of these results? We ll prove the first result below. cos h 1

d dx But have you ever seen a derivation of these results? We ll prove the first result below. cos h 1 Lecture 5 Some ifferentiation rules Trigonometric functions (Relevant section from Stewart, Seventh Eition: Section 3.3) You all know that sin = cos cos = sin. () But have you ever seen a erivation of

More information

Sensors & Transducers 2015 by IFSA Publishing, S. L.

Sensors & Transducers 2015 by IFSA Publishing, S. L. Sensors & Transucers, Vol. 184, Issue 1, January 15, pp. 53-59 Sensors & Transucers 15 by IFSA Publishing, S. L. http://www.sensorsportal.com Non-invasive an Locally Resolve Measurement of Soun Velocity

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

Delocalization of boundary states in disordered topological insulators

Delocalization of boundary states in disordered topological insulators Journal of Physics A: Mathematical an Theoretical J. Phys. A: Math. Theor. 48 (05) FT0 (pp) oi:0.088/75-83/48//ft0 Fast Track Communication Delocalization of bounary states in isorere topological insulators

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

Chapter 2 Governing Equations

Chapter 2 Governing Equations Chapter 2 Governing Equations In the present an the subsequent chapters, we shall, either irectly or inirectly, be concerne with the bounary-layer flow of an incompressible viscous flui without any involvement

More information

Objective: To introduce the equations of motion and describe the forces that act upon the Atmosphere

Objective: To introduce the equations of motion and describe the forces that act upon the Atmosphere Objective: To introuce the equations of motion an escribe the forces that act upon the Atmosphere Reaing: Rea pp 18 6 in Chapter 1 of Houghton & Hakim Problems: Work 1.1, 1.8, an 1.9 on pp. 6 & 7 at the

More information

Gyroscopic matrices of the right beams and the discs

Gyroscopic matrices of the right beams and the discs Titre : Matrice gyroscopique es poutres roites et es i[...] Date : 15/07/2014 Page : 1/16 Gyroscopic matrices of the right beams an the iscs Summary: This ocument presents the formulation of the matrices

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

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

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

u t v t v t c a u t b a v t u t v t b a

u t v t v t c a u t b a v t u t v t b a Nonlinear Dynamical Systems In orer to iscuss nonlinear ynamical systems, we must first consier linear ynamical systems. Linear ynamical systems are just systems of linear equations like we have been stuying

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

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

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

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

COUPLING REQUIREMENTS FOR WELL POSED AND STABLE MULTI-PHYSICS PROBLEMS

COUPLING REQUIREMENTS FOR WELL POSED AND STABLE MULTI-PHYSICS PROBLEMS VI International Conference on Computational Methos for Couple Problems in Science an Engineering COUPLED PROBLEMS 15 B. Schrefler, E. Oñate an M. Paparakakis(Es) COUPLING REQUIREMENTS FOR WELL POSED AND

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

there is no special reason why the value of y should be fixed at y = 0.3. Any y such that

there is no special reason why the value of y should be fixed at y = 0.3. Any y such that 25. More on bivariate functions: partial erivatives integrals Although we sai that the graph of photosynthesis versus temperature in Lecture 16 is like a hill, in the real worl hills are three-imensional

More information

PDE Notes, Lecture #11

PDE Notes, Lecture #11 PDE Notes, Lecture # from Professor Jalal Shatah s Lectures Febuary 9th, 2009 Sobolev Spaces Recall that for u L loc we can efine the weak erivative Du by Du, φ := udφ φ C0 If v L loc such that Du, φ =

More information

inflow outflow Part I. Regular tasks for MAE598/494 Task 1

inflow outflow Part I. Regular tasks for MAE598/494 Task 1 MAE 494/598, Fall 2016 Project #1 (Regular tasks = 20 points) Har copy of report is ue at the start of class on the ue ate. The rules on collaboration will be release separately. Please always follow the

More information

Vectors in two dimensions

Vectors in two dimensions Vectors in two imensions Until now, we have been working in one imension only The main reason for this is to become familiar with the main physical ieas like Newton s secon law, without the aitional complication

More information

Magnetic helicity evolution in a periodic domain with imposed field

Magnetic helicity evolution in a periodic domain with imposed field PHYSICAL REVIEW E 69, 056407 (2004) Magnetic helicity evolution in a perioic omain with impose fiel Axel Branenburg* Norita, Blegamsvej 17, DK-2100 Copenhagen Ø, Denmark William H. Matthaeus University

More information

Theoretical Simulation of Free Atmospheric Planetary Waves on an Equatorial Beta-plane

Theoretical Simulation of Free Atmospheric Planetary Waves on an Equatorial Beta-plane Paper submitte to the J. Theor. Comput. Stu. DRAFT Theoretical Simulation of Free Atmospheric Planetary Waves on an Equatorial Beta-plane Sanro Wellyanto Lubis Department of Geophysics an Meteorology,

More information

Novel entropy stable schemes for 1D and 2D fluid equations

Novel entropy stable schemes for 1D and 2D fluid equations Novel entropy stable schemes for D an D flui equations Eitan Tamor an Weigang Zhong Department of Mathematics, Center for Scientific Computation an Mathematical Moeling (CSCAMM, Institute of Physical Science

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

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

Three-dimensional quasi-geostrophic vortex equilibria with m fold symmetry

Three-dimensional quasi-geostrophic vortex equilibria with m fold symmetry This raft was prepare using the LaTeX style file belonging to the Journal of Flui Mechanics 1 Three-imensional quasi-geostrophic vortex equilibria with m fol symmetry Jean N. Reinau Mathematical Institute,

More information

Problems Governed by PDE. Shlomo Ta'asan. Carnegie Mellon University. and. Abstract

Problems Governed by PDE. Shlomo Ta'asan. Carnegie Mellon University. and. Abstract Pseuo-Time Methos for Constraine Optimization Problems Governe by PDE Shlomo Ta'asan Carnegie Mellon University an Institute for Computer Applications in Science an Engineering Abstract In this paper we

More information

Sparse Reconstruction of Systems of Ordinary Differential Equations

Sparse Reconstruction of Systems of Ordinary Differential Equations Sparse Reconstruction of Systems of Orinary Differential Equations Manuel Mai a, Mark D. Shattuck b,c, Corey S. O Hern c,a,,e, a Department of Physics, Yale University, New Haven, Connecticut 06520, USA

More information

TITLE: The Steady Linear Response of a Spherical Atmosphere to Thermal and Orographic Forcing AUTHOR: Brian J. Hoskins David J.

TITLE: The Steady Linear Response of a Spherical Atmosphere to Thermal and Orographic Forcing AUTHOR: Brian J. Hoskins David J. TITLE: AUTHOR: The Steay Linear Response of a Spherical Atmosphere to Thermal an Orographic Forcing Brian J. Hoskins Davi J. Karoly YEAR: 1981 REVIEWED: January 25, 2011 Reasons for Review: What are the

More information

The Ekman Layer. Chapter Shear turbulence

The Ekman Layer. Chapter Shear turbulence Chapter 8 The Ekman Layer (July 12, 2006) SUMMARY: Frictional forces, neglecte in the previous chapter, are now investigate. Their main effect is to create horizontal bounary layers that support a flow

More information

Chaos, Solitons and Fractals Nonlinear Science, and Nonequilibrium and Complex Phenomena

Chaos, Solitons and Fractals Nonlinear Science, and Nonequilibrium and Complex Phenomena Chaos, Solitons an Fractals (7 64 73 Contents lists available at ScienceDirect Chaos, Solitons an Fractals onlinear Science, an onequilibrium an Complex Phenomena journal homepage: www.elsevier.com/locate/chaos

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

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

ON THE OPTIMALITY SYSTEM FOR A 1 D EULER FLOW PROBLEM

ON THE OPTIMALITY SYSTEM FOR A 1 D EULER FLOW PROBLEM ON THE OPTIMALITY SYSTEM FOR A D EULER FLOW PROBLEM Eugene M. Cliff Matthias Heinkenschloss y Ajit R. Shenoy z Interisciplinary Center for Applie Mathematics Virginia Tech Blacksburg, Virginia 46 Abstract

More information

G j dq i + G j. q i. = a jt. and

G j dq i + G j. q i. = a jt. and Lagrange Multipliers Wenesay, 8 September 011 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

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

Port-Hamiltonian systems: an introductory survey

Port-Hamiltonian systems: an introductory survey Port-Hamiltonian systems: an introuctory survey Arjan van er Schaft Abstract. The theory of port-hamiltonian systems provies a framework for the geometric escription of network moels of physical systems.

More information

Structure preserving finite volume methods for the shallow water equations

Structure preserving finite volume methods for the shallow water equations Structure preserving finite volume methos for the shallow water equations by Ulrik Skre Fjorholm THESIS for the egree of MASTER OF SCIENCE Master i Anvent matematikk og mekanikk) Department of Mathematics

More information

Semicompressible Ocean Thermodynamics and Boussinesq Energy Conservation

Semicompressible Ocean Thermodynamics and Boussinesq Energy Conservation Article Semicompressible Ocean Thermoynamics an Boussinesq Energy Conservation William K. Dewar 1, *, Joseph Schoonover 1, Trevor McDougall 2 an Rupert Klein 3 1 Department of Earth, Ocean, an Atmospheric

More information

Conservation laws a simple application to the telegraph equation

Conservation laws a simple application to the telegraph equation J Comput Electron 2008 7: 47 51 DOI 10.1007/s10825-008-0250-2 Conservation laws a simple application to the telegraph equation Uwe Norbrock Reinhol Kienzler Publishe online: 1 May 2008 Springer Scienceusiness

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

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

Many problems in physics, engineering, and chemistry fall in a general class of equations of the form. d dx. d dx

Many problems in physics, engineering, and chemistry fall in a general class of equations of the form. d dx. d dx Math 53 Notes on turm-liouville equations Many problems in physics, engineering, an chemistry fall in a general class of equations of the form w(x)p(x) u ] + (q(x) λ) u = w(x) on an interval a, b], plus

More information