ANALYTICAL DERIVATIVES OF EIGENFUNCTIONS ...streaming.ictp.it/preprints/P/97/178.pdfOp3 dPj (where...

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IC/97/178 United Nations Educational Scientific and Cultural Organization and International Atomic Energy Agency INTERNATIONAL CENTRE FOR THEORETICAL PHYSICS ANALYTICAL DERIVATIVES OF EIGENFUNCTIONS, ENERGY INTEGRAL AND GROUP VELOCITY FOR P-SV WAVES Zhijun Du Dipartimento di Scienze della Terra. Universita degli Studi, Trieste, Italy, Department of Geological Sciences, University of Durham, Durham DH1 3LE, United Kingdom 1 and International Centre for Theoretical Physics, SAND Group, Trieste, Italy, Giuliano F, Panza Dipartimento di Scienze della Terra, Universita degli Studi, Trieste, Italy and International Centre for Theoretical Physics, SAND Group, Trieste, Italy and Ludvik Urban Department of Geophysics, Charles University, Prague, Czech Republic. ABSTRACT We present a fast and accurate analytical procedure to compute partial derivatives of energy integral and eigenfunctions with respect to the structural parameters. The method adopts the P-SV waves modal formalism for laterally homogeneous layered structure. In addition, we propose an asymptotic fast method to compute analytically the group velocity derivative with respect to structural parameters. These developments allow to develop an efficient algorithm for computing the differential seismograms, which can be used in waveform inversion. MIRAMARE - TRIESTE October 1997 1 Present address.

Transcript of ANALYTICAL DERIVATIVES OF EIGENFUNCTIONS ...streaming.ictp.it/preprints/P/97/178.pdfOp3 dPj (where...

  • IC/97/178

    United Nations Educational Scientific and Cultural Organizationand

    International Atomic Energy Agency

    INTERNATIONAL CENTRE FOR THEORETICAL PHYSICS

    ANALYTICAL DERIVATIVES OF EIGENFUNCTIONS, ENERGYINTEGRAL AND GROUP VELOCITY FOR P-SV WAVES

    Zhijun DuDipartimento di Scienze della Terra. Universita degli Studi, Trieste, Italy,

    Department of Geological Sciences, University of Durham,Durham DH1 3LE, United Kingdom1

    andInternational Centre for Theoretical Physics, SAND Group, Trieste, Italy,

    Giuliano F, PanzaDipartimento di Scienze della Terra, Universita degli Studi, Trieste, Italy

    andInternational Centre for Theoretical Physics, SAND Group, Trieste, Italy

    and

    Ludvik UrbanDepartment of Geophysics, Charles University, Prague, Czech Republic.

    ABSTRACT

    We present a fast and accurate analytical procedure to compute partial derivatives ofenergy integral and eigenfunctions with respect to the structural parameters. The methodadopts the P-SV waves modal formalism for laterally homogeneous layered structure.In addition, we propose an asymptotic fast method to compute analytically the groupvelocity derivative with respect to structural parameters. These developments allow todevelop an efficient algorithm for computing the differential seismograms, which can beused in waveform inversion.

    MIRAMARE - TRIESTE

    October 1997

    1Present address.

  • 1. Introduction

    Waveform inversion has become increasingly useful in the investigation of the

    earth seismic velocity structure, aided by the large quantity of accumulated broadband

    waveform data. Prior studies {e.g. Nolet, 1990; Gomberg and Masters, 1988; Zielhuis

    and Nolet, 1994) have demonstrated that it is possible to obtain reliable layered earth

    velocity structure by matching the seismogram waveforms. Such studies have used

    either a trial and error technique or a linearized inversion technique that calculates

    the differential seismogram, dehned as the partial derivative of a seismogram with

    respect to the structural parameters, using a numerical finite difference scheme, which

    is rather time-consuming, and suffers from numerical noise and instability. An efficient,

    analytical method to compute the differential seismogram for the layered structure is

    highly desired.

    A key step in the development of an accurate and computationally stable analytical

    method to compute modal summation differential seismogram requires the efficient

    computation of the partial derivatives of the phase and group velocities, of the

    cigenfunctions and of the energy integral with respect to the structural parameters. To

    this end, Urban et al. (1993) have developed a fully analytical algorithm for obtaining

    the derivative of the phase velocity, fn the first part of the paper we present an efficient

    technique to compute analytical partial derivatives of the eigenfunctions and of the

    energy integral with respect to the structural parameters for P-SV wave modes (Knopoff,

    1964; Schwab, 1970; Schwab et al. 1984). In the second part of the paper, improving

    Rodi et al.'s hybrid approach (Rodi et al., 1975), we develop a fast asympotic method to

    compute analytically group velocity derivatives with respect to structural parameters.

  • 2. Derivatives of eigenfunctions and energy integral

    We consider the computation of the derivatives of the eigenfunctions, i.e.

    displacement-depth and stress-depth functions, for P-SV (Rayleigh-wave) modes with

    respect to the structural parameters, /? (S-wave velocity), a (P-wave velocity) and p

    (density).

    With the notation of Schwab (1970) and Schwab et al. (1984), the evaluation of

    the partial derivatives of the eigenfunctions u(z) (radial displacement), w(z) (vertical

    displacement), o{z) and r{z) (normal and tangential stress, respectively), is reduced to

    the determination of the partial derivatives of the layer constants Am, Bm, Cm and Dm

    for the layers above the homogeneous half-space, and the constants An and Bn for the

    deepest structural unit.

    We compute the derivatives of the elements of the (1x6 ) matrix, appearing in the

    basic interface-matrix multiplication of Knopoff :s method (Schwab and Knopoff, 1972):

    [Um+\- iVm+\ Wm+1, Rm+\ iSm+1, -Um+1] (1)

    where U\ V\ W\ R*, Sl are the i-th interface elements in the fast form of Knopoff's

    method for Rayleigh-wave computation.

    For the first interface and a continental structure the elements are:

    " l ) (2a)

    V° - 0 (2b)

    W° = ( 7 l - l )2 (2c)

    R» = 7 l (2d)

    SQ = 0 (2e)

  • where 71 = 20ljc2, >3i is the S-wave velocity in the upper layer, and c is the phase

    velocity. The derivatives of (2) are:

    ( 3 a )

    )dii (3c)^ ^ (3d)dpj dpi

    ^-S° = 0 (3e)dp

    where the derivative | ^ {pj = ,8j, aj or pj) corresponds to:

    \.0i dc dji 48i 4,3? dc . , ,~T~T,— [when j •£• 1} = —r — [when j = 1) (4a)

    2 ^ (4b)

    ^7i 4/3? 5c ,, .

    and 4^- (pj = fij7 otj or pj) can be computed with the method described in Urban et al.

    (1993).

    The next step consists in the evaluation of the derivatives for the quantities ê .

    (k = 0 , 1 , . . . 16) and C^m) (k = 1,2,... 15), given by Table 2 of Schwab (1970) or Table 1

    of Urban et al. (1993), which are the elements that make up the rn—th (m > 1) interface

    (1 x 6) matrix (equation (1)).

    For the m—th layer the derivative with respeet to j3j, aj and pj of

  • for (j 7̂ m,j ^ -

    for (j = m)

    for (j = 771+1)

    cda 7

    dc for

    for

    for

    m.j ^ m + 1)

    T , , - , . c (ml (ml , (in)

    The derivatives ot t2 , t\ and e4 are:

    and

    where pj = 5j. aj and pr

    The quantities Q" are:

    1)

    for (j = m)

    Am)(=2 = cos

    d m ) =,im) _

    Vramy

    (5a)

    (5b)

    (5c)

    (6)

    (7)

    (8)

    (9)

    sin

  • where Pm = dm • coc/c • rftm, Qm = dm • ucjc • ram . dm is the thickness of the m-th layer,

    and

    if m < n

    if (c>W

    if (ĉ am 1 cĉ

    i : ^ # ^ for (j- =

    (10)

    (11)

    (12)

    (13)

    (14a)

    (14b)

    z-c(nZs~C) for__ I -lam «m

    1

  • where in equations (14a) and (14b) d = ^ , while in (14c) and (14d) d = ^ , and in

    (14e) and (14f)

  • d (m) _ J fjr^SinQm+rpm-^QmCOftQm JOT (j^TTlAm] I ii*- Tar,, t " t >-""- OOi ^ " " " " * •' \J I ••• I t i G \Q = \ i m _ (16e)

    ) L .P̂ -. .. -̂ CITI {^} \ .. fn't* (i —A m l

    ;cosQm — c as' f ~— sinQm)^— /or (j = m)

    where c' denotes the derivative of the phase velocity with respect to pj.

    Similarly, the derivatives with respect to OLJ and p7 are

    (17a)

    d C(-) A Q i Q m ( l 7 b )

    for (j ̂ 7n)•^Tji - v-'"* —j (~\ 70^

    cjc'am-c) 1 • p i _3_p f»nC p fm. fi — m l̂

    (17d)^ - for (j = m)

    (17c)

    where c' denotes the derivative of the phase velocity with respect to a,-.

    (17f)

    (18a)

    •4~QmSmQm (18b)dpj

    tmj-_PmcosPm (18c)

    -^J-*,P.)J- (IM)

  • C"0 ^ Q + Q Q m (18e)

    cosQra - ^ - L s i n g m ) - i - (18f)

    where d denotes the derivative of the phase velocity with respect to pj.

    The other derivatives of e™ (k > 4) and Q (^ > 6) can be computed easily from

    4 m ) (k = 1,2,3 and 4) and Cfcm) (k = 1,2,... 6) (see Table 2 of Schwab (1970) or Table

    1 of Urban et al. (1993)).

    This allows us to express the derivatives of the interface-matrix elements

    Op3 dPj

    (where Pj = j3j,

  • phase velocity derivatives with respect to frequency is performed numerically, which is

    computationally expensive because it requires the determination of additional nearby

    roots for each mode and at each frequency. In the following, we propose an asymptotic

    fast method, which allows the analytical calculation of the group velocity derivatives.

    It is well known that group velocity, u, is equal to the partial derivative of frequency,

    u, with respect to the wavenumber k:

    u = -1 tjj dc I (20)

    Using the implicit function theory, the partial derivative of group velocity with

    respect to the model parameter p.j (pj = !3j. ctj, pj) can be written as:

    du = u/2_u\dc_UJ c \ c) dpj

    u1 d f dc(21)

    where the partial derivatives of the phase velocity with respect to pj can be computed

    analytically with the method described in Urban et aZ.(1993). Instead of computing

    JL foe J numerically (Rodi et al, 1975), we compute it analytically as follows.For a given Rayleigh-wave mode, the expressions of -§^-\w (Levshin, 1989) are

    dch k dz

    dc

    da.j uh

    2ft

    k dz

    dc c 2 - b / ? + v22]

    (22a)

    (22b)

    (22c)

    where yi = ~ ^ , V'i

    where u* =

    3^f and 7j is the energy integal given by

    r \ l 2

    w(0)\u*(z)}2}[w(0)\ j dz (23)

    10

  • The eigenfunctions can be represented through a linear combination of exponential

    functions (Haskell 1953; Levshin, 1989) which, at a given angular frequency, LJ, can be

    written as

    exp ±i-d.mr0cr to

    m\ and exp \±i—dmrc\ V c

    (24)

    Therefore. ^ (equation (22)) is a linear combination of exponential functions.

    Exponential function (24) can be approximated through a series expansion, that

    when the argument is small, may correspond to a low order polynomium.

    In the actual calculations, for each mode we are given the analytical values of

    at a discrete number of frequency points, w; (I = 1, 2 , . . . , A"), and we choose to

    approximate locally the derivatives y^ using a cubic spline polynomium:

    dc= ajuJ3 + + c\bj + (25)

    where the coefficients a;, &;, Q and di are determined from dodp, at each frequency,

    using the two adjacent frequency values (i.e. w;_! and UJI+I) by imposing the smoothness

    of the first derivative and the continuity of the second derivative both within the interval

    and at its end points (Press et at, 1988). To properly constrain the interpolation, at

    the two end frequencies of each mode Rodi et al.'s method is applied.

    Therefore, if A.LJ = U>I — W;-i = i is the frequency interval used in the

    computation of the spectral quantities (e.g. Panza, 1985), recalling that the maximum

    value of jr.9m| or \ram\ is equal to 1, the error in the calculation of -j^ I J^-

    upon the quantity

    dmc

    depends

    (26)

    around each frequency point w/.

    For Aw = 0.005 hz, 3 digits precision of j can be achieved satisfyingJ \Pj

    the condition Aw

    can be achieved when

    < 0.01 or dm < 2c, while for Aw = 0.0005 hz, 4 digits precision

    < 0.001 (or dm < 2c).

    11

  • 4. Tests and results

    The upper 250 km of the structure used to generate the P-SV waves spectrum using

    multi-modal algorithm (e.g. Panza, 1985) is shown in Fig. 1. The notable difference of

    our model with respect to PREM is that the Moho depth is at 38 km. Here, the S-wave

    velocity increases by about 0.6 fan/s to model the sharp change in the elastic properties

    of a continental structure between crust and upper mantle. The low velocity channel

    occupies the depth range from 96 to 245 km.

    In Figs. 2 and 3 the analytical calculations are compared with the numerical

    evaluations, for the fundamental mode at 0.025 hz. The small dots correspond to the

    analytical calculations, whereas the larger open squares indicate the results of the

    numerical calculations. The numerical derivatives are determined by adopting a first

    order centered numerical differentiation; therefore, each numerical derivative involves the

    calculation of two spectra and guarantees some stability in the numerical differentiation,

    when the numerical increment does not exceed 0.02% of the perturbed parameters.

    In general the agreement between analytical and numerical calculations is of at least

    3 digits, therefore, in the following figures we only show the results of the analytical

    calculations.

    In Figs. 4 and 5 we show examples for the fundamental mode at 0.1 hz. Fig. 4

    represents the partial derivatives of the eigenfunctions, Fig. 5 those of phase, group

    velocities and energy integral. The results for the higher modes, the first and the ninth

    higher modes respectively, at twTo different frequencies of 0.2 and 1.0 hz, are shown in

    Figs. 6 to 9.

    Since the amplitude of the derivative depends on the layer thickness, the derivatives

    shown in Figs. 2 to 9 are normalized with respect to this parameter.

    Depending upon the wave penetration, non-zero derivatives reach different depths,

    which are mode and frequency dependent. Only at shallow depth, the derivatives with

    respect to a (dotted lines in each figure) are comparable and, in some cases, larger

    12

  • than the derivatives with respect to (i (solid lines). The derivatives with respect to p

    (dashed lines) penetrate to larger depths than the derivatives with respect to a, but

    with much smaller amplitudes compared with those of the derivatives with respect to j3.

    The major structural discontinuties are responsible of well marked amplitude changes

    in the derivatives.

    In comparison with the numerical approach, with the analytical computation

    we obtain approximately a two order of magnitude reduction of CPU time in the

    determination of the derivatives of the eigenfunctions. In the computation of the

    derivative of group velocity, we obtain more than two order of magnitude of CPU time

    saving with respect to Rodi et a/.!s hybrid method {Rodi et aL, 1975).

    5. Conclusion

    We developed and successfully tested analytical procedures for the evaluation of

    the partial derivatives of eigenfunctions, energy integral and group velocity with respect

    to the structural parameters using modal representation. Our analytical method is

    accurate and about two order of magnitude faster in the calculation of the derivatives

    of the eigenfunctions and of the energy integral, in comparison with numerical methods,

    and more than two order of magnitude faster in the calculation of the derivative of

    the group velocity with respect to Rodi et al.'s hybrid approach (Rodi et at, 1975).

    The developed technique permits the construction of an efficient algorithm for the

    computation of differential seisinogram, to be implemented in the linearized, iterative

    waveform inversions for the determination of the internal elastic properties of the earth.

    Acknowledgments

    The research has been carried out in the framework of the activities planned by the

    Central European Initiative Committee for Earth Sciences, partially supported by the

    NATO Linkage grants ENVIRXG 931206, SA.12-5-02(CN.SUPPL 940S80)453: the EEC

  • contract COPERNICUS CIPA-CT94-0238, Italian CNR grant 96.00318.05, CZECH

    Ministry of Education contracts ES-003 and OK-171, and MURST (40% and 60%).

    References

    Gomberg, J. S. and Masters. T. G., 1988. Waveform modelling using loeked-mode

    synthetic and differential seismogram: application to determination of the

    structure of Mexico, Geophys. J. R. Astron. Soc.94, 193-218.

    Harkrider, D. G., 1968. The perturbation of Love wave spectra, Bull. Seism. Soc. Am,.,

    58, 861-880.

    Haskell, N. A., 1953. The dispersion of surface waves on multilayered media, Bull.

    Seism,. Soc. Am., 43, 17-34.

    Knopoff L., 1964. A matrix method for elastic wave problem. Bull. Seism,. Soc. Am.,

    54, 431-438.

    Kosloff, D., 1969. A perturbation scheme for obtaining partial derivatives of Love wave

    group velocity dispersion, Bull. Seism. Soc. Am., 59, 731-740.

    Levshin, A. L., 1989. Surface waves in vertically inhomogencous media, in Seismic

    Surface Waves in a Laterally Inhomogeneous Earth, edited by Keilis-Borok, pp

    1-34, Kluwer Academic Publishers.

    Nolet, G., 1990. Partitioned waveform inversion and Two-Dimensional structure

    under the Network of Automously Recording Seismographs, J. Geophys. Res. 95,

    8499-8512.

    Novotny, 0., 1970. Partial derivatives of dispersion curves of Love waves in a layered

    medium, Studia. Geophys. GeodaeL, Ceskoslov. Akad. Ved., 14, 36-50.

    Panza G.F.. 1985. Synthetic seismograms: the Rayleigh waves modal summation. J.

    Geophys., 58, 125-145.

    Press, W. H., B. P. Flannery, S. A. Teukolsky and W. T. Vetterling (Eds): 1988.

    Numerical Recipes, Chapter 4, Cambridge University Press.

    Rodi, W. L,, P. Glover, T. M. C. Li and S. S. Alexander, 1975. A fast accurate method

    for computing group-velocity partial derivatives for Rayleigh and Love waves,

    Bull. Seism. Soc. Am., 65, 1105- 1114.

    14

  • Schwab F.A.. 1970. Surface-wave dispersion computations: Knopoff's method. Bull

    Seism. Soc. Am., 60, 1491-1520.

    Schwab F.A., Knopoff L.; 1972. Fast surface wave and free mode computations. In.:B.

    A. Haskell, N. A., The dispersion of surface waves on multilayered media, Bull.

    Seism. Soc. Am., 43, 17-34.

    Schwab F.A., Nakanishi K.; Cuscito M., Panza G.F., Liang G., Frez J., 1984. Surface

    wave computations and the synthesis of theoretical seismograms at high

    frequencies. Bull. Seism. Soc. Am.. 74, 1555-1578.

    Urban L., Cichowicz A., Vaccari F., 1993. Computation of analytical partial derivatives

    of phase and group velocities for Rayleigh waves with respect to structural

    parameters. Studia geoph. et geod., 37, 14-36.

    Zielhuis, A. and Nolet, G., 1994. Shear-wave velocity variation in the upper mantle

    beneath central Europe, Geophys. J. Int., 117, 695-715.

    This manuscript was prepared with the AGU I£T£X macros v3.1.

    15

  • Density(g/cm**3),2.0 2.5 3.0 3.S 4.D

    i i ' ' i ' ' i—i

    Velocity(km/s)2 4 e e

    50 -

    100

    O-

    150

    200

    250

    Qs and Qp100 400 700 1000

    Figure 1. Upper 250 km of the velocity model used in our computation.

    16

  • C

  • «£

    a

    I

    1 = s- 1 =

    c

    a °P .?

    (0CO

    . £Q .

    CO

    15t(0Q.

    Figure 3. Partial derivatives of phase, group velocities and energy integral with respect

    to structural parameters j5 (solid lines), a (dotted lines) and p (dashed lines) for the

    fundamental mode at 0.025 hz. Small dots correspond to the analytical calculations,

    whereas larger squares correspond to the numerical calculations.

    L8

  • 55a>Q•OcCO»g>

    +•»o_o

    CD

    CO

    CO

    OL

    co"5

    O)

    o

    .1(1)

    Q

    CO

    o.

    Figure 4. Analytical partial derivatives of eigenfunctions with respect to structural

    parameters ,3 (solid lines), a(dotted lines) and p (dashed lines) for the fundamental

    mode at 0.1 hz.

    19

  • ca

    w

    o

    I0)

    r•gq>

    ocLJJ•acCOQ .

    O

    oCO

    0.

    CD

    a

    Q.

    Figure 5. Analytical partial derivatives of phase, group velocities and energy integral

    with respect to structural parameters 0 (solid lines), afdottcd lines) and p (dashed lines)

    for the fundamental mode at 0.1 hz.

    20

  • enCOfa-

    BPartial Derivatives of Eigenfunction wrt S-, P-wave Velocities and Density

    Displacement (u ) * d/dp Displacement ( w ) * d'dp

    -0.10 -0.05 0.00 0.0S 0.10 -0.30 -0.15 0.00 0.15 0.30

    Stress ( o ) * d/dp

    -10 -5 0 5 10

    Stress ( t ) • d/dp

    -14 -7 0 7 14

    N>

    a

    3c

    Oto

    70

  • era'

    to

    COpa

    (15

    8

    en

    Partial Der ivat ives of Phase, Group and Energy Integral wr t S-, P-wave Veloc i ty and Densi ty

    crq(T

    3o

    Cto

    Phase Velocity ( c ) * d/dp

    -0.06 -0.03 0.00 0.03 0.06

    Group Velocity { u } * d/dp

    •0.10 -0.05 0.00 0.05 0.10

    70

    Energy Integral ( I I ) * d/dp

    -80 -40 0 40 80

  • 03

    00

    9

    CD

    Partial Derivatives of Eigenfunctions wrt S-, P-wave Velocities and Density

    Displacement (u ) * d/dp

    -0.2 -0.1 0.0 0.1 0.2

    Displacement (vi) * d/dp

    -2.4 -1.2 0.0 1.2 2.4

    Stress ( o ) * d/dp

    -24 -12 0 12 24

    Stress ( T ) * d/dp

    -120 -60 0 60 120

    tr

    !i-j

    BcoI L

    o

    S -

    45 -

    50

  • era

    Partial Derivatives of Phase, Group and Energy Integral wrt S-, P-wave Velocities and Density

    y

    r

    Phase Velocity (c ) *d /dp

    -0.08 -0.04 0.00 0.04 0.08

    Group Velocity { u } * d/dp

    -0.4 -0.2 0.0 0.2 0.4

    Energy Integral ( I I ) * d/dp

    -300 -150 0 150 300

    BoD

    50