from last time: upward/downward continuation

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Presentation transcript:

from last time: upward/downward continuation

Geophysicists’ Toolkit: Spherical Harmonics - 1 One way to represent a global data set on a sphere is to use spherical harmonics. These are similar in concept to Fourier Series. Remember that a function f(t) that is periodic over an interval T can be synthesized from a sum of sinusoids with integer wavenumber m.: the sine and cosine functions are orthogonal this property allows us to obtain the coefficients am and bm, provided we know f(t)

Geophysicists’ Toolkit - 2 Imagine wrapping the periodic function f(t) around a circle of longitude: equate t with longitude (f) set T = 2 p Now consider such series at all latitudes, so How should we represent the latitude (strictly co-latitude) functions?

Geophysicists’ Toolkit - 3 How should we represent the co-latitude (q) functions am(q) and bm(q) ? Typically use Associated Legendre Functions, denoted by Plm(cosq): Notice that at each l there are 2l+1 possible choices of m. FAQ: Why the l and m? What do the Plm functions look like? What are the glm, hlm? You’ve lost me already – what’s the point?

Geophysicists’ Toolkit - 4 Why the l and m? Imagine something that is constant at all longitudes i.e., m = 0. That property can still vary in any way with latitude, so can be described a sum of a series of functions each with different l. l, m are called the spherical harmonic degree and order respectively What do the Plm(cosq) look like? P110 m=0 :Legendre Polynomials

Geophysicists’ Toolkit - 5 The combined f and q terms, Plm(cosq) cos(mf) or Plm(cosq) sin(mf) are often referred to as a spherical harmonic of degree, l and order, m: Vanish on (l-m) lines of latitude and 2m lines of longitude l=11, m=0 l=6, m=6 l=8, m=4 For a function that varies only with latitude: need only m=0 terms For a function that varies only with longitude: need only m=l terms Higher l,m terms correspond to higher spatial frequency, shorter wavelength - (l-m)=even, then symmetric about equatorial plane (l-m)=odd, then antisymmetric about equatorial plane vanish on (l-m) lines of latitude and 2m lines of longitude

Geophysicists’ Toolkit - 6 What are the glm, hlm? Coefficients: tell us how much of each spherical harmonic is present. Analogy in cartesian coordinates is Fourier coefficients. Radial gravity anomaly (mGal) l=11, m=0 l=6, m=6 l=8, m=4 What’s the point? Can describe any function on a sphere as a series expansion. The functions in the expansion are spherical harmonics, the coefficients are the glm, hlm

Geophysicists’ Toolkit - 7 What are the glm, hlm? Coefficients: tell us how much of each spherical harmonic is present. Analogy in cartesian coordinates is Fourier coefficients. What’s the point? Can describe any function on a sphere as a series expansion. The functions in the expansion are spherical harmonics, the coefficients are the glm, hlm and the sum is over all possible wavelengths in longitude and co-latitude. Codes are available to evaluate a function f(q,f) given coefficients Equivalent tools to those in Fourier analysis apply: e.g. we can look something called a spherical harmonic power spectrum

Geophysicists’ Toolkit - 8 Upward / Downward Continuation We can use spherical harmonics to describe ANY function (topography, seismic velocity, …) on a spherical surface since the SHs are orthogonal functions However, in potential fields they are even more useful because they are the (q, f) solutions to Laplace’s equation in spherical coordinates. The radial (r) solution gives us a way to upward/downward continue the field. The full solution to Laplace’s eqn for internal sources (sources at r ≤ Ra, where Ra is the planetary surface) is:

Geophysicists’ Toolkit - 9 See the pdf notes for the full solution for internal and external sources Relationship between SH degree, l, and wavelength, l, at a given radius, R: As with the solution in cartesian coordinates, higher spherical harmonic degrees (i.e., shorter wavelengths) decrease more rapidly with increasing radius upward continuation kernel in spherical coordinates

Upward / Downward Continuation Example: Mars’ Magnetic Field Measurements of Mars’ magnetic field made by s/c in orbit 400 km above surface of planet. A few measurements were made over the southern hemisphere at altitudes of ~200km. We can make a spherical harmonic model of the field. What happens when we evaluate the field at different altitudes: 1000km, 400km, 200km, 100km?

Lithospheric Magnetic Fields - Earth and Mars

Br (nT) at 400 km altitude

Br (nT) at 400 km altitude

Br (nT) at 1000 km altitude

Br (nT) at 400 km altitude

Br (nT) at 100 km altitude

1000 km altitude 200 km altitude 400 km altitude 100 km altitude

400 km altitude Spherical harmonic power spectrum: Analagous to fourier amplitude spectrum: Fourier transform on z=z0

100 km 200 km 400 km 1000 km

1000 km altitude 200 km altitude 400 km altitude 100 km altitude