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Math Review for Geophysics

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Curl: Curl describes the rotation or angular momentum of a vector field. Solar Wind ... Stokes theorem relates the integral of curl of a vector on a surface, S, ... – PowerPoint PPT presentation

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Title: Math Review for Geophysics


1
Math Review for Geophysics
  • By Jesse Lawrence
  • Figures and outline from Stein and Wysession
    2003

2
References
  • The Fourier Transform and its Application, second
    edition, R.N. Bracewell, McGraw-Hill Book Co.,
    New York, 1978.
  • An Introduction to Seismology, Earthquakes, and
    Earth Structure, S Stein and M. Wysession,
    Blackwell Publishing, Malden, 2003.

3
Introduction
  • Geodynamics is a math-heavy and computationally
    driven science. Without the proper math
    background it is impossible to make headway in
    geodynamics. Here, we will provide a cursory
    overview of the math that will be used in the
    remainder of this class.
  • General Tools
  • Complex Numbers
  • Scalars and Vectors
  • Spherical Coordinates
  • Calculus
  • Fourier Analysis

4
Complex Numbers
  • A complex number, z, has real and imaginary
    parts. Imaginary numbers are usually identified
    by an i, which is equal to ?-1. Real and
    Imaginary numbers can be visualized as existing
    in perpendicular (or orthogonal) planes.

z a ib rei?
z r(cos? i sin?)
5
Complex Conjugate
  • For every complex number, z, there is a complex
    conjugate, z. The complex conjugate is a useful
    tool in many calculations.

6
Scalars Vectors
  • Scalar a number describing a value that is
    independent of the coordinate system (e.g., Temp,
    Pressure, mass).
  • Vector a series of scalars describing a value
    with a specific location in a coordinate system
    (e.g., GPS location).

7
Coordinate Transformation
  • The coordinates we use are defined to simplify
    calculations, but are otherwise arbitrary.

8
Elementary Vector Operations
  • Scalar, vector multiplication
  • Sum of two vectors
  • Unit vector (A vector with magnitude u1)

9
Scalar Products
Also known as dot product or inner product
If a b
and
10
Cross Product
  • Also known as a vector product

Identities
11
Rotation
  • With a rotation vector, ?, at point r, we can
    find the linear velocity, v,

12
Notation
  • Index Notation
  • Einstein summation convention

13
Kronecker delta (?ij)
  • Useful identity quantity
  • So if i j,
  • or if i ? j,

Note cos(90) 0 cos(0) 1
14
Matrix Algebra
  • Matrix Addition (MO NP)
  • Matrix Multiplication (NO)

15
Identity Matrix
16
Transpose Matrix (AT)
  • Swap the indices of the matrix (if C AT).
  • Properties of Transpose Matrixes

17
Determinant
  • sgn is a function that determines the sign of an
    argument based on the series of values, returning
    -1, 0, or 1.
  • for N 3
  • So we can get

18
Inverse Matrix (A-1)
  • For a square matrix (N by N),
  • The inverse matrix can be written in terms of a
    cofactor matrix, C, whose elements are,
  • The inverse matrix can be written as,

19
Matrix Inversion
  • Using a linear system of

or
If A is square (MN)
20
Rotation Matrix
  • Recall that the dot product is a function of
    angle between two vectors.
  • Transferring from one coordinate system to
    another, or simple rotation can be done through
    matrix algebra.
  • To transfer,

21
Example of Rotation
  • 2D rotation about x3

22
Fields
  • Scalar Fields A series of scalar values within a
    field of locations (like temperature, density).
  • Vector Fields A series of vectors within a field
    of location (like displacement, velocity,
    acceleration).

23
Gradient
  • The vector grad, ?, yields a first derivative of
    a field

24
Directional Gradient
  • The derivative of a field, ?, in a given
    direction, n, is given by,
  • or,

25
Divergence
  • Derivatives of vector fields are simplified by
    the divergence

26
Gauss Theorem
  • The flow through a volume can be calculated from
    the flow through the surfaces of the volume

27
Curl
  • Curl describes the rotation or angular momentum
    of a vector field

Solar Wind
Earth
Magnetic Field
Permutation variable ?ijk 0 if ij, jk, or
ik. ?ijk 1 ijk are in order
(1,2,3),(3,1,2) ?ijk -1 ijk not in order
(3,2,1),(1,3,2)
28
Stokes Theorem
  • Analogous to Gauss Theorem for divergence,
    Stokes theorem relates the integral of curl of a
    vector on a surface, S, with some normal, n, to
    the integral of the vector field dotted with the
    tangent, t, for the line bounding the surface.

29
Laplacian
  • The divergence of the gradient of a field
  • For a scalar field
  • For a vector field

30
Spherical Geometry
  • For planetary calculations it is often useful to
    use spherical geometries

31
Greater CircleDistance
Earthquake Location
Seismometer Location
The distance, ?, is given by the scalar product
of the two points. Or rearranged,
32
Azimuth
33
Vector Fields in Spherical Coordinates
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