THE MATHEMATICS OF NMR
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Exponential Functions
Trigonometric Functions
Differentials and Integrals
Vectors
Matrices
Coordinate Transformations
Convolutions
Imaginary Numbers
The Fourier Transform
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Exponential Functions
The number 2.71828183 occurs so often in calculations that it is given the symbol e. When e is raised to the power x, it is often written exp(x).
ex = exp(x) = 2.71828183x
Logarithms based on powers of e are called natural logarithms. If
x = ey
then
ln(x) = y,
Many of the dynamic NMR processes are exponential in nature. For example, signals decay exponentially as a function of time. It is therefore essential to understand the nature of exponential curves. Three common exponential functions are
y = e-x/t
y = (1 - e-x/t)
y = (1 - 2e-x/t)
where t is a constant.
Trigonometric Functions
The basic trigonometric functions sine
and cosine
describe sinusoidal functions which are 90o out of phase.
The trigonometric identities are used in geometric calculations.
Sin(() = Opposite / Hypotenuse
Cos(() = Adjacent / Hypotenuse
Tan(() = Opposite / Adjacent
The function sin(x) / x occurs often and is called sinc(x).
Differentials and Integrals
A differential can be thought of as the slope of a function at any point. For the function
the differential of y with respect to x is
An integral is the area under a function between the limits of the integral.
An integral can also be considered a summation; in fact most integration is performed by computers by adding up values of the function between the integral limits.
Vectors
A vector is a quantity having both a magnitude and a direction. The magnetization from nuclear spins is represented as a vector emanating from the origin of the coordinate system. Here it is along the +Z axis.
In this picture
the vector is in the XY plane between the +X and +Y axes. The vector has X and Y components and a magnitude equal to
( X2 + Y2 )1/2
Matrices
A matrix is a set of numbers arranged in a rectangular array. This matrix has 3 rows and 4 columns and is said to be a 3 by 4 matrix.
To multiply matrices the number of columns in the first must equal the number of rows in the second. Click sequentially on the next start buttons to see the individual steps associated with the multiplication.
Coordinate Transformations
A coordinate transformation is used to convert the coordinates of a vector in one coordinate system (XY) to that in another coordinate system (X"Y").
Convolution
The convolution of two functions is the overlap of the two functions as one function is passed over the second. The convolution symbol is . The convolution of h(t) and g(t) is defined mathematically as
The above equation is depicted for rectangular shaped h(t) and g(t) functions in this animation.
Imaginary Numbers
Imaginary numbers are those which result from calculations involving the square root of -1. Imaginary numbers are symbolized by i.
A complex number is one which has a real (RE) and an imaginary (IM) part. The real and imaginary parts of a complex number are orthogonal.
Two useful relations between complex numbers and exponentials are
e+ix = cos(x) +isin(x)
and
e-ix = cos(x) -isin(x).
Fourier Transforms
The Fourier transform (FT) is a mathematical technique for converting time domain data to frequency domain data, and vice versa.
The Fourier transform will be explained in detail in later Chapters.