Notations


𝕁 𝕁 𝕁 𝕀

Good notation is crucial, and the tutorial reflects the way scientists and engineers actually use. When there is a descrepancy in notation used by mathematical community and physists and engineers, we join the latter. In particular, we denote by j (or 𝕁) the complex imaginary unit instead of ⅈ ⅈ, and usualy use asterisk for complex conjugate instead of overline.

List of Symbols

𝔽       field (usualy either ℚ or ℝ or ℂ)
ℝ       field of real numbers
ℚ       field of rational numbers
ℤ       the set of integers is a collection of whole numbers that includes positive numbers, negative numbers, and zero.
ℕ₁       the set of nonnegative integers 1, 2, 3, …
ℕ       the set of natural numbers ℕ = {0, 1, 2, … }
ℂ       field of complex numbers
j or ⅉ       imaginary unit (the vector in the positive vertical direction on complex plane ℂ), so j² = −1 or ⅉ² = −1.
z*       complex conjugate:   z* = (𝑎 + j b)* = 𝑎 − j b
\( \displaystyle \overline{z} \)       complex conjugate:   \( \displaystyle \overline{z} = \overline{(a + {\bf j}\, b)} = a - {\bf j}\, b \)
A*       adjoint matrix: \( \displaystyle \overline{{\bf A}^{\mathrm{T}}} , \) transpose and complex conjugate.
AT       transpose matrix is obtained by changing the rows into columns.
O(g(n))       big-oh is also called Bachmann–Landau notation or asymptotic notation: \( \displaystyle \left\vert f(n) \right\vert \le M\,\left\vert g(n) \right\vert \) as n → ∞.
o(g(n))       little=oh means \( \displaystyle \lim_{n\to\infty} \frac{f(n)}{g(n)} = 0 . \)
n!       factorial:    1·2·3· ⋯ ·n
n!!       double factorial of a number n is the product of all integers from 1 or 2 up to n that share the same odd or even property (parity) as n.
(2k)!!       = 2k k!
(2k−1)!!       \( \displaystyle \quad = \frac{(2k)!}{(2k)!!} \quad \) double factorial:   (2n+1)!! = (2n+1) · (2n−1) · (2n−3) · ⋯ · 1
\( \displaystyle n^{\underline{m}} \)       falling factorial   \( \displaystyle n^{\underline{m}} = n\left( n-1 \right)\left( n-2 \right) \cdots \left( n-m+1 \right) \)
\( \displaystyle n^{\overline{m}} \)       rising factorial (or Pochhammer symbol)   \( \displaystyle n^{\overline{m}} = n \left( n+1 \right)\left( n+2 \right) \cdots \left( n+m-1 \right) \)
\( \displaystyle \binom{n}{k} \)       binomial coefficient:  \( \displaystyle \binom{n}{k} = \frac{n^{\underline{k}}}{k!} , \) where k ∈ ℕ
(𝑎, b)       open interval on ℝ (𝑎 or b or both can be infinity)
[𝑎, b]       closed interval
|𝑎, b|       any interval with endpoints |𝑎 and b; it can be closed, open, or semi-closed
A∩B       intersection of two sets
A∪B       union of two sets
\( \displaystyle \overline{\Omega} \)       closure of set Ω
∂Ω       boundary of set Ω
⇀       weak convergence: fn ⇀ f iff ⟨ u | fn ⟩ → ⟨ u | f ⟩ for any u ∈ ℌ
⤳       asymptotic behavior
     
     
     

Vector Spaces

𝔽n       direct product of n fields 𝔽×𝔽× ⋯; ×𝔽.
ℝn       real Cartesian product
ℂn       complex Cartesian product
𝔽m,n       set of all m × n matrices
𝔽[x]       Set of polynomials of variable x over field 𝔽, also denoted by ℘, ℘
𝔽≤n[x]       Set of polynomials over field 𝔽 of degree less than or equal to n.
ker(A)       Kernel or Null space of matrix A, so ker(A) = 𝒩(A).
coker(A)       Cokernel of matrix A is the kernel of adjoint matrix A*.
⟨ f , g ⟩       inner product (in mathematics)
⟨ f | g ⟩       inner product (in physics)
∥·∥       norm in a normed space
ℓ¹       (pronounced "ell-one") is the set of all infinite sequences of numbers where the sum of the absolute values of the terms is finite.
ℓ∞       (pronounced "ell infinity") is the vector space of all infinite sequences of real or complex numbers that are bounded, meaning there exists a real number M > 0 such that the absolute value of every term in the sequence is less than or equal to M
ℓ²       or ℓ₂ is the set of sequence with norm \( \displaystyle \| {\bf x} \|_2 = \left( \sum_{i\ge 0} |x_i |^2 \right)^{1/2} \)
𝔏²[𝑎, b]       set of square integrable (Lebesgue) functions on the interval [𝑎, b]
𝔏²([𝑎, b], w)       set of square integrable (Lebesgue) functions with weight w on the interval [𝑎, b]
𝔏¹ or 𝔏       space of Lebesgue integrable functions
𝔏∞[𝑎, b]       (read as "L-infinity space") is the collection of all measurable functions that are essentially bounded, meaning they are bounded everywhere except possibly on a set of measure zero. It forms a fundamental ⁠Banach space when paired with the essential supremum norm.
ℭ[𝑎, b]       set of continuous functions on interval [𝑎, b]
ℭm[Ω]       m-times continuously differentiable functions Ω → ℂ
𝒮(ℝ)       Schwartz functions (smooth functions with rapid decay), also denoted by S(ℝ)
𝒮*(ℝ)       set of tempered distributions, also denoted by 𝒮'(ℝ) or S'(ℝ)
     
     

Operators

\( \displaystyle \texttt{D} \)       differential or derivative operator in Euler's notation:   \( \displaystyle \texttt{D} = \frac{\text d}{{\text d}x}\) with respect to variable x
\( \displaystyle \frac{{\text d}y}{{\text d}x}\)       derivative of function y in Leibniz's notation
y'       derivative of function y in Lagrange's notation
\( \displaystyle \dot{y} \)       derivative of function y in Newton's notation with respect to time variable: \( \displaystyle \dot{y} = {\text d}y/{\text d}t \)
∂       partial derivative
∂xu       partial derivative of u with respect to variable x, also denoted as ux or \( \displaystyle \frac{\partial u}{\partial x} \)
\( \displaystyle \hat{p} \)       momentum operator:   \( \displaystyle \hat{p} = -{\bf j}\,\hbar\,\partial , \) where ħ is Planck's reduced constant
∇       gradient operator
Δ       Laplace operator \( \displaystyle \Delta = \nabla^2 = \frac{\partial^2}{\partial x^2} + \frac{\partial^2}{\partial y^2} + \frac{\partial^2}{\partial z^2} \)
□       d'Alembert operator \( \displaystyle \square = \frac{\partial^2}{\partial t^2} - c^2 \nabla^2 = \frac{\partial^2}{\partial t^2} - c^2 \left( \frac{\partial^2}{\partial x^2} + \frac{\partial^2}{\partial y^2} + \frac{\partial^2}{\partial z^2} \right) \)
S[f]       (formal) Fourier series of function f in either exponential form or trigonometric form
S*[f]       conjugate Fourier series
SN(f; x)       N-th partial Fourier sum \( \displaystyle \sum_{n=-N}^N \hat{f}(n) \,e^{{\bf j} n\pi x/\ell} = \frac{a_0}{2} + \sum_{k=1}^N a_k \cos \frac{k\pi x}{\ell} + b_k \sin \frac{k\pi x}{\ell} \)
I f ≫       list of Fourier coefficients either in complex or trigonometric form
\( ℱ\left[ f \right] \)       Fourier transform \( \displaystyle {\hat {f}} \) or \( ℱ\left[ f \right] \) or \( f^F . \)
\( ℱ^{-1}\left[ f^F \right] \)       inverse Fourier transform
f★g       convolution: \( f\star g (x) = \int f(y)\,g(x-y)\,{\text d} y \)
ℒ[ f ]       Laplace transform \( \displaystyle f^L (\lambda ) \) or \( ℒ\left[ f \right] \) or \( f^L = \int_0^{\infty} f(t)\,e^{-\lambda t}{\text d} t \)
ℒ−1[ fL ]       inverse Laplace transform \( \displaystyle ℒ^{-1}\left[ f^L \right] = \mbox{P.V.} \frac{1}{2\pi{\bf j}} \int_{h-{\bf j}\infty}^{h+{\bf j}\infty} f^L (\lambda )\,e^{\lambda\,t} {\text d}\lambda \)
     
     

Functions

lnx       natural logarithm with base e
Γ(ν)       gamma function \( \displaystyle \Gamma (\nu ) = \int_0^{\infty} t^{\nu -1} e^{-t} {\text d} t \)
χA       characteristic (or indicator) function of a set A
δ(x)       delta function of Dirac
H(t)       Heaviside function:   \( \displaystyle H(t) = \begin{cases} 1, & \quad t> 0, \\ ½ , & \quad t = 0, \\ 0, & \quad t < 0 . \end{cases} \)