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Complex Numbers in Linear Algebra

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Addition of Complex Numbers

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To add two complex numbers, add their real parts and imaginary parts separately. Example: (2+3i)+(14i)=(2+1)+(34)i=3i(2 + 3i) + (1 - 4i) = (2 + 1) + (3 - 4)i = 3 - i.

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Multiplication of Complex Numbers

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To multiply two complex numbers, apply the distributive property and remember that i2=1i^2 = -1. Example: (1+2i)(3+4i)=3+4i+6i+8i2=3+10i8=5+10i(1 + 2i)(3 + 4i) = 3 + 4i + 6i + 8i^2 = 3 + 10i - 8 = -5 + 10i.

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Argument of Complex Number

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The argument of a complex number is the angle θ\theta that the line representing the number makes with the positive real axis. It's measured in radians. Example: The argument of 1+3i1 + \sqrt{3}i is π3\frac{\pi}{3}.

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Definition of a Complex Number

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A complex number is a number of the form a+bia + bi, where aa and bb are real numbers, and ii is the imaginary unit satisfying i2=1i^2 = -1. Example: 3+4i3 + 4i

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Subtraction of Complex Numbers

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To subtract two complex numbers, subtract their real and imaginary parts separately. Example: (5+6i)(2+4i)=(52)+(64)i=3+2i(5 + 6i) - (2 + 4i) = (5 - 2) + (6 - 4)i = 3 + 2i.

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Absolute Value of Complex Number

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The absolute value, or modulus, of a complex number a+bia + bi is given by a+bi=a2+b2|a + bi| = \sqrt{a^2 + b^2}. Example: The modulus of 3+4i3 + 4i is 32+42=5\sqrt{3^2 + 4^2} = 5.

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Complex Exponential Form

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A complex number can be expressed as reiθre^{i\theta}, where r is the modulus and θ\theta is the argument. Example: 5eiπ/35e^{i\pi/3} represents the complex number 52+532i\frac{5}{2} + \frac{5\sqrt{3}}{2}i.

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Complex Conjugate

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The complex conjugate of a complex number a+bia + bi is abia - bi. It's reflected across the real axis on the complex plane. Example: The conjugate of 3+4i3 + 4i is 34i3 - 4i.

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Division of Complex Numbers

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To divide by a complex number, multiply the numerator and denominator by the conjugate of the denominator. Example: 1+i2i=(1+i)(2+i)(2i)(2+i)=2+3i+i24+2i2ii2=1+3i4+1=15+35i\frac{1 + i}{2 - i} = \frac{(1 + i)(2 + i)}{(2 - i)(2 + i)} = \frac{2 + 3i + i^2}{4 + 2i - 2i - i^2} = \frac{1 + 3i}{4 + 1} = \frac{1}{5} + \frac{3}{5}i.

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De Moivre's Theorem

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De Moivre's Theorem states that (cos(θ)+isin(θ))n=cos(nθ)+isin(nθ)(cos(\theta) + i \sin(\theta))^n = \cos(n\theta) + i \sin(n\theta). Example: (cos(π4)+isin(π4))2=cos(π2)+isin(π2)(\cos(\frac{\pi}{4}) + i \sin(\frac{\pi}{4}))^2 = \cos(\frac{\pi}{2}) + i \sin(\frac{\pi}{2}).

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Complex Eigenvalues and Eigenvectors

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Complex matrices can have complex eigenvalues and eigenvectors. The eigenvalue equation is Av=λvA\mathbf{v} = \lambda\mathbf{v}, where AA is a matrix, λ\lambda is an eigenvalue, and v\mathbf{v} is an eigenvector. Example: Matrix [0110]\begin{bmatrix}0&-1\\1&0\end{bmatrix} has eigenvalues ii and i-i.

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Inner Product of Complex Vectors

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The inner product of two complex vectors u\vec{u} and v\vec{v} is denoted by u,v\langle \vec{u}, \vec{v} \rangle and is calculated by taking the conjugate transpose of u\vec{u} and multiplying it by v\vec{v}. Example: If u=[1+i2]\vec{u} = \begin{bmatrix}1 + i\\2\end{bmatrix} and v=[13i]\vec{v} = \begin{bmatrix}1\\3i\end{bmatrix}, u,v=(1i)(1)+(2)(3i)=1i+6i=1+5i\langle \vec{u}, \vec{v} \rangle = (1 - i)(1) + (2)(3i) = 1 - i + 6i = 1 + 5i.

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Square Roots of Complex Numbers

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To find square roots of complex numbers, express the number in polar form and take the square root of the modulus and half the argument. Example: The roots of z2=1z^2 = -1 are z=ei(π2+2kπ)z = e^{i(\frac{\pi}{2} + 2k\pi)} and z=ei(3π2+2kπ)z = e^{i(\frac{3\pi}{2} + 2k\pi)} for kk integer.

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Complex Matrix Conjugate Transpose

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The conjugate transpose (also known as the Hermitian transpose) of a complex matrix is the transpose of the matrix followed by taking the complex conjugate of each entry. Example: The conjugate transpose of [1+i324i]\begin{bmatrix}1 + i & 3\\2 & 4i\end{bmatrix} is [1i234i]\begin{bmatrix}1 - i & 2\\3 & -4i\end{bmatrix}.

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Cauchy-Schwarz Inequality for Complex Vectors

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The Cauchy-Schwarz inequality states that for complex vectors u\vec{u} and v\vec{v}, u,v2u,u×v,v|\langle \vec{u}, \vec{v} \rangle|^2 \leq |\langle \vec{u}, \vec{u} \rangle| \times |\langle \vec{v}, \vec{v} \rangle|. Example: For u=[1i]\vec{u} = \begin{bmatrix}1\\i\end{bmatrix} and v=[i1]\vec{v} = \begin{bmatrix}i\\1\end{bmatrix}, u,v2=(1)(i)+(i)(1)2=22=4|\langle \vec{u}, \vec{v} \rangle|^2 = |(1)(i) + (i)(1)|^2 = |-2|^2 = 4 and u,u×v,v=(1×1)×(1×1)=1×1=1|\langle \vec{u}, \vec{u} \rangle| \times |\langle \vec{v}, \vec{v} \rangle| = (1 \times 1) \times (1 \times 1) = 1 \times 1 = 1, hence the inequality holds.

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Euler's Formula

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Euler's formula states that for any real number θ\theta, eiθ=cos(θ)+isin(θ)e^{i\theta} = \cos(\theta) + i\sin(\theta). Example: eiπ+1=0e^{i\pi} + 1 = 0 illustrates the relationship between ee, ii, π\pi, 1, and 0.

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Complex Number Polar Form

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A complex number's polar form is r(cos(θ)+isin(θ))r(\cos(\theta) + i\sin(\theta)) where rr is the modulus and θ\theta is the argument. Example: The polar form of 1+i1 + i is 2(cos(π4)+isin(π4))\sqrt{2}(\cos(\frac{\pi}{4}) + i\sin(\frac{\pi}{4})).

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Complex Matrix Multiplication

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To multiply two complex matrices, compute the sum of the products of corresponding entries from the rows of the first matrix and the columns of the second. Example: [1ii1]×[122i3]=[12i1+4i1+2i2+3i]\begin{bmatrix}1&-i\\i&1\end{bmatrix} \times \begin{bmatrix}1&2\\2i&3\end{bmatrix} = \begin{bmatrix}1-2i & 1 + 4i\\1+2i & 2+3i\end{bmatrix}.

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Complex Matrix Addition

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Complex matrices are added by adding corresponding entries, just like real matrices. Example: [1+i2]+[342i]=[4+i62i]\begin{bmatrix}1 + i & 2\end{bmatrix} + \begin{bmatrix}3 & 4 - 2i\end{bmatrix} = \begin{bmatrix}4 + i & 6 - 2i\end{bmatrix}.

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Complex Plane and Plotting

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The complex plane (also called the Argand plane) is a two-dimensional plane where the horizontal axis represents the real part and the vertical axis represents the imaginary part of complex numbers. Example: The point (2,3)(2,3) represents 2+3i2 + 3i.

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