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uni/mmme/1xxx/1026_maths_for_engineering/eigenvalues.md
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uni/mmme/1xxx/1026_maths_for_engineering/eigenvalues.md
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---
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author: Akbar Rahman
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date: \today
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title: Eigenvalues
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tags: [ mmme1026, maths, eigenvalues, uni ]
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uuid: f2220395-bc97-432e-a1d2-74085f16991d
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---
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An eigenvalue problem takes the form:
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Find all the values of $\lambda$ for which the equation
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$$A\pmb{x} = \lambda \pmb{x}$$
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has a nonzero solution $\pmb x$, where $A$ is an $n\times n$ matrix and
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$\pmb x$ is a column vector.
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The equation may be written as
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\begin{align*}
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A\pmb x &= \lambda I \pmb x \\
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\Leftrightarrow A \pmb x - \lambda I \pmb x & = 0 \\
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\Leftrightarrow (A-\lambda I)\pmb x &= 0
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\end{align*}
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($\Leftrightarrow$ means "if and only if")
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Non-zero solutions will exist if
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$\det(A-\lambda I) = 0$
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There are infinitely many eigenvectors for a given eigenvalue.
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This is because if $\pmb x$ is an eigenvector of $A$ corresponding to the
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eigenvalue $\lambda$ and $c$ is a non-zero scalar, then $c\pmb x$ is also
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an eigenvector of $A$:
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$$A(c\pmb x) = cA\pmb x = c\lambda \pmb x = \lambda(c\pmb x)$$
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In general, if $A$ is an $n\times n$ matrix, then $|A-\lambda I|$ is a
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polynomial of degree $n$ in $\lambda$, called the characteristic polynomial.
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The characteristic equation is:
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$$\lambda^n + c_{n-1}\lambda^{n-1} + c_{n-2}\lambda^{n-2} + \cdots + c_0 = 0$$
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<details>
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<summary>
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#### Example 1 ($2\times2$ example)
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</summary>
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If $A$ is the matrix
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$$A = \begin{pmatrix} a & b \\ c & d \end{pmatrix}$$
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then
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$$|A - \lambda I| = \lambda^2 - (a+d)\lambda + (ad-bc)$$
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And the standard method for solving a quadratic can be used to find $\lambda$.
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</details>
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@ -11,3 +11,62 @@ uuid: e6d3a307-b2e6-40e3-83bb-ef73512d69ad
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$$a_c = r\omega^2$$
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$$a = r\alpha \hat{e}_\theta - r\omega^2\hat{e}_r$$
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## Moment of Inertia
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$$J = mr^2 = \frac{M}{\ddot\theta}$$
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The unit of $J$ is kgm$^2$.
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Consider a particle of mass $m$ attached to one end of a rigid rod of length $r$.
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The rod is pivoting at its other end about point $O$, and experiences a torque $M$.
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This torque will cause the mass and the rod to rotate about $O$ with angular velocity
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$\dot{\theta}$ an angular acceleration $\ddot{\theta}$.
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![](./images/vimscrot-2022-03-10T14:40:59,716300890+00:00.png)
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What is the expression for $M$?
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Well if break down the moment $M$ into a force, $F$, acting on the mass, we know that the
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moment $M = Fr$.
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We know $F = ma$, and this case $a = r\ddot{\theta}$ so $M = mr^2\ddot\theta$.
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The moment of inertia is $J = mr^2$ so $M = J\ddot\theta$.
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If multiple torques are applied to a body the *rotational equation* of the motion is
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$$\overrightarrow{M} = \sum_i \overrightarrow{M}_i = J \overrightarrow{\ddot\theta} = J \overrightarrow{\alpha}$$
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The moment of inertia of any object is found by considering the object to be made up of lots of
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small particles and adding the moments of inertia for each small particle.
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The moments of inertia for a body depends on the mass and its distribution about the axis in
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consideration.
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$$J = \sum_i m_ir^2_i \rightarrow \int\! r^2 \mathrm{d}m$$
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### Perpendicular Axis Rule
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The perpendicular axis rule states that, for lamina object:
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$$J_z = J_x + J_y$$
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where $J_x$, $J_y$, and $J_z$ are the moments of inertia along their respective axes.
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### Parallel Axes Rule (Huygens-Steiner Theorem)
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The parallel axes rule states that:
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$$J_A = J_G = md^2$$
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where $d$ is the perpendicular distance between the two axes.
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![](./images/vimscrot-2022-03-10T15:06:48,355133323+00:00.png)
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### Moment of a Compound Object
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The moment of inertia for any compound object can be calculated by adding and subtracting the
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moments of inertia for its 'standard' components.
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### Moment of Inertia of Standard Objects
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// TODO
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@ -547,3 +547,90 @@ $$Q = m (c_v-c_v)(T_2-T_1) = 0 $$
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This proves that the isentropic version of the process adiabatic (no heat is transferred across the
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boundary).
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# 2nd Law of Thermodynamics
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The 2nd Law recognises that processes happen in a certain direction.
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It was discovered through the study of heat engines (ones that produce mechanical work from heat).
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> Heat does not spontaneously flow from a cooler to a hotter body.
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~ Clausius' Statement on the 2nd Law of Thermodynamics
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> It is impossible to construct a heat engine that will operate in a cycle and take heat from a
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> reservoir and produce an equivalent amount of work.
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~ Kelvin-Planck Statement of 2nd Law of Thermodynamics
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## Heat Engines
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A heat engine must have:
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- Thermal energy reservoir --- a large body of heat that does not change in temperature
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- Heat source --- a reservoir that supplies heat to the engine
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- Heat sink --- a reservoir that absorbs heat rejected from a heat engine (this is usually
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surrounding environment)
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![](./images/vimscrot-2022-03-22T09:17:36,214723827+00:00.png)
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#### Steam Power Plant
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![](./images/vimscrot-2022-03-22T09:19:07,697440371+00:00.png)
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## Thermal Efficiency
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For heat engines, $Q_{out} > 0$ so $W_{out} < Q_{in}$ as $W_{out} = Q_{in} - Q_{out}$
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$$\eta = \frac{W_{out}}{Q_{in}} = 1 - \frac{Q_{out}}{Q_{in}}$$
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Early steam engines had efficiency around 10% but large diesel engines nowadays have efficiencies
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up to around 50%, with petrol engines around 30%.
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The most efficient heat engines we have are large gas-steam power plants, at around 60%.
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## Carnot Efficiency
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The maximum efficiency for a heat engine that operates reversibly between the heat source and heat
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sink is known as the *Carnot Efficiency*:
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$$\eta_{carnot} = 1 - \frac{T_2}{T_1}$$
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where $T$ is in Kelvin (or any unit of absolute temperature, I suppose)
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Therefore to maximise potential efficiency, you want to maximise input heat temperature, and
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minimise output heat temperature.
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The efficiency of any heat engine will be less than $\eta_{carnot}$ if it operates between more than
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two reservoirs.
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## Reversible and Irreversible Processes
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### Reversible Processes
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A reversible process operate at thermal and physical equilibrium.
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There is no degradation in the quality of energy.
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There must be no mechanical friction, fluid friction, or electrical resistance.
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Heat transfers must be across a very small temperature difference.
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All expansions must be controlled.
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### Irreversible Processes
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In irreversible processes, the quality of the energy degrades.
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For example, mechanical energy degrades into heat by friction and heat energy degrades into lower
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quality heat (a lower temperature), including by mixing of fluids.
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Thermal resistance at both hot sources and cold sinks are an irreversibility and reduce efficiency.
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There may also be uncontrolled expansions or sudden changes in pressure.
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# Energy Quality
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## Quantifying Disorder (Entropy)
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$$S = k\log_eW$$
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where $S$ is entropy, $k = 1.38\times10^{-23}$ J/K is Boltzmann's constant, and $W$ is the number of
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ways of reorganising energy.s
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