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Diagonalisation and the Cayley-Hamilton theoremEdexcel A-Level Further Maths: Flashcards

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How do you build $\mathbf{P}$ to diagonalise $\mathbf{A}$?

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How do you build P\mathbf{P} to diagonalise A\mathbf{A}?
Put the eigenvectors of A\mathbf{A} as columns of P\mathbf{P}.
Result of P−1AP\mathbf{P}^{-1}\mathbf{A}\mathbf{P}?
The diagonal matrix D\mathbf{D} of eigenvalues, in the same order as the columns of P\mathbf{P}.
If you swap the columns of P\mathbf{P}, what changes in D\mathbf{D}?
The diagonal entries swap too.
Formula for An\mathbf{A}^n using diagonalisation?
An=PDnP−1\mathbf{A}^n=\mathbf{P}\mathbf{D}^n\mathbf{P}^{-1}
What is Dn\mathbf{D}^n for D=diag(λ1,λ2)\mathbf{D}=\mathrm{diag}(\lambda_1,\lambda_2)?
diag(λ1n,λ2n)\mathrm{diag}(\lambda_1^n,\lambda_2^n)
When can a 2×22\times2 matrix not be diagonalised?
When it lacks two independent eigenvectors, for example a repeated eigenvalue with one eigenvector direction.
What is a symmetric matrix?
S=ST\mathbf{S}=\mathbf{S}^{\mathrm{T}}
Two properties of a real symmetric matrix's eigenvalues and eigenvectors?
Real eigenvalues; eigenvectors for distinct eigenvalues are perpendicular.
What is an orthogonal matrix?
QTQ=I\mathbf{Q}^{\mathrm{T}}\mathbf{Q}=\mathbf{I}, so Q−1=QT\mathbf{Q}^{-1}=\mathbf{Q}^{\mathrm{T}}; columns are perpendicular unit vectors.
Orthogonal diagonalisation of a symmetric matrix?
QTSQ=D\mathbf{Q}^{\mathrm{T}}\mathbf{S}\mathbf{Q}=\mathbf{D} with Q\mathbf{Q} made of normalised eigenvectors.
State the Cayley-Hamilton theorem for a 2×22\times2 matrix.
A2−(trace)A+(det⁡)I=0\mathbf{A}^2-(\text{trace})\mathbf{A}+(\det)\mathbf{I}=\mathbf{0}
How does Cayley-Hamilton give an inverse?
Rearrange to A(…)=kI\mathbf{A}(\ldots)=k\mathbf{I}, so A−1=1k(…)\mathbf{A}^{-1}=\frac1k(\ldots).

Exam questions on Diagonalisation and the Cayley-Hamilton theorem

  1. The matrix A=(4123)\mathbf{A}=\begin{pmatrix} 4 & 1 \\ 2 & 3 \end{pmatrix} has eigenvalues 22 and 55, with eigenvectors (1−2)\begin{pmatrix} 1 \\ -2 \end{pmatrix} and (11)\begin{pmatrix} 1 \\ 1 \end{pmatrix} respectively. Let P=(11−21)\mathbf{P}=\begin{pmatrix} 1 & 1 \\ -2 & 1 \end{pmatrix}.
    Write down a matrix Q\mathbf{Q} such that Q−1AQ=(5002)\mathbf{Q}^{-1}\mathbf{A}\mathbf{Q}=\begin{pmatrix} 5 & 0 \\ 0 & 2 \end{pmatrix}.2 marks
  2. The symmetric matrix S=(5222)\mathbf{S}=\begin{pmatrix} 5 & 2 \\ 2 & 2 \end{pmatrix}.
    Find an orthogonal matrix Q\mathbf{Q} and a diagonal matrix D\mathbf{D} such that QTSQ=D\mathbf{Q}^{\mathrm{T}}\mathbf{S}\mathbf{Q}=\mathbf{D}.2 marks
  3. The matrix C=(2134)\mathbf{C}=\begin{pmatrix} 2 & 1 \\ 3 & 4 \end{pmatrix}.
    Find the characteristic equation of C\mathbf{C} and hence show that C2=6C−5I\mathbf{C}^2=6\mathbf{C}-5\mathbf{I}.3 marks
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Written by the Exaim team, led by Shaun Daswani (Head of Upper Secondary, Improve ME Institute; MSc Financial Mathematics, Imperial College London; BSc, UCL) and Jason Daswani (operational lead, Improve ME Institute; LSE).