The minimal polynomial is the unique monic polynomial of least degree with . Existence follows from a linear dependence among powers of in the finite-dimensional vector space ; polynomial division proves uniqueness and that it divides every annihilating polynomial. The characteristic polynomial is , independent of basis because a change of basis conjugates the matrix.
WriteIn the cyclic basis, the companion matrix isFor , the displayed vector relation gives . Polynomial evaluation commutes with , so for every basis vector. Thus .
No nonzero polynomial of degree below can annihilate , since applying it to the cyclic vector would contradict independence of . Hence . Finally, direct expansion of , or induction along the last column, gives . ThereforeThe argument computes the determinant and annihilator directly and does not invoke the Cayley-Hamilton theorem.
A projection is a linear operator satisfying ; it need not be an orthogonal projection without an inner product. Pairwise annihilation givesThus their sum is a projection.
The identities imply . Since is nonsingular, . Alsoso . Conversely, if , applying gives . For the eigenvalues are distinct, hence . Since , , proving .
Every vector is . If with , applying gives . ThusThese operators are the spectral projections of a diagonalizable matrix, expressed without choosing an eigenbasis.
For a self-adjoint operator on a finite-dimensional complex inner product space, every eigenvalue is real and eigenspaces for distinct eigenvalues are orthogonal. The spectral theorem gives an orthonormal eigenbasis. Accordinglyand the are orthogonal projections satisfying . Since is nonsingular, none of its eigenvalues is zero. Its representing matrix in the orthonormal eigenbasis is real diagonal.
Reduction modulo the prime preserves integer addition, multiplication, and one:Every congruence class has an integer representative, so the ring homomorphism is onto. Its kernel is exactly . The quotient is a field because every class not divisible by has a multiplicative inverse by Bézout's identity.
For the coefficientwise extension to the polynomial ring, addition is preserved term by term. If and , the coefficient of in their product is . Reducing it modulo gives , the coefficient in . Thus multiplication and one are preserved as well. Lift each coefficient of a polynomial over to an integer to prove surjectivity. The kernel isIndeed, its elements are precisely the polynomials whose coefficients are all divisible by .
In the binomial theorem expansion of , every intermediate coefficient is divisible by : the numerator contains the prime factor , while does not for . HenceFor , the last equality uses in characteristic two. This is an instance of the Frobenius endomorphism.
Write , so the real and imaginary components are and . The Cauchy-Riemann equations require , namely ; the other equation is . The first relation fails off the line , so the function is not holomorphic on . It is complex differentiable at points of that line, but a line contains no open neighborhood on which the equations hold.
The reciprocal map is holomorphic for , and the complex exponential is entire. Its denominator vanishes exactly whenAll these points are excluded from . The set is open: it is the inverse image of under the reciprocal map on . A reciprocal of a nonvanishing holomorphic function is holomorphic. Therefore is holomorphic throughout .
The set has two open connected components, the left and right half-planes. On each the function is constant in a neighborhood of every point, so its complex derivative is zero everywhere. Thus is holomorphic on . A holomorphic function can take different constant values on different components of a disconnected domain.
At any point on the imaginary axis, approaching from the left gives limit , while the assigned value and the right-hand limit are . Thus the function is discontinuous on that axis. Complex differentiability implies continuity, so is not holomorphic on . It is holomorphic separately in the two open half-planes.
The hyperbolic cosine is entire and . Continuity makes it nonzero in a neighborhood of zero, so its reciprocal is holomorphic there and has a convergent Taylor series. Since and its reciprocal are even, all odd coefficients vanish.
Multiply the proposed expansion by :Coefficient comparison gives and , henceThe zeros of solve , so they are , . The nearest ones are , and they are simple because is nonzero there. The hyperbolic secant has genuine poles at these points and is holomorphic in the disk of radius . The radius of convergence of its Taylor series is therefore
Let . For , close the interval by the upper semicircle, counterclockwise. Its only enclosed pole is , with residue . The residue theorem givesOn , and . Hence the arc is bounded byby the supplied estimate, with parameter .
For , close below, with clockwise orientation. The pole at lies outside, and the exponential decays there. Parametrizing the lower arc yields the same bound with in place of . Its contribution again tends to zero, and no residue remains. Therefore
The exponential selects the half-plane in which the closing arc decays
. Details. This is the contour-decay mechanism behind Jordan's lemma; the pole contributes only when the decaying closure encloses it.
Rewrite the linear equation as . The initial value gives the unique solutionThe Picard iteration is its integral equationThe proposed formula holds for . If it holds at , termwise integration of the finite sum and giveThis proves the expression by induction. The exponential series then gives . Convergence is also uniform on every compact subinterval of , since is bounded there and the exponential majorant series converges. This is Picard iteration for a simple-pole linear differential equation.
Write the principal part as . The characteristic curves satisfyor . Integration gives and . Thus take , . Their Jacobian determinant is , and their image is .
For , the chain rule givesThe first-derivative terms cancel exactly. The canonical form of a second-order partial differential equation isOn , . Differentiating this condition in and using givesHence and . Substitution into the value condition fixes their combined constant and yieldsDirect substitution verifies the PDE and both initial data. The cancellation illustrates a hyperbolic equation reduced by an exponential characteristic coordinate.
Under the usual piecewise smoothness and exponential-order conditions, integration by parts in the Laplace transform givesThe boundary term at infinity vanishes in the transform's half-plane of convergence. The value at zero supplies the initial-data term.
The convolution theorem for Laplace transforms stateswhen and the transforms converge appropriately. One proves it by changing variables in the double integral over , which becomes the product domain . Absolute convergence justifies the interchange.
Using and integrating the two exponentials for ,This also follows directly by two integrations by parts in the Laplace transform.
Applying the derivative rule twice and using both zero initial data givesso . By the convolution theorem for Laplace transforms,Use the product-to-sum identity to integrate:It satisfies , and differentiation gives . The term proportional to is the resonant response of the forced harmonic oscillator.
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