Laplace-Lagrange inclination matrix Created 2026-10-05 Updated 2026-10-06
For circular planetary orbits with angular momenta , the inclination matrix has positive off-diagonal entries, zero row sums, and . Positive diagonal symmetrization of a matrix with makes a symmetric matrix. Moreover,All eigenvalues are real and nonpositive. The zero eigenvalue is a common tilt of every orbital plane; nonzero modes describe relative nodal precession.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 336 1 a Solution Created 2026-10-03 Updated 2026-10-06
Use the characteristic polynomial in the convention :For fixed with , all three limiting eigenvalues are simple. Expanding this polynomial at each root, or applying first-order perturbation of a simple eigenvalue, givesThese are fixed- asymptotic expansions, not uniform through . At the displayed correction to vanishes because is an exact root for every ; there is no second nonzero term for that branch.
The two roots near interact when the correction is comparable to their unperturbed gap . Thus the distinguished limit is , with bounded real . Set and . The polynomial becomesAt orders and ,With , the two interacting eigenvalues areThe correction to the pair is included to resolve the next perturbative term as well as the leading splitting. In particular the previously excluded fixed case is :The half-integer powers reflect square-root splitting of a defective double eigenvalue: the limiting matrix has a nontrivial Jordan block at .
For matching, write and take the overlap . For , , , while , . Consequently the distinguished branches reduce toThe regular coefficient satisfies , proving agreement. For the labels and exchange roles and the same matching holds. The isolated negative branch also matches because . As a spectral check, positive diagonal symmetrization of a matrix transforms this tridiagonal matrix to a real symmetric matrix with off-diagonal entries and ; its eigenvalues are real for positive .
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 316 4 ii Solution Created 2026-10-03 Updated 2026-10-05
Let , , , , , and . Zero row sums put in the form used in the spectrum of a three-dimensional matrix with zero row sums. In particular, . DefineExpanding the characteristic polynomial gives , soFor the physical coefficients, with . Thus gives positive diagonal symmetrization of a matrix, andConsequently the eigenvalues are real and nonpositive, and has a complete eigenvector basis. This justifies the mode expansion in part (i).
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 316 4 i Solution Created 2026-10-03 Updated 2026-10-05
The variables are complex inclinations, despite the question's description as eccentricities. Diagonalize the Laplace-Lagrange inclination matrix: let real eigenvectors satisfy , and form . The physical matrix is diagonalizable by positive diagonal symmetrization of a matrix, as shown below.
The matrix exponential solution isWrite with , and define . This givesThe eigenvalues determine nodal precession frequencies, the eigenvectors determine relative inclinations within each secular eigenmode, and the initial complex inclinations determine their amplitudes and phases. The real can have either sign, encoding opposite nodal phases. The zero-frequency mode is a common fixed tilt.
Let a real tridiagonal matrix have diagonal entries , positive upper entries , and positive lower entries . Set , and . Then is a symmetric matrix with diagonal and adjacent entries . Indeed its two adjacent entries are and , which are equal by construction. All other zeros are preserved. This matrix similarity implies real eigenvalues and diagonalizability, by the spectral theorem for real symmetric matrices. No sign assumption on is needed. In the weighted formulation of positive diagonal symmetrization of a matrix, the positive diagonal matrix is .
ConsiderIts row sums vanish, so is an eigenvector for the zero eigenvalue. Its characteristic polynomial iswith sum of principal minors of order twoThe other eigenvalues are . No symmetry is required for this formula; positive diagonal symmetrization of a matrix is a sufficient condition for real roots.