Let and use the two spin values as row and column labels. Define the spin-chain transfer matrix
It is a real symmetric matrix because ; every entry is strictly positive for finite bond energies at . The Boltzmann factor of a spin configuration factorizes into the product . Summing the intermediate spin labels is exactly matrix multiplication, and the final closure imposes periodic boundary conditions. Thus
Writing , its eigenvalues are
A positive-entry matrix need not have two positive eigenvalues; can be negative. The Perron–Frobenius theorem ensures here. Therefore the Helmholtz free energy is , and its value per spin in the thermodynamic limit is .
For an open chain there are bonds, with both endpoint Ising spins independently summed. Retain the same spin-chain transfer matrix, but replace the trace by endpoint vectors. With ,
This follows directly by expanding the product of Boltzmann factors. If are orthonormal eigenvectors of the symmetric matrix , the equivalent spectral decomposition is
Fixed endpoint Ising spins replace the corresponding by a basis vector; extra endpoint energies replace its entries by the corresponding Boltzmann factors. The leading bulk Helmholtz free energy per spin agrees with the periodic result, because the boundary changes only subextensive terms. In particular, gives , as required for one free Ising spin.
Let , so that the total number of Ising spins is . Write and group each triangle's two base spins and its apex into one cell. The Ising chain with alternating triangular decorations has a triangle bond followed by an undecorated connecting bond. Summing an apex Ising spin first gives a decorated-bond Boltzmann weight
The undecorated bridge has Boltzmann weight . In the basis ,
Each cell contributes , so periodic boundary conditions give
The two matrices have common normalized eigenvectors and , expressing spin inversion symmetry. Their respective eigenvalues are
Consequently the cell transfer matrix has eigenvalues
and the finite-size partition function is
For , and , so only survives in the thermodynamic limit. Divide the Helmholtz free energy by , the number of sites rather than the number of cells or base spins:
As a counting check, gives , , hence , exactly the number of independent Ising spin configurations. This model has separated decorated bonds and should not be confused with the corner-sharing sawtooth Ising chain, which has a different site count.
For low temperature, factor out the largest Boltzmann factor from the dominant eigenvalue:
Thus the Helmholtz free energy per site has the expansion
Differentiate at fixed , remembering that . The entropy per site is
The nonzero residual entropy comes from an exponentially large ground-state degeneracy, generated by geometrical frustration. A triangle with antiferromagnetic energy has minimum energy : if , the apex must have the opposite sign; if , either apex sign is permitted. The two all-equal configurations instead have energy . Thus exactly one of a minimum-energy triangle's bonds is frustrated. The bridge can simultaneously minimize its energy at by requiring , where is the next cell's first base spin.
For fixed and , the number of allowed apex choices is therefore two when and one when . The zero-temperature counting transfer matrix on successive first base spins is
The eigenvalues of are and . Dividing by the sites and taking the thermodynamic limit gives , independently confirming the derivative calculation. This does not assert a unique ordered ground state: the extensive choice of frustrated bonds is precisely what leaves entropy at zero temperature. At high temperature, all Ising spins become independent and per site.

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