Answers are grounded in this paper and cite their sources.
Analytical classification reveals algebraic resonance in circulant networks, suggesting implications for psychological interpretation.
We present a complete analytical classification of Hopf bifurcations in C_N circulant networks of the form: dxᵢ/dt = α xᵢ - g₃ xᵢ³ + κ xᵢ₊₁ - μ xᵢ₊d with indices modulo N. We derive closed-form expressions for the spectrum, the Hopf threshold, and the nonlinear normal form coefficients of arbitrary odd order. We prove that the cubic coefficient is universal and scales as -3g₃/N, while higher-order coefficients follow the exact formula: a₂ₚ₋₁ = - [(2p-1)! / 2] g₂ₚ₋₁ N¹⁻ᵖ We identify an arithmetic resonance structure governed by modular congruences, leading to a classification in terms of gcd(N, 15). We show that C₅ is algebraically singular in this hierarchy. Finally, we provide a structural interpretation of each topology in terms of Jungian individuation dynamics.We add several python codes (in spanish) as complementary work.
No takes yet. Share an insight, caveat, or question.
Eduardo Gonzalez-Granda Fernandez (2026) studied this question.
Synapse has enriched 8 closely related papers on similar clinical questions. Consider them for comparative context: