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This monograph introduces an exact analytical closed-form solution to high-dimensional non-linear Hamilton-Jacobi-Bellman (HJB) partial differential equations, definitively resolving Bellman's classical curse of dimensionality without numerical grid approximations, relaxation heuristics, or deep neural surrogates. By formulating the non-linear optimal control dynamic within an extended (2n+1)-dimensional contact manifold equipped with the Cartan differential one-form, the non-linear value function is mapped onto the characteristic flow of a canonical Hamiltonian vector field. Through Darboux symplectic transformations and Lagrangian submanifold decomposition, the PDE reduces to an integrable geometric contact system with deterministic O(n^3) matrix inversion complexity. We provide formal mathematical proofs of global existence, uniqueness in the viscosity sense, and strict Lyapunov asymptotic stability. The framework includes an embedded ISO C99 deterministic kernel executing in under 1.2 microseconds on standard microcontrollers with zero dynamic memory overhead, enabling certifiable real-time optimal control for mission-critical autonomous aerospace and robotic systems.
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Ayman Al-Araishi (2026) studied this question.
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