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A convex variational principle for the necessary conditions of classical optimal control

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arxiv 2502.15973 v2 pith:OFE444JH submitted 2025-02-21 math.OC cs.SYeess.SYmath.DS

classification math.OCcs.SYeess.SYmath.DS
keywords controlconvexvariationalclassicalconditionsequationsfamilynecessary
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A scheme for generating a family of convex variational principles is developed, the Euler- Lagrange equations of each member of the family formally corresponding to the necessary conditions of optimal control of a given system of ordinary differential equations (ODE) in a well-defined sense. The scheme is applied to the Quadratic-Quadratic Regulator problem for which an explicit form of the functional is derived, and existence of minimizers of the variational principle is rigorously shown. It is shown that the Linear-Quadratic Regulator problem with time-dependent forcing can be solved within the formalism without requiring any nonlinear considerations, in contrast to the use of a Riccati system in the classical methodology. Our work demonstrates a pathway for solving nonlinear control problems via convex optimization.

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