The variational principle and stochastic optimal control
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Using a non-convex minimization result of Ekeland it is shown that an “almost optimal” control almost surely minimizes the conditional expectation of the Hamiltonian of the stochastic system, when the expectation is taken with respect to the observed ff-field
[1] I. Ekeland. On the variational principle , 1974 .
[2] I. Ekeland. Nonconvex minimization problems , 1979 .
[3] Robert J. Elliott. The Optimal Control of a Stochastic System , 1977 .