Stochastic Analysis and Applications · 2010 · 12 citations · 10 references
EngineeringMathematicsProbability TheoryStochastic ModelingStochastic ProcessesBrownian MotionJump ProcessesStochastic CalculusStochastic ControlStochastic Differential EquationsStochastic Systems ModelingBackward Stochastic Differential EquationsBrownian Motion With JumpsFilteringFiltering TheoryLinear-quadratic ControlOptimal FilteringStochastic Differential SystemsStochastic Optimal Control
In this article, we consider a filtering problem for forward-backward stochastic systems that are driven by Brownian motions and Poisson processes. This kind of filtering problem arises from the study of partially observable stochastic linear-quadratic control problems. Combining forward-backward stochastic differential equation theory with certain classical filtering techniques, the desired filtering equation is established. To illustrate the filtering theory, the theoretical result is applied to solve a partially observable linear-quadratic control problem, where an explicit observable optimal control is determined by the optimal filtering estimation.
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New Results in Linear Filtering and Prediction Theory
R. E. Kalman, R. S. Bucy · Journal of Basic Engineering · 1961 · 6.3K citations
On the Separation Theorem of Stochastic Control
W.M. Wonham · SIAM Journal on Control · 1968 · 544 citations