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An approximate method for solving optimal control problems for discrete systems based on local approximation of an attainability set
V. A. Baturin Matrosov Institute for System Dynamics and Control Theory SB RAS, 134, Lermontov st., Irkutsk, 664033
Abstract:
An optimal control problem for discrete systems is considered. A
method of successive improvements along with its modernization based
on the expansion of the main structures of the core algorithm about
the parameter is suggested. The idea of the method is based on local
approximation of attainability set, which is described by the zeros
of the Bellman function in the special problem of optimal control.
The essence of the problem is as follows: from the end point of the
phase is required to find a path that minimizes functional
deviations of the norm from the initial state. If the initial point
belongs to the attainability set of the original controlled system,
the value of the Bellman function equal to zero, otherwise the value
of the Bellman function is greater than zero. For this special task
Bellman equation is considered. The support approximation and
Bellman equation are selected. The Bellman function is approximated
by quadratic terms. Along the allowable trajectory, this
approximation gives nothing, because Bellman function and its
expansion coefficients are zero. We used a special trick: an
additional variable is introduced, which characterizes the degree of
deviation of the system from the initial state, thus it is obtained
expanded original chain. For the new variable initial nonzero
conditions is selected, thus obtained trajectory is lying outside
attainability set and relevant Bellman function is greater than
zero, which allows it to hold a non-trivial approximation. As a
result of these procedures algorithms of successive improvements is
designed. Conditions for relaxation algorithms and conditions for
the necessary conditions of optimality are also obtained.
Keywords:
discrete systems, optimal control, attainability set, improvement method.
Citation:
V. A. Baturin, “An approximate method for solving optimal control problems for discrete systems based on local approximation of an attainability set”, Bulletin of Irkutsk State University. Series Mathematics, 19 (2017), 75–88
Linking options:
https://www.mathnet.ru/eng/iigum288 https://www.mathnet.ru/eng/iigum/v19/p75
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