DocumentCode :
592451
Title :
A risk sensitive performance index for control problems with a view to Markov jump systems
Author :
Baczynski, Janusz
Author_Institution :
Syst. & Control Dept., Nat. Lab. for Sci. Comput. - LNCC/MCT, Rio de Janeiro, Brazil
fYear :
2012
fDate :
10-13 Dec. 2012
Firstpage :
862
Lastpage :
869
Abstract :
A new concept of risk sensitivity is given which unveils a wide class of functions not detected as risk sensitive in the classical scenario. Benefiting from the broadening of this class beyond the classical real-valued convex format, the concept allows, for instance, to further inroads concerning risk sensitive optimal control problems - as did Jacobson (1973) for the so-called LEQG control problem ([12], [15]). Of particular interest are those control problems associated to linear systems with Markov jump parameters ([2],[3],[7]). Focusing the niche of the standard risk sensitive functions, we study - via a risk measure criteria - the connections between the two concepts. It turns out that both have a same risk measure whenever the original cost r.v. of interest is additive - which is the case of ([12]). Due to its richer structure, the correspondence between the cost r.v. of original interest and its risk sensitive version, as presented herein, typically does not exist as a function. Nonetheless, in a probabilistic sense, a characterization by means of a family of convex functions is made, which parallels the risk sensitive standard case.
Keywords :
Markov processes; convex programming; optimal control; risk analysis; LEQG control; Markov jump systems; control problems; convex functions; risk sensitive optimal control problems; risk sensitive performance index; Convex functions; Cost function; Jacobian matrices; Optimal control; Performance analysis; Sensitivity; Standards;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Decision and Control (CDC), 2012 IEEE 51st Annual Conference on
Conference_Location :
Maui, HI
ISSN :
0743-1546
Print_ISBN :
978-1-4673-2065-8
Electronic_ISBN :
0743-1546
Type :
conf
DOI :
10.1109/CDC.2012.6426651
Filename :
6426651
Link To Document :
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