The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Sep. 15, 2015

Filed:

Dec. 14, 2012
Applicant:

Board of Regents, the University of Texas System, Austin, TX (US);

Inventors:

Kyriakos Vamvoudakis, Goleta, CA (US);

Draguna L. Vrabie, Broad Brook, CT (US);

Frank Lewis, Arlington, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); G05B 13/02 (2006.01); G06N 5/04 (2006.01); G06N 99/00 (2010.01); G06N 5/02 (2006.01);
U.S. Cl.
CPC ...
G05B 13/02 (2013.01); G06N 3/04 (2013.01); G06N 5/025 (2013.01); G06N 5/041 (2013.01); G06N 99/005 (2013.01);
Abstract

Various embodiments are disclosed for optimal online adaptive control. One such method includes a cost function determination by a critic network coupled to the system under control. The cost function is one produces a minimum value for a cost of the system under control when applied by an action network. The method also includes a control input determination by an action network. The control input determination uses the cost function to determine a control input to apply to the system under control. The control input is one that produces the minimum value for the cost of the system under control. The method also includes simultaneously tuning respective parameters of the critic network and the action network by applying respective tuning laws that do not involve the system dynamics function f(x) for the system under test.


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