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:
Dec. 12, 2023

Filed:

Mar. 20, 2020
Applicant:

Mitsubishi Electric Research Laboratories, Inc., Cambridge, MA (US);

Inventors:

Mouhacine Benosman, Boston, MA (US);

Ankush Chakrabarty, Cambridge, MA (US);

Saleh Nabi, Arlington, MA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
B60W 30/095 (2012.01); G06N 20/00 (2019.01); B60W 30/12 (2020.01); B60W 30/16 (2020.01); G06V 20/58 (2022.01); G06N 3/08 (2023.01); G05B 13/04 (2006.01); G05B 17/00 (2006.01); G05B 17/02 (2006.01);
U.S. Cl.
CPC ...
B60W 30/0956 (2013.01); B60W 30/12 (2013.01); B60W 30/16 (2013.01); G05B 13/04 (2013.01); G05B 17/00 (2013.01); G05B 17/02 (2013.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01); G06V 20/58 (2022.01);
Abstract

An apparatus for controlling an operation of a system is provided. The apparatus comprises an input interface configured to receive a state trajectory of the system, and a memory configured to store a model of dynamics of the system including a combination of at least one differential equation and a closure model. The apparatus further comprises a processor configured to update the closure model using reinforcement learning (RL) having a value function reducing a difference between a shape of the received state trajectory and a shape of state trajectory estimated using the model with the updated closure model, and determine a control command based on the model with the updated closure model. Further, the apparatus comprises an output interface configured to transmit the control command to an actuator of the system to control the operation of the system.


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