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:
May. 25, 2021

Filed:

May. 09, 2017
Applicant:

1qb Information Technologies Inc., Vancouver, CA;

Inventors:

Daniel Crawford, Vancouver, CA;

Pooya Ronagh, Vancouver, CA;

Anna Levit, Coquitlam, CA;

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); G06N 10/00 (2019.01); G06N 20/00 (2019.01); G06N 3/08 (2006.01); G06N 7/00 (2006.01); G06E 3/00 (2006.01);
U.S. Cl.
CPC ...
G06N 3/0472 (2013.01); G06E 3/005 (2013.01); G06N 3/0445 (2013.01); G06N 3/08 (2013.01); G06N 3/088 (2013.01); G06N 7/005 (2013.01); G06N 10/00 (2019.01); G06N 20/00 (2019.01);
Abstract

A method and system for improving a stochastic control problem policy, the method including a sampling device obtaining data representing sample Boltzmann machine configurations, obtaining a stochastic control problem's initialization data and initial policy; assigning representative data of initial coupler weights and node biases and the Boltzmann machine's transverse field strength to the sampling device; until a stopping criterion is met, generating a present-epoch state-action pair, amending, sampling for the present-epoch state-action pair, approximating a present-epoch state-action Q-function value, obtaining a future-epoch state-action pair through a stochastic state process including a stochastic optimization test on all state-action pairs to provide the action at the future-epoch and update the future-epoch state's policy; amending the representative data, sampling for the future-epoch state-action pair, obtaining a future-epoch state-action Q-function value, updating each weight and bias and providing the policy when the stopping criterion is met.


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