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.
Patent No.:
Date of Patent:
Jan. 07, 2025
Filed:
May. 13, 2021
System and method of efficient, continuous, and safe learning using first principles and constraints
Huawei Technologies Co., Ltd., Shenzhen, CN;
Lifeng Liu, Boston, MA (US);
Yingxuan Zhu, Plano, TX (US);
Jun Zhang, Plano, TX (US);
Xiaotian Yin, Plano, TX (US);
Jian Li, Plano, TX (US);
Yongxiang Tao, Shanghai, CN;
Dayao Liang, Shanghai, CN;
Huawei Technologies Co., Ltd., Shenzhen, CN;
Abstract
A computer implemented method for self-learning of a control system. The method includes creating an initial knowledge base. The method learns first principles using the knowledge base. The method creates initial control commands derived from the knowledge base. The method generates constraints for the control commands. The method performs constrained reinforcement learning by executing the control commands with the constraints and observing feedback to improve the control commands. The method enriches the knowledge base based on the feedback.