Patent · US Active

System and method of efficient, continuous, and safe learning using first principles and constraints

US12189349B2 · kind B2 · utility

0Cited by

2References

20Claims

0Family size

Assignee

Huawei Technologies Co., Ltd. · CN

Inventors

Lifeng Liu · Chengdu, CN
Yingxuan Zhu · Cambridge, US
Jun Zhang · Longbeilingcun, CN
Xiaotian Yin · Plano, US
Jian Li · Plano, US
Yongxiang Tao · Shanghai, CN
Dayao Liang · Shanghai, CN

Key dates

Filing date	May 13, 2021
Grant date	Jan 7, 2025
Priority date	—
Expiry date	Jul 22, 2043

Classification

Technology area (CPC B)Performing Operations; Transporting
CPC primaryB60W2050/0062
WIPO fieldComputer technology
WIPO sectorElectrical engineering

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.

Source: USPTO / EPO open patent data. Objective bibliographic and citation counts.