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:
Apr. 19, 2022
Filed:
Jun. 10, 2021
Applicants:
Adnan Maruf, Miami, FL (US);
Janki Bhimani, Miami, FL (US);
Ashikee Ghosh, Miami, FL (US);
Raju Rangaswami, Miami, FL (US);
Inventors:
Adnan Maruf, Miami, FL (US);
Janki Bhimani, Miami, FL (US);
Ashikee Ghosh, Miami, FL (US);
Raju Rangaswami, Miami, FL (US);
Assignee:
THE FLORIDA INTERNATIONAL UNIVERSITY BOARD OF TRUSTEES, Miami, FL (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 12/0804 (2016.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06F 12/0804 (2013.01); G06N 20/00 (2019.01); G06F 2212/1021 (2013.01);
Abstract
Systems and methods for dynamically placing data in a hybrid memory structure are provided. A machine learning (ML)-based, adaptive tiered memory system can actively monitor application memory to dynamically place the right data in the right memory tier at the right time. The memory system can use reinforcement learning to perform dynamic tier placement of memory pages.