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:
Jul. 04, 2023
Filed:
Feb. 27, 2020
Assia Spe, Llc, Wilmington, DE (US);
John M. Cioffi, Atherton, CA (US);
Chan-Soo Hwang, Sunnyvale, CA (US);
Kenneth J. Kerpez, Long Valley, NJ (US);
Jisung Oh, Palo Alto, CA (US);
Ioannis Kanellakopoulos, Redwood City, CA (US);
Peter Chow, Los Altos, CA (US);
ASSIA SPE, LLC, Wilmington, DE (US);
Abstract
Presented are Ergodic Spectrum Management (ESM) systems and methods that take advantage of the presence of statistical consistencies ('ergodicity') and correlations, such as a wireless network's average dimensional consistencies of probability distributions (in time, space, and frequency) of channel gains, to adaptively learn qualitative and quantitative network/user behavior; estimate or predict network performance; and guide locally implemented radio resource management (RRM) decisions of wireless multi-user transmissions in a manner such as to reduce interference and improve latency; connection stability; efficiency; and overall wireless performance. ESM also enhances end-users' Quality of Experience (QoE) by allowing movement across bands and regions as users/devices roam. A remote-cloud-based resource management implementation of ESM's Learn-ed Resource Managers (LRMs) removes the need for heavy edge-computing close to radio cells.