AI/ML based SS burst set and CSI-RS TRS configuration optimization and improving NR network power and spectral efficiency

US12302173B2 · US · B2

Patent metadata
FieldValue
Publication numberUS-12302173-B2
Application numberUS-202217882207-A
CountryUS
Kind codeB2
Filing dateAug 5, 2022
Priority dateAug 12, 2021
Publication dateMay 13, 2025
Grant dateMay 13, 2025

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  1. Title

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  2. Abstract

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Abstract

Official abstract text for this publication.

A system for optimizing one of a 5G New Radio (NR) network or a 4G Long Term Evolution (LTE) network operation, includes: an artificial intelligence (AI) engine configured to: a) implement at least one of the following: i) collection of raw training data set; ii) training of an AI agent; iii) inference generation triggered by UE; iv) using at least one of network key performance indicator (KPI) report and network operator inputs; and v) network KPI collection after application of inferences; and b) at least one of infer and apply at least one of i) network-wide optimal per-gNB or per transmission/reception point (TRP) Synchronization Signal (SS) burst set, and ii) associated channel state information reference signal (CSI-RS) configurations for downlink (DL) reference signal transmissions, thereby enhancing at least one of network transmission power efficiency and spectral efficiency.

First claim

Opening claim text (preview).

What is claimed: 1. A method of optimizing one of a 5G New Radio (NR) network or a 4G Long Term Evolution (LTE) network operation, comprising: defining a set of observation time windows T W , w≥1, at a gNB as follows: min η 1 , η 2 , … ⁢ η S ⁢ SBeamIdx { S D ⁢ ∀ SS ⁢ Beams ⁢ with ⁢ ⁢ # ⁢ of ⁢ RACH ⁢ detection ≥ N th } ⁢ Over ⁢ all ⁢ ⁢ { T W } and min { v η 1 , v η 2 , … ⁢ v η S ⁢ SBeamIdx , N U ⁢ E Connected ⁢ _ ⁢ Tw } { N SS ≤ N SS 3 ⁢ GPP ⁢ max } ⁢ over ⁢ all ⁢ { T W } such that max S D , N S ⁢ S T IA ≤ T IA ⁢ _ ⁢ max T IA wherein: T IA_max is a maximum initial access (IA) latency stipulated by a network operator, defined as T IA = ( ⌈ s D N S ⁢ S ⌉ - 1 ) ⁢ T S ⁢ S + T last + T PRACH ;

Assignees

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Classifications

  • radio quality, e.g. interference, losses or delay · CPC title

  • Threshold monitoring · CPC title

  • Determining service level performance parameters or violations of service level contracts, e.g. violations of agreed response time or mean time between failures [MTBF] · CPC title

  • Negotiating SLA [Service Level Agreement]; Negotiating QoS [Quality of Service] · CPC title

  • Reinforcement learning · CPC title

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What does patent US12302173B2 cover?
A system for optimizing one of a 5G New Radio (NR) network or a 4G Long Term Evolution (LTE) network operation, includes: an artificial intelligence (AI) engine configured to: a) implement at least one of the following: i) collection of raw training data set; ii) training of an AI agent; iii) inference generation triggered by UE; iv) using at least one of network key performance indicator (KPI)…
Who is the assignee on this patent?
Mavenir Systems Inc
What technology area does this patent fall under?
Primary CPC classification H04W28/0967. Mapped technology areas include Electricity.
When was this patent published?
Publication date Tue May 13 2025 00:00:00 GMT+0000 (Coordinated Universal Time) (B2). Legal status and post-grant events are not shown on this page.
What related patents are in patentsdb?
We list 5 related publications on this page (citations in our corpus or others sharing the same primary CPC).