Granted Patent B2

US 12,587,417 · App. 18/609,354 · Granted Mar 24, 2026

Inventors: Eunsung Jeon (Suwon-si, KR); Chulho Chung (Suwon-si, KR); Myeongjin Kim (Suwon-si, KR)

Assignee: SAMSUNG ELECTRONICS CO., LTD.

H04L25/0228H04L5/0048H04W84/12

Abstract

Claims (44)

1 . An operating method of a first device in a wireless local area network (WLAN) system comprising:

collecting data of a current state of a channel based on a signal received from a second device:

predicting a probability of channel aging based on the data; and

triggering a channel sounding process based on the prediction,

wherein the collecting of the data comprises:

receiving from the second device, an ACK signal corresponding to beamformed data transmitted from the first device to the second device; and

generating first channel information corresponding to one or more sub-channels in the channel based on the ACK signal, and

wherein the predicting of the probability of the channel aging comprises:

extracting a distribution with a maximum value from among distributions of the first channel information;

comparing the maximum value with a first threshold value to generate a first comparison; and

determining that the channel aging is predicted to occur based on the first comparison.

2 . The operating method of claim 1 , wherein the predicting of the probability of the channel aging further comprises:

generating an input set including a result of applying a prediction scheme to the data;

inputting the input set to a neural network model; and

determining that the channel aging is predicted to occur with high probability based on an output from the neural network model.

3 . The operating method of claim 2 , wherein the neural network model is trained based on a supervised learning method, and

the input set includes a first value related to a channel distribution.

4 . The operating method of claim 2 , wherein the neural network model is trained based on an unsupervised learning method, and

the input set includes a first value related to a channel distribution.

5 . The operating method of claim 1 , further comprising:

performing a channel sounding process with the second device;

updating a beamforming matrix based on an estimated value of the channel in the channel sounding process; and

transmitting beamformed data based on the updated beamforming matrix to the second device.

6 . An operating method of a first device in a wireless local area network (WLAN) system comprising:

performing data communication including a channel sounding process based on a prediction scheme with a second device via a channel;

receiving a notification signal indicating that a probability of channel aging occurrence is high;

determining that the channel sounding process is possible based on the notification signal; and

triggering the channel sounding process based on the determination, wherein the notification signal is received after an acknowledge (ACK) signal corresponding to beamformed data is transmitted from the first device to the second device.

7 . The operating method of claim 6 , wherein the performing of the data communication comprises:

collecting data from the second device for controlling the channel sounding process;

predicting the channel aging based on the data; and

determining the performing of the channel sounding process based on the prediction.

8 . An operating method of an access point (AP) in a wireless local area network (WLAN) system comprising:

collecting data of a current state of one or more channels based on signals received from a plurality of STAs;

predicting a probability of channel aging based on the data; and

triggering a channel sounding process based on the prediction,

wherein the collecting data of the current state comprises:

measuring a signal-to-noise ratio (SNR) of the signals; and

determining a threshold value based on the SNR, and

wherein the predicting the probability of channel aging comprises:

comparing a result of applying a first prediction scheme to the data with the threshold value; and

determining that the channel aging is predicted to occur with high probability based on the comparison.

9 . The operating method of claim 8 , wherein the predicting the probability of channel aging further comprises:

determining that the channel aging is predicted with high probability based on one of an average value of the data and a maximum value of the data according to the first prediction scheme.

Assignments (1)

Priority Claims (1)

Continuity (1)

References Cited (22)