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.

Date of Patent:
Apr. 25, 2023

Filed:

Sep. 28, 2018
Applicant:

Intel Corporation, Santa Clara, CA (US);

Inventors:

Xiaoran Fang, Shanghai, CN;

Matthew Hayes, Radebeul, DE;

John P. Hogan, San Jose, CA (US);

Shoujiang Ma, Shanghai, CN;

Mehrzad Malmirchegini, San Jose, CA (US);

Rongzhen Yang, Shanghai, CN;

Hujun Yin, Saratoga, CA (US);

Assignee:

Intel Corporation, Santa Clara, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04B 17/336 (2015.01); H04L 1/00 (2006.01); H04W 24/08 (2009.01);
U.S. Cl.
CPC ...
H04B 17/336 (2015.01); H04L 1/0041 (2013.01); H04W 24/08 (2013.01);
Abstract

Aspects for machine learning-based link adaptation are described. For example, an apparatus can determine k-nearest neighbors (K-NNs) based on training data associated with the sub-band and on the signal to interference and noise ratio (SINR) of the sub-band. In aspects, the apparatus can identify a channel quality indicator (CQI) associated with the lowest error rate for the k-NNs and provide the identified CQI to a base station. In aspects, a neural network (NN) can provide labels for CQIs that indicate probability of choosing a CQI, and the CQI having highest probability will be provided to a base station. In aspects, a covariance matrix based on samples of a communication channel can be provided to a NN to determine a rank indicator (RI) corresponding to the channel, and channel state information associated with the (RI) can be sent to the base station. Other aspects are described.


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