18319358. METHOD AND APPARATUS FOR SUPPORT OF MACHINE LEARNING OR ARTIFICIAL INTELLIGENCE-ASSISTED CSI FEEDBACK simplified abstract (SAMSUNG ELECTRONICS CO., LTD.)

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METHOD AND APPARATUS FOR SUPPORT OF MACHINE LEARNING OR ARTIFICIAL INTELLIGENCE-ASSISTED CSI FEEDBACK

Organization Name

SAMSUNG ELECTRONICS CO., LTD.

Inventor(s)

Caleb K. Lo of San Jose CA (US)

Gilwon Lee of McKinney TX (US)

Eko Onggosanusi of Coppell TX (US)

Md. Saifur Rahman of Plano TX (US)

Ravindranath Kanamangala of Murphy TX (US)

METHOD AND APPARATUS FOR SUPPORT OF MACHINE LEARNING OR ARTIFICIAL INTELLIGENCE-ASSISTED CSI FEEDBACK - A simplified explanation of the abstract

This abstract first appeared for US patent application 18319358 titled 'METHOD AND APPARATUS FOR SUPPORT OF MACHINE LEARNING OR ARTIFICIAL INTELLIGENCE-ASSISTED CSI FEEDBACK

Simplified Explanation

The patent application describes methods and apparatuses for supporting machine learning or artificial intelligence assisted channel state information feedback.

  • Transmit capability information indicating the UE's ability to support ML-based parameter configuration for CSI reports
  • Receive configuration information specifying parameters for the ML-based parameter configuration
  • Receive CSI reference signals
  • Measure the CSI-RSs
  • Determine the CSI report based on the configuration information, measured CSI-RSs, and localized observations of channel statistics
  • Transmit the CSI report

Potential Applications

  • Wireless communication systems
  • 5G and beyond networks
  • Internet of Things (IoT) devices

Problems Solved

  • Efficient channel state information feedback
  • Optimized parameter configuration for CSI reports
  • Enhanced network performance and reliability

Benefits

  • Improved network efficiency
  • Enhanced user experience
  • Better utilization of resources


Original Abstract Submitted

Methods and apparatuses for support of machine learning (ML) or artificial intelligence (AI) assisted channel state information (CSI) feedback. A method performed by a user equipment (UE) includes transmitting capability information indicating a capability of the UE to support a ML based parameter configuration associated with CSI reports; receiving configuration information that indicates parameters for the ML based parameter configuration associated with the CSI reports; and receiving CSI reference signals (RSs). The method further includes measuring the CSI-RSs; determining, based on the configuration information, the measured CSI-RSs, and information related to localized observations of channel statistics in one or more domains, configuration parameters in the one or more domains for the CSI reports; determining, based on the configuration parameters in the one or more domains, a CSI report; and transmitting the CSI report.