公开(公告)号：US20240007917A1

公开(公告)日：2024-01-04

申请号：US17896085

申请日：2022-08-26

Applicant: Intel Corporation

Inventor： Vaibhav SINGH ,  Christian MACIOCCO

IPC: H04W36/06 ,  H04L25/49 ,  H04W36/30 ,  H04W36/22

CPC classification number: H04W36/06 ,  H04L25/4927 ,  H04W36/30 ,  H04W36/22

Abstract: A wireless communication device including a memory configured to store instructions; a processor coupled to the memory configured to execute the instructions stored on the memory, wherein the instructions are configured to receive a request message to update a radio access network (RAN) quantization scheme; determine an updated quantization scheme based on properties of a RAN; determine if the updated quantization scheme satisfies a RAN performance criterion; and generate a message including instructions for the updated quantization scheme.

公开(公告)号：US20250008346A1

公开(公告)日：2025-01-02

申请号：US18342807

申请日：2023-06-28

Applicant: Intel Corporation

Inventor： Vaibhav SINGH ,  Christian MACIOCCO

IPC: H04W24/02 ,  G06N20/00 ,  H04W72/04

Abstract: A device may include a memory configured to store an artificial intelligence or machine learning model (AI/ML) configured to provide an output used in radio resource management of a plurality of cells; and a processor configured to: obtain cell-specific parameters of the plurality of cells of a mobile communication network; select a subset of the plurality of cells based on obtained cell-specific parameters; and cause the AI/ML to be trained with radio access network (RAN)-related data of the subset of the plurality of cells.

公开(公告)号：US20240098575A1

公开(公告)日：2024-03-21

申请号：US17948267

申请日：2022-09-20

Applicant: Intel Corporation

Inventor： Vaibhav SINGH ,  Christian MACIOCCO ,  Thijs METSCH ,  Amar SRIVASTAVA

IPC: H04W28/16 ,  H04W16/22 ,  H04W24/02 ,  H04W48/16

CPC classification number: H04W28/16 ,  H04W16/22 ,  H04W24/02 ,  H04W48/16 ,  H04W88/18

Abstract: A device may include a memory and a processor configured to obtain cell data representative of one or more attributes associated with a state of a cell of a mobile communication network, wherein radio resources of the cell are managed based on a radio resource management model, determine, for the radio resource management model, an update timescale based on the cell data, and communicate timescale information representative of the determined update timescale to the radio resource management model, wherein the timescale information is configured to cause the radio resource management model to update model parameters to manage the radio resources of the cell based on the determined update timescale.

公开(公告)号：US20240298225A1

公开(公告)日：2024-09-05

申请号：US18574651

申请日：2022-10-19

Applicant: Intel Corporation

Inventor： Maruti Gupta HYDE ,  Yi ZHANG ,  Vaibhav SINGH ,  Ziyi LI ,  Christian Maciocco

IPC: H04W36/00 ,  H04W24/02 ,  H04W52/02

CPC classification number: H04W36/0072 ,  H04W24/02 ,  H04W52/02

Abstract: An apparatus for an access node, includes a memory interface to send or receive, to or from a data storage device, measurement information for measurement signaling between a first next generation radio access network (NG-RAN) node and a second NG-RAN node. The apparatus also includes processor circuitry communicatively coupled to the memory interface, the processor circuitry to initiate execution of a machine learning (ML) model by the first NG-RAN node to select an energy saving state for the first NG-RAN node, the second NG-RAN node or a user equipment (UE), and generate one or more messages with an information element (IE) with one or more parameters to request measurement information according to the one or more parameters, the measurement information to comprise feedback information to train the ML model. Other embodiments are described and claimed.

公开(公告)号：US20230199519A1

公开(公告)日：2023-06-22

申请号：US17558618

申请日：2021-12-22

Applicant: Intel Corporation

Inventor： Vaibhav SINGH ,  Christian MACIOCCO ,  Maruti GUPTA HYDE ,  Nageen HIMAYAT

IPC: H04W24/02 ,  H04W28/16 ,  H04W16/22

CPC classification number: H04W24/02 ,  H04W16/22 ,  H04W28/16

Abstract: The present disclosure relates to a system for use in a wireless network, the system including: a processor configured to determine a performance parameter representative of a performance of a model of radio resource management, the model operating on a radio access network environment; and a radio resource manager configured to perform radio resource management dependent on the performance parameter.

公开(公告)号：US20230188233A1

公开(公告)日：2023-06-15

申请号：US17549937

申请日：2021-12-14

Applicant: Intel Corporation

Inventor： Maruti GUPTA HYDE ,  Vaibhav SINGH ,  Christian MACIOCCO ,  Nageen HIMAYAT ,  Rath VANNITHAMBY ,  Satish JHA

IPC: H04B17/391 ,  G06N3/02 ,  H04W24/06 ,  H04W48/16

CPC classification number: H04B17/3912 ,  H04B17/3913 ,  G06N3/02 ,  H04W24/06 ,  H04W48/16

Abstract: The present disclosure relates to a device for use in a wireless network, the device including: a processor configured to: provide input data to a trained machine learning model, the input data representative of a network environment of the wireless network, wherein the trained machine learning model is configured to provide, based on the input data, output data representative of an expected performance of a plurality of configurations of network components with respect to power consumption and performance of the wireless network; select a configuration of a network component from the plurality of configurations based on the output data of the trained machine learning model; and instruct an operation of the network component according to the selected configuration; and a memory coupled with the processor, the memory storing the input data provided to the trained machine learning model and/or the output data from the trained machine learning model.

公开(公告)号：US20240107443A1

公开(公告)日：2024-03-28

申请号：US17953361

申请日：2022-09-27

Applicant: Intel Corporation

Inventor： Vaibhav SINGH ,  Christian MACIOCCO

IPC: H04W52/02 ,  H04B7/0413 ,  H04B7/06 ,  H04B7/08

CPC classification number: H04W52/0206 ,  H04B7/0413 ,  H04B7/06 ,  H04B7/08

Abstract: A device may include a memory and a processor configured to determine, based on first cell data representative of conditions of a cell of a mobile communication network at a first stage associated with a first instance of time, a set of configurations for an antenna array comprising a plurality of antenna elements, wherein each configuration of the set of configurations comprises a configuration in which a subset of the plurality of antenna elements are to be used to perform communications within the cell, and select one or more antenna configurations for the antenna array from the determined set of configurations, wherein each antenna configuration of the one or more antenna configurations are selected based on further cell data representative of the conditions of the cell at a further stage associated with a further instance of time after the first instance of time.

公开(公告)号：US20240061741A1

公开(公告)日：2024-02-22

申请号：US18268956

申请日：2020-12-26

Applicant: Intel Corporation

Inventor： Rajat AGARWAL ,  Hsing-Min CHEN ,  Wei P. CHEN ,  Wei WU ,  Jing LING ,  Kuljit S. BAINS ,  Kjersten E. CRISS ,  Deep K. BUCH ,  Theodros YIGZAW ,  John G. HOLM ,  Andrew M. RUDOFF ,  Vaibhav SINGH ,  Sreenivas MANDAVA

IPC: G06F11/10

CPC classification number: G06F11/10

Abstract: A memory subsystem includes memory devices with space dynamically allocated for improvement of reliability, availability, and serviceability (RAS) in the system. Error checking and correction (ECC) logic detects an error in all or a portion of a memory device. In response to error detection, the system can dynamically perform one or more of: allocate active memory device space for sparing to spare a failed memory segment; write a poison pattern into a failed cacheline to mark it as failed; perform permanent fault detection (PFD) and adjust application of ECC based on PFD detection; or, spare only a portion of a device and leave another portion active, including adjusting ECC based on the spared portion. The error detection can be based on bits of an ECC device, and error correction based on those bits and additional bits stored on the data devices.