Machine learning techniques for precise position determination

    公开(公告)号:US11537896B2

    公开(公告)日:2022-12-27

    申请号:US16424945

    申请日:2019-05-29

    申请人: Intel Corporation

    摘要: Systems, methods, computer program products, and apparatuses to determine, by a neural network based on training data related to wireless signals exchanged by a device and a plurality of wireless access points in an environment, a respective distance between the device and each wireless access point, receive location data related to a respective location of each wireless access point of the plurality of wireless access points, determine a geometric cost of the neural network based on a geometric cost function, the respective distances, and the received location data, and train a plurality of values of the neural network based on a backpropagation and the determined geometric cost.

    TECHNIQUES FOR ELEVATED DEVICE COMMUNICATION

    公开(公告)号:US20220158702A1

    公开(公告)日:2022-05-19

    申请号:US17435587

    申请日:2019-03-29

    申请人: Intel Corporation

    摘要: Systems and methods of beamforming and improving mmWave communications for drones are described. Multiple RF chains are used to adapt the main beam to track changes without the use of pilot signals. To reduce interference, interfering signal power is eliminated by optimizing a non-Gaussian measure to extract the interferers. The AoA of signals from a target drone on neighbouring drones and location of the neighbouring drones and base stations are used to independently corroborate the location reported by the target drone. The base station provides additional synchronization signals below 6 GHz and restricts the search/measurement space in the vertical direction. The inherent sparse structure above 6 GHz is exploited by applying different beamformers on a sounding signal and estimating the AoA and impulse response. Variations of fully digital and hybrid beamforming architectures for multi-cell DL sync and CRS measurement are described.

    PARAMETER UPDATE FOR RANGE-BASED POSITIONING

    公开(公告)号:US20210204243A1

    公开(公告)日:2021-07-01

    申请号:US16729104

    申请日:2019-12-27

    申请人: Intel Corporation

    摘要: Methods, apparatuses, and computer readable media for parameter update for range-based positioning. An apparatus of a station (STA) for parameter update for range-based positioning, the apparatus including processing circuitry configured to perform a distance estimating method with access points (APs) to determine distance estimates between the APs and the STA, the distant estimating method including parameters, and configured to determine a location of the STA based on the distance estimates between the APs and the STAs and locations of the APs. The processing circuitry further configured to: update the parameters by subtracting from a parameter of the parameters a learning rate times a derivative of a cost function with respect to the parameter, where the cost function is based on the determined location of the STA, the locations of the APs, and the distance estimates between the APs and the STA.

    METHODS AND DEVICES FOR BEAM TRACKING
    4.
    发明申请

    公开(公告)号:US20190296821A1

    公开(公告)日:2019-09-26

    申请号:US15935106

    申请日:2018-03-26

    申请人: Intel Corporation

    IPC分类号: H04B7/08

    摘要: A wireless communication device according to some aspects includes an output determiner configured to determine first weighted signals for a plurality of antennas with first beamforming weights, a selector configured to select, from the plurality of antennas, a reference antenna based on signal powers of the first weighted signals, a weight controller configured to determine second beamforming weights for a predetermined number of antennas of the plurality of antennas based on a difference between the first weighted signal of the reference antenna and the first weighted signals of the predetermined number of antennas, the output determiner further configured to determine second weighted signals for the plurality of antennas with the second beamforming weights.

    Systems and methods for rate adaptation in full-duplex wireless communication
    7.
    发明授权
    Systems and methods for rate adaptation in full-duplex wireless communication 有权
    全双工无线通信速率适配的系统和方法

    公开(公告)号:US09572068B2

    公开(公告)日:2017-02-14

    申请号:US14491224

    申请日:2014-09-19

    申请人: Intel Corporation

    摘要: This disclosure describes systems, methods, and computer-readable media related to employing rate adaptation in full-duplex communication. A first computing device may establish with a second computing device a full-duplex communication channel having a forward data transmission direction and a reverse data transmission direction. The first computing device may transmit to the second computing device a first data portion in the forward data transmission direction of the full-duplex communication channel at a default data transmission rate. The first computing device may receive a second data portion in the reverse direction of the full-duplex communication channel containing a forward channel quality information (CQI) associated with the forward data transmission direction. The first computing device may transmit a third data portion at a first data transmission rate, wherein the first data transmission rate is based at least in part on the forward CQI contained in the second data portion.

    摘要翻译: 本公开描述与全双工通信中采用速率适配相关的系统,方法和计算机可读介质。 第一计算设备可以与第二计算设备建立具有正向数据传输方向和反向数据传输方向的全双工通信信道。 第一计算设备可以以默认数据传输速率向全球双工通信信道的正向数据传输方向向第二计算设备发送第一数据部分。 第一计算设备可以在包含与正向数据传输方向相关联的前向信道质量信息(CQI)的全双工通信信道的相反方向上接收第二数据部分。 第一计算设备可以以第一数据传输速率发送第三数据部分,其中第一数据传输速率至少部分地基于包含在第二数据部分中的前向CQI。

    DEVICE AND METHOD FOR SELF-INTERFERENCE CANCELLATION
    8.
    发明申请
    DEVICE AND METHOD FOR SELF-INTERFERENCE CANCELLATION 有权
    用于自干扰消除的装置和方法

    公开(公告)号:US20160183100A1

    公开(公告)日:2016-06-23

    申请号:US14577317

    申请日:2014-12-19

    申请人: Intel Corporation

    IPC分类号: H04W24/02

    CPC分类号: H04W24/02 H04B1/525

    摘要: A method for self-interference cancellation in a wireless communication device. The wireless communication device has an estimator, a transmitter and a cancellation device. The estimator is configured to estimate a known signal received from a second wireless communication device when the second wireless communication device is utilized less than a predetermined threshold. The transmitter is configured to transmit within a coherence time of the estimated known signal, a predetermined signal. The cancellation device is configured to cancel the estimated known signal from a received signal.

    摘要翻译: 一种在无线通信设备中进行自干扰消除的方法。 无线通信设备具有估计器,发射机和取消设备。 估计器被配置为当使用第二无线通信设备小于预定阈值时,估计从第二无线通信设备接收的已知信号。 发射机被配置为在估计的已知信号的相干时间内发送预定信号。 取消装置被配置为从接收到的信号中消除估计的已知信号。

    Method and apparatus for power control in full-duplex wireless systems with simultaneous transmission reception
    9.
    发明授权
    Method and apparatus for power control in full-duplex wireless systems with simultaneous transmission reception 有权
    具有同时传输接收功能的全双工无线系统中功率控制的方法和装置

    公开(公告)号:US08861443B2

    公开(公告)日:2014-10-14

    申请号:US13623294

    申请日:2012-09-20

    申请人: Intel Corporation

    IPC分类号: H04W4/00 H04W52/24

    摘要: Wireless-device-to-wireless device (WD-WD) interference in a full-duplex wireless network is managed by an uplink transmit power control technique that minimizes interference experienced in downlink signals at other wireless devices in the wireless network. In one exemplary embodiment, an instantaneous antenna gain of the wireless device and a target uplink Signal-to-Interference-plus-Noise Ratio (SINR) of an uplink signal of the wireless device to the home base station are determined at the wireless device. A Noise plus Interference level at the home base station is received by either a closed-loop or an open-loop feedback technique. The uplink power level for an uplink signal of the wireless device is determined based on the determined antenna gain, the determined target uplink SINR and the received Noise plus Interference level at the home base station.

    摘要翻译: 全双工无线网络中的无线设备到无线设备(WD-WD)干扰由上行链路发射功率控制技术来管理,其最小化在无线网络中的其他无线设备处的下行链路信号中经历的干扰。 在一个示例性实施例中,在无线设备处确定无线设备的上行链路信号到家庭基站的无线设备的瞬时天线增益和目标上行链路信号到干扰加噪声比(SINR)。 家庭基站的噪声加干扰电平由闭环或开环反馈技术接收。 基于所确定的天线增益,确定的目标上行链路SINR和家庭基站处的接收的噪声加干扰电平来确定无线设备的上行链路信号的上行链路功率电平。