Human activity and transition detection

    公开(公告)号:US11271629B1

    公开(公告)日:2022-03-08

    申请号:US15906623

    申请日:2018-02-27

    Abstract: A system that can determine states of human activity and transitions between those states using wireless signal data. A machine learning model such as a Hidden Markov Model (HMM) may be trained to determine transitions between states of human activity (e.g., static, slow movement, fast movement) using information from wireless signal data, such as channel state information gathered from Wi-Fi signal beacons. Depending on the state of the human activity the system may then cause certain commands to be executed corresponding to the human activity such as turning on a certain configuration of lights, playing certain music, or the like.

    Indoor location estimation for wireless device

    公开(公告)号:US10674331B1

    公开(公告)日:2020-06-02

    申请号:US16299744

    申请日:2019-03-12

    Abstract: Technology for indoor location estimation of wireless stations is described. In one embodiment, a processing device identifies a plurality of wireless stations that support a signal round-trip-time measurement protocol. The processing device associates the plurality of wireless stations with one another to form a logical grouping of the plurality of wireless stations and provides an indication of the plurality of wireless stations in the logical grouping to each of the plurality of wireless stations. The processing device receives a first round-trip-time measurement value for a signal transmitted between a first wireless station and a second wireless station of the logical grouping and a second round-trip-time measurement value for a signal transmitted between the first wireless station and a third wireless station of the logical grouping. These round-trip-time measurement values indicate a distance between the wireless stations, respectively. The processing device determines, using the first distance and the second distance, a position of the first wireless station relative to the second wireless station and the third wireless station.

    Presence detection using wireless signals confirmed with ultrasound and/or audio

    公开(公告)号:US10310079B1

    公开(公告)日:2019-06-04

    申请号:US15910897

    申请日:2018-03-02

    Abstract: A method includes receiving, by a first wireless device, first data indicative of channel properties of a first communication link between the first wireless device and a second wireless device, the first wireless device and the second wireless device being located in a same vicinity. The method further includes detecting, using a supervised machine learning (ML) model applied to the first data, human movement and presence of stationary objects within the same vicinity and activating, by the first wireless device in response to detection of the human movement, an ultrasonic signal. The method further includes receiving, by the first wireless device, a reflected component of the ultrasonic signal and confirming, by the first wireless device using the reflected component, presence of a human in the same vicinity.

    Orientation of directional antennas
    7.
    发明授权
    Orientation of directional antennas 有权
    定向天线方位

    公开(公告)号:US09590298B1

    公开(公告)日:2017-03-07

    申请号:US14711737

    申请日:2015-05-13

    CPC classification number: H01Q3/08 H01Q1/1257 H01Q1/28

    Abstract: Systems, methods, and apparatus are provided for enabling orientation of directional antennas even when one or more of the directional antennas are moving. Position information for each directional antenna is transmitted using an omnidirectional antenna transmitting at a low bandwidth and a low power. The position information of the directional antennas is used to orient the directional antennas so that a high bandwidth, low power wireless connection can be enabled and/or maintained between the directional antennas. The position information is periodically transmitted and the orientation of the directional antennas is updated as one or more of the directional antennas move so that the wireless connection between the directional antennas is maintained.

    Abstract translation: 提供了系统,方法和装置,用于即使当定向天线中的一个或多个正在移动时,定向天线的取向也是如此。 使用以低带宽和低功率发送的全向天线来发送每个定向天线的位置信息。 定向天线的位置信息用于定向方向天线,使得可以在定向天线之间启用和/或维持高带宽低功率无线连接。 周期性地发送位置信息,并且随着一个或多个定向天线的移动,定向天线的方向被更新,从而保持定向天线之间的无线连接。

    Coexistence-insensitive presence detection

    公开(公告)号:US10305766B1

    公开(公告)日:2019-05-28

    申请号:US15965449

    申请日:2018-04-27

    Abstract: A system and method include processing logic receiving, from a wireless transceiver of a first device, first data indicative of channel state information (CSI) of a first communication link between the wireless transceiver and a wireless transmitter of a second device, the first device and the second device being located in a building. The logic pre-preprocesses the first data to generate input vectors composed of statistical parameter values derived from sets of discrete samples of the first data. The logic processes, through a long short-term memory (LSTM) layer of a neural network, the input vectors to generate multiple hidden state values of the neural network. The logic processes, through a set of additional layers of the neural network, respective hidden state values of the multiple hidden state values to determine that a human is present in the building.

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