公开(公告)号：US10270609B2

公开(公告)日：2019-04-23

申请号：US14725989

申请日：2015-05-29

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Hema Swetha Koppula ,  Chenxia Wu ,  Ozan Sener

IPC分类号： G05B15/02 ,  G06N99/00 ,  H04L12/28 ,  H04L29/08

摘要： A first input is received from a plurality of sensors. A first state including a first location based on the first input is determined. The first state is associated with a first probability. A second input is received from the plurality of sensors. A second state including a second location is determined based on the second input associated with a second probability. It is determined that the second state corresponds to an actual state based on a transition model and the second probability. The transition model associates the first state with the second state and indicates a likelihood of a transition from the first state to the second state. A rule to change a state of at least one network connected device is triggered based on the second state.

公开(公告)号：US10157613B2

公开(公告)日：2018-12-18

申请号：US15354115

申请日：2016-11-17

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Brendan Berman ,  Deng Deng ,  Lukas Kroc

IPC分类号： G10L21/00 ,  G10L15/22 ,  G10L15/26 ,  G06F3/16 ,  G10L15/30 ,  H04L12/28

摘要： Network connected devices are controlled. A command is received. A graph model is applied to identify a subset of nodes related to the command. The graph model includes a plurality of nodes that each correspond to a device and the graph model includes a plurality of edges that specify relationships between the plurality of nodes. The subset of nodes is activated in response to the command.

公开(公告)号：US20210160326A1

公开(公告)日：2021-05-27

申请号：US17169343

申请日：2021-02-05

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Jinjing Zhou ,  Maurice Chu ,  Deng Deng ,  Kunal Lad ,  Ashwini Venkatesh

IPC分类号： H04L29/08 ,  H04W4/38 ,  G06N7/00 ,  G06N20/00 ,  H04W4/029 ,  H04W4/33 ,  H04W4/70 ,  G06N5/02

摘要： Sensor data is received from a physical environment sensor. A component region associated with at least a portion of the sensor data is identified. A physical environment has been defined to include a plurality of component regions. Context information associated with the identified component region is obtained. The context information is utilized in association with a prediction model.

公开(公告)号：US10931758B2

公开(公告)日：2021-02-23

申请号：US15953238

申请日：2018-04-13

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Jinjing Zhou ,  Maurice Chu ,  Deng Deng ,  Kunal Lad ,  Ashwini Venkatesh

IPC分类号： G10L15/22 ,  G06F17/30 ,  H04L12/26 ,  H04L29/08 ,  H04W4/38 ,  G06N7/00 ,  G06N20/00 ,  H04W4/029 ,  H04W4/33 ,  H04W4/70 ,  G06N5/02 ,  H04W84/18

摘要： Sensor data is received from a physical environment sensor. A component region associated with at least a portion of the sensor data is identified. A physical environment has been defined to include a plurality of component regions. Context information associated with the identified component region is obtained. The context information is utilized in association with a prediction model.

公开(公告)号：US10605470B1

公开(公告)日：2020-03-31

申请号：US15064494

申请日：2016-03-08

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Chenxia Wu ,  Ozan Sener ,  Brendan Berman ,  Deng Deng ,  Lukas Kroc

IPC分类号： F24F11/00 ,  H04L12/24 ,  H04L29/08 ,  G06N7/00 ,  G06N5/02 ,  G06N20/00 ,  G06K9/00 ,  G06N3/00

摘要： A network connected controllable device is automatically controlled. A plurality of inputs that indicate states of a network connected device environment associated with a property of the network connected controllable device to be automatically controlled is received. A plurality of output candidates is evaluated according to an optimization function. The optimization function depends on the plurality of inputs and one or more parameters and the output candidates are associated with candidate settings of the property of the network connected controllable device to be automatically controlled. An output that optimizes the optimization function is selected among the plurality of output candidates.

公开(公告)号：US20210288832A1

公开(公告)日：2021-09-16

申请号：US17337153

申请日：2021-06-02

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Hema Swetha Koppula ,  Chenxia Wu ,  Ozan Sener

IPC分类号： H04L12/28 ,  H04L29/08 ,  G06N20/00 ,  G05B15/02 ,  G06N5/02

摘要： A first input is received from a plurality of sensors. A first state including a first location based on the first input is determined. The first state is associated with a first probability. A second input is received from the plurality of sensors. A second state including a second location is determined based on the second input associated with a second probability. It is determined that the second state corresponds to an actual state based on a transition model and the second probability. The transition model associates the first state with the second state and indicates a likelihood of a transition from the first state to the second state. A rule to change a state of at least one network connected device is triggered based on the second state.

公开(公告)号：US11050577B2

公开(公告)日：2021-06-29

申请号：US16292075

申请日：2019-03-04

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Hema Swetha Koppula ,  Chenxia Wu ,  Ozan Sener

IPC分类号： H04L12/28 ,  H04L29/08 ,  G05B15/02 ,  G06N20/00 ,  G06N5/02

摘要： A first input is received from at least one of a plurality of sensors. Based on the first input, a first probability associated with a first state is determined. A second input is received from at least one of the plurality of sensors. Based on the second input, a second probability associated with a second state is determined. The second state is based on a transition model and the second probability. The transition model associates the first state with the second state and indicates a likelihood of a transition from the first state to the second state. A rule is triggered to change a state of at least one network connected device based on the second state.

公开(公告)号：US20200341436A1

公开(公告)日：2020-10-29

申请号：US16927743

申请日：2020-07-13

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Brendan Berman ,  Jinjing Zhou ,  Maurice Chu

IPC分类号： G05B13/02

摘要： Sensor information is received. Based at least in part on at least one state detected using the sensor information, an expected value for automatically performing an action associated with a device controlled by a device controller system is evaluated as compared to an expected value for potentially performing, subject to a user interactive qualification, the action associated with the device controlled by the device controller. It is determined that the expected value of automatically performing the action is insufficient to trigger automatically performing the action without being subject to the user interactive qualification. A confirmatory indication is identified. Based at least in part on the confirmatory indication, an instruction is sent to the device to perform the action.

公开(公告)号：US10721088B2

公开(公告)日：2020-07-21

申请号：US15985397

申请日：2018-05-21

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Lukas Kroc ,  Yu Zhou ,  Deng Deng

IPC分类号： H04L12/28 ,  G05B19/042 ,  G05B15/02 ,  G05B19/04

摘要： One embodiment can provide a home-automation system. The home-automation device can include a mechanical supporting structure and a plurality of components mechanically coupled to the mechanical supporting structure. The plurality of components can include a central controller, one or more printed circuit boards (PCBs), and a plurality of sensors mounted on the one or more PCBs. The central controller can be configured to detect a user event based on output from multiple sensors, with each sensor being configured to sense parameters in a different physical domain.

公开(公告)号：US11243502B2

公开(公告)日：2022-02-08

申请号：US16927743

申请日：2020-07-13

申请人： BrainofT Inc.

发明人： Ashutosh Saxena ,  Brendan Berman ,  Jinjing Zhou ,  Maurice Chu

IPC分类号： G05B13/02

摘要： Sensor information is received. Based at least in part on at least one state detected using the sensor information, an expected value for automatically performing an action associated with a device controlled by a device controller system is evaluated as compared to an expected value for potentially performing, subject to a user interactive qualification, the action associated with the device controlled by the device controller. It is determined that the expected value of automatically performing the action is insufficient to trigger automatically performing the action without being subject to the user interactive qualification. A confirmatory indication is identified. Based at least in part on the confirmatory indication, an instruction is sent to the device to perform the action.