Neural network applications in resource constrained environments

    公开(公告)号:US11599786B2

    公开(公告)日:2023-03-07

    申请号:US16267285

    申请日:2019-02-04

    IPC分类号: G06N3/08 G06N3/04 G06N3/063

    摘要: Systems and methods are disclosed for applying neural networks in resource-constrained environments. A system may include a sensor located in a resource-constrained environment configured to generate sensor data of the resource-constrained environment. The system may also include a first computing device not located in the resource-constrained environment configured to produce a neural network structure based on the sensor data. The system may further include a second computing device located in the resource-constrained environment configured to provide the sensor data as input to the neural network structure. The second computing device may be further configured to determine a state of the resource-constrained environment based on the input of the sensor data to the neural network structure.

    NEURAL NETWORK APPLICATIONS IN RESOURCE CONSTRAINED ENVIRONMENTS

    公开(公告)号:US20190171937A1

    公开(公告)日:2019-06-06

    申请号:US16267285

    申请日:2019-02-04

    IPC分类号: G06N3/08 G06N3/063 G06N3/04

    摘要: Systems and methods are disclosed for applying neural networks in resource-constrained environments. A system may include a sensor located in a resource-constrained environment configured to generate sensor data of the resource-constrained environment. The system may also include a first computing device not located in the resource-constrained environment configured to produce a neural network structure based on the sensor data. The system may further include a second computing device located in the resource-constrained environment configured to provide the sensor data as input to the neural network structure. The second computing device may be further configured to determine a state of the resource-constrained environment based on the input of the sensor data to the neural network structure.

    NEURAL NETWORK APPLICATIONS IN RESOURCE CONSTRAINED ENVIRONMENTS

    公开(公告)号:US20180232639A1

    公开(公告)日:2018-08-16

    申请号:US15947295

    申请日:2018-04-06

    IPC分类号: G06N3/08 G06N3/063 G06N3/04

    CPC分类号: G06N3/08 G06N3/04 G06N3/063

    摘要: Systems and methods are disclosed for applying neural networks in resource-constrained environments. A system may include a sensor located in a resource-constrained environment configured to generate first sensor data and second sensor data of the resource-constrained environment. The system may also include a first computing device not located in the resource-constrained environment configured to produce a neural network structure based on the first sensor data. The system may also include a second computing device configured to determine a state of the resource-constrained environment based on input of the second sensor data to the neural network structure. The system may also include a controller located in the resource-constrained environment configured to control a device in the resource-constrained environment based on the state of the resource-constrained environment determined by the second computing device. The second computing device may be further configured to calculate an activation area for the neural network structure.