Abstract: Systems and methods for presence ground truth approximation and utilization are disclosed. For example, a system detects the presence of a predefined subject, such as a person associated with a given user profile, and/or determines that authentication criteria for performing an action in association with the user profile has been satisfied. A period of time to associate data is determined, and data of one or more data types is labeled as being associated with the speaker identification event. That data may be formatted and input into one or more models to train those models to more accurately detect presence and/or determine whether authentication of a user profile should succeed.

Abstract: Systems and methods for sensitive data management are disclosed. A voice-enabled device may generate audio data representing a request from a user utterance. A remote system may perform speech-processing operations, including obtaining responsive text data from a third-party application. In examples, a sensitivity designation may be received from the third-party application, which may cause the remote system to encrypt the responsive text data, redact the text data, and/or remove the text data from the remote system after the response is provided to the voice-enabled device.

Abstract: Systems and methods for presence ground truth approximation and utilization are disclosed. For example, a system detects the presence of a predefined subject, such as a person associated with a given user profile, and/or determines that authentication criteria for performing an action in association with the user profile has been satisfied. A period of time to associate data is determined, and data of one or more data types is labeled as being associated with the speaker identification event. That data may be formatted and input into one or more models to train those models to more accurately detect presence and/or determine whether authentication of a user profile should succeed.

Abstract: Systems and methods for sensitive data management are disclosed. A voice-enabled device may generate audio data representing a request from a user utterance. A remote system may perform speech-processing operations, including obtaining responsive text data from a third-party application. In examples, a sensitivity designation may be received from the third-party application, which may cause the remote system to encrypt the responsive text data, redact the text data, and/or remove the text data from the remote system after the response is provided to the voice-enabled device.

Abstract: The present invention is directed to dynamically assessing risk for industrial or other assets and taking actions once this is determined. In some aspects, a determination is made based on where on a scale of risk an asset is operating. In other aspects, a ranking of all assets is made, and various actions are taken based upon the ranking. For example, some assets may be need to be serviced before others, and the ranking may specify the order of service.

Abstract: A mapping is automatically created based upon first data records, and the mapping links customer equipment names found in the first data set to selected universal equipment names. The mapping is subsequently refined based upon a review. Using the mapping, customer equipment names found in second data records are automatically mapped to selected universal equipment names. An analytic determines a first metric for a selected first equipment of a first customer and a second metric for a second equipment of a second customer. A comparison of the first metric and the second metric is presented. The comparison is valid because of the mapping.

Abstract: Processing data related to the failure of components of industrial machinery is performed. The processing comprises receiving textual information that relates to a repair of an industrial machine, analyzing the textual information to determine a cause of failure or a failure mode for the industrial machine, and then determining additional insights based upon the failure mode.

Abstract: A risk assessment associated with an industrial machine or component of the machine is performed. A trigger message is received from the industrial machine. When the trigger message is received, a hyperlink is dynamically rendered to a user on a display. A user selects the hyperlink by a user. When the hyperlink is selected by the user, a dynamic risk assessment display is rendered on a display device to the user, and the risk assessment display communicating the risk assessment.

Abstract: A spectral encoder for producing spectrally selected images of a radiation field containing multiple spectral components. An imaging spectrograph defines a first optical path that produces from the input radiation field a spectrally dispersed image comprising multiple spectral components displaced along a dispersion direction. Spectral pass bands are encoded on the dispersed image by a programmable spatial light modulator using one or more spatial masks. The imaging spectrograph further defines a second optical path that reverses the spectral dispersion of the first path and produces a spectrally-encoded polychromatic output image containing only those spectral components encoded by the spatial mask. The first and second optical paths share a common dispersing element. A detector records at least one spatial region of the spectrally encoded output image.