Abstract: Multidimensional MRI-based methods permit identification and categorization of brain specimens to identify sub-voxel tissue components that are specific to traumatic axon injury or other lesions. Lower dimensional MR spectral data is acquired and processed to provide multidimensional MR data of higher dimensions. One or more spectral ranges are selected that define signatures for brain injury and evaluation of the multidimensional MR data in these ranges is used to locate voxels associated with brain injury. For example, partial one dimensional data sets such as T1, T2, and mean diffusion coefficient (MD) data sets can be combined to provide two dimensional data sets such as T1-T2, MD-T2, and MD-T1 data sets. Using the spectral signatures, a specimen image can be produced showing areas of lesser or greater injury.

Abstract: A system for centralized monitoring and control of Internet of Things (IoT) devices comprises an abstraction module development utility and an IoT device management system. The abstraction module development utility determines one or more device-specific user interface (UI) interactions for performing an action for each of a plurality of different IoT device types and generates an abstraction module for each of the different IoT device types. The IoT device management system is configured to generate one or more non-device-specific API calls for performing the action with respect to a particular IoT device, determine an IoT device type from among the plurality of different IoT device types for the particular IoT device, and direct the one or more non-device-specific API calls for performing the action to the abstraction module for the determined IoT device type for execution against the particular IoT device.

Abstract: A system for centralized monitoring and control of Internet of Things (IoT) devices comprises an abstraction module development utility and an IoT device management system. The abstraction module development utility determines one or more device-specific user interface (UI) interactions for performing an action for each of a plurality of different IoT device types and generates an abstraction module for each of the different IoT device types. The IoT device management system is configured to generate one or more non-device-specific API calls for performing the action with respect to a particular IoT device, determine an IoT device type from among the plurality of different IoT device types for the particular IoT device, and direct the one or more non-device-specific API calls for performing the action to the abstraction module for the determined IoT device type for execution against the particular IoT device.