There is disclosed in an example, a fabric interface device, having: a fabric interconnect to communicatively couple to a fabric; service level agreement (SLA) input logic to receive an SLA data structure from a controller, the SLA data structure providing an end-to-end SLA for a resource flow provided by a plurality of resources, and comprising QoS metrics for the resources; and SLA output logic to propagate the QoS metrics out to the resources via the fabric interconnect.

A target sample to be chemically analyzed is received at a microfluidic device which is part of an analysis card. The microfluidic device includes at least one input layer configured to receive the target sample, at least one intermediary layer, and at least one readout layer configured to present one or more color attributes at one or more readout regions in response to one or more colorimetric reactions to the target sample. An image of the readout layer of the microfluidic device is obtained. A calibration file that corresponds to the analysis card is obtained. The calibration file includes a calibrated model of at least one color attribute based on data from at least one known chemical attribute of at least one standard sample processed by a calibration card. A data processing function is executed on the obtained image by comparing the one or more color attributes at the one or more readout regions to the calibrated model of the at least one color attribute to determine at least one chemical attribute of the target sample.

A method includes receiving, by a data processor of a non-destructive testing (NDT) device, data characterizing an inspection point identifying an asset to be inspected using the NDT device. The method also includes determining, by the data processor, an inspection procedure associated with the asset based on the inspection point included in the received data. In addition, the method includes determining, by the data processor, a user interface configuration of the NDT device, the user interface configuration including a graphical interface configuration provided via a graphical user interface displayed on a display of the NDT device and a manual interface configuration corresponding to an actuated interface device of the NDT device. The method further includes configuring, by the data processor, the NDT device to perform the inspection procedure by applying the determined user interface configuration.

A processing device to be used for optical inspection of samples is configured to be communicatively coupled to a camera of an optical inspection device and to a user interface, to receive input data from the user interface and/or from the camera, to provide output data to the user interface, to be communicatively coupled to a storage device, to provide instructions, by accessing instruction data stored at the storage device, for optical quality inspection of samples to be performed by a user via the user interface. The instructions include instructions regarding what kind of optical quality inspection to be performed on which sample. The processing device is further configured to receive quality report data from the optical quality inspection via the user interface, and/or image data of images acquired by the camera, and to store the quality report data and/or the image data in the storage device.

A target sample to be chemically analyzed is received at a microfluidic device which is part of an analysis card. The microfluidic device includes at least one input layer configured to receive the target sample, at least one intermediary layer, and at least one readout layer configured to present one or more color attributes at one or more readout regions in response to one or more colorimetric reactions to the target sample. An image of the readout layer of the microfluidic device is obtained. A calibration file that corresponds to the analysis card is obtained. The calibration file includes a calibrated model of at least one color attribute based on data from at least one known chemical attribute of at least one standard sample processed by a calibration card. A data processing function is executed on the obtained image by comparing the one or more color attributes at the one or more readout regions to the calibrated model of the at least one color attribute to determine at least one chemical attribute of the target sample.

A processing device to be used for optical inspection of samples is configured to be communicatively coupled to a camera of an optical inspection device and to a user interface, to receive input data from the user interface and/or from the camera, to provide output data to the user interface, to be communicatively coupled to a storage device, to provide instructions, by accessing instruction data stored at the storage device, for optical quality inspection of samples to be performed by a user via the user interface. The instructions include instructions regarding what kind of optical quality inspection to be performed on which sample. The processing device is further configured to receive quality report data from the optical quality inspection via the user interface, and/or image data of images acquired by the camera, and to store the quality report data and/or the image data in the storage device.

There is disclosed in an example, a fabric interface device, having: a fabric interconnect to communicatively couple to a fabric; service level agreement (SLA) input logic to receive an SLA data structure from a controller, the SLA data structure providing an end-to-end SLA for a resource flow provided by a plurality of resources, and comprising QoS metrics for the resources; and SLA output logic to propagate the QoS metrics out to the resources via the fabric interconnect.

A processing device to be used for optical inspection of samples is configured to be communicatively coupled to a camera of an optical inspection device and to a user interface, to receive input data from the user interface and/or from the camera, to provide output data to the user interface, to be communicatively coupled to a storage device, to provide instructions, by accessing instruction data stored at the storage device, for optical quality inspection of samples to be performed by a user via the user interface. The instructions include instructions regarding what kind of optical quality inspection to be performed on which sample. The processing device is further configured to receive quality report data from the optical quality inspection via the user interface, and/or image data of images acquired by the camera, and to store the quality report data and/or the image data in the storage device.