Abstract: Provided is a system and method for training and validating models in a machine learning pipeline for failure mode analytics. The machine learning pipeline may include an unsupervised training phase, a validation phase and a supervised training and scoring phase. In one example, the method may include receiving an identification of a machine learning model, executing a machine learning pipeline comprising a plurality of services which train the machine learning model via at least one of an unsupervised learning process and a supervised learning process, the machine learning pipeline being controlled by an orchestration module that triggers ordered execution of the services, and storing the trained machine learning model output from the machine learning pipeline in a database associated with the machine learning pipeline.

Abstract: Provided is a system and method for training and validating models in a machine learning pipeline for failure mode analytics. The machine learning pipeline may include an unsupervised training phase, a validation phase and a supervised training and scoring phase. In one example, the method may include receiving a request to create a machine learning model for failure mode detection associated with an asset, retrieving historical notification data of the asset, generating an unsupervised machine learning model via unsupervised learning on the historical notification data, wherein the unsupervised learning comprises identifying failure topics from text included in the historical notification data and mapping the identified failure topics to a plurality of predefined failure modes for the asset, and storing the generated unsupervised machine learning model via a storage device.

Abstract: Provided is a system and method for predicting leading indicators for predicting occurrence of an event at a target asset. Rather than rely on traditional manufacturer-defined leading indicators for an asset, the examples herein predict leading indicators for a target asset based on actual operating conditions at the target asset. Accordingly, unanticipated operating conditions can be considered. In one example, the method may include receiving operating data of a target resource, the operating data being associated with previous occurrences of an event at the target resource, predicting one or more leading indicators of the event at the target resource based on the received operating data, each leading indicator comprising a variable and a threshold value for the variable, and outputting information about the one or more predicted leading indicators of the target resource for display via a user interface.

Abstract: Some embodiments provide a program that retrieves a set of notifications describing failures that occurred on a set of monitored devices. The program further determines a set of topics based on the set of notifications. The program also determines failure modes associated with the set of topic from a plurality of failure modes defined for the set of monitored devices. The program further determines failure modes associated with the set of notifications based on the set of topics and the failure modes associated with the set of topics. The program also receives a particular notification that includes a particular set of words describing a failure that occurred on a particular monitored device in the set of monitored devices. The program further determines a failure mode associated with the particular notification based on the particular set of words and the determined failure modes associated with the set of notifications.

Abstract: A decoder network is trained to regenerate content based upon latent vectors associated with the content. The trained decoder network is pre-deployed to a device. The device can make a request to a second device for the content. Responsive to receiving such a request, the decoder network is utilized to create a first version of the original content using the latent vectors for the content. A delta, or residual, can also be computed between the first version of the content and the original content. The latent vectors and delta are transmitted to the device. The decoder network on the device utilizes the latent vectors to generate another first version of the original content. The delta is applied to the first version of the original content to generate a second version of the original content having a higher quality than the version of the original content generated by the decoder network.

Abstract: Methods and systems may provide an alignment scheme for components that may reduce positional deviation between the components. The method may include placing a first component on top of a substrate, wherein the first component includes a receiving alignment feature, and coupling a second component to the first component, wherein the coupling includes inserting a protruding alignment feature of the second component into the receiving alignment feature of the first component. In one example, the first component includes an edge-emitting semiconductor die and the second component include one or more of an optical lens and an alignment frame.

Abstract: Extruded polystyrene foams are made with an added brominated styrene-butadiene polymer as a flame retardant. The blowing agent is a mixture of carbon dioxide, ethanol and water, which may also contain a C4-C5 hydrocarbon. The blowing agent mixture overcomes a tendency of the brominated styrene-butadiene to form very small cells. This allows the foam to expand fully to form good quality, low density extruded foam.

Abstract: Methods and systems may provide an alignment scheme for components that may reduce positional deviation between the components. The method may include placing a first component on top of a substrate, wherein the first component includes a receiving alignment feature, and coupling a second component to the first component, wherein the coupling includes inserting a protruding alignment feature of the second component into the receiving alignment feature of the first component. In one example, the first component includes an edge-emitting semiconductor die and the second component include one or more of an optical lens and an alignment frame.

Abstract: In an embodiment, a method of providing an arranged display of data associated with a set of time periods is presented. In this method, values of a first data type are accessed, the values being observed during each of multiple time periods. An order for the time periods is determined based on the values of the first data type. A selectable region for each of the time periods is displayed, the regions being arranged according to the order. In response to a user selection of one of the selectable regions, a value of a second data type is displayed, the value of the second data type being observed during the time period of the selected one of the selectable regions.

Abstract: Methods and systems may provide an alignment scheme for components that may reduce positional deviation between the components. The method may include placing a first component on top of a substrate, wherein the first component includes a receiving alignment feature, and coupling a second component to the first component, wherein the coupling includes inserting a protruding alignment feature of the second component into the receiving alignment feature of the first component. In one example, the first component includes an edge-emitting semiconductor die and the second component include one or more of an optical lens and an alignment frame.

Abstract: Inflammatory cytokines e.g. IFN-?, serve as initiating stimuli for mesenchymal stem cell (MSC) immunosuppresive activity in vivo. Other inflammatory cytokines, such as TNF alpha, the molecule hemoxygenase I, and TLR ligation of MSC, may also provide such a response. Activated MSC's promote tissue regeneration in conditions such as aging, where regeneration is impaired. Wound healing in aged mammals was enhanced by restoring tensile strength to the levels of younger mammals. Activated MSCs were useful in treating wounds in diabetic primates.

Abstract: Methods and systems may provide an alignment scheme for components that may reduce positional deviation between the components. The method may include placing a first component on top of a substrate, wherein the first component includes a receiving alignment feature, and coupling a second component to the first component, wherein the coupling includes inserting a protruding alignment feature of the second component into the receiving alignment feature of the first component. In one example, the first component includes an edge-emitting semiconductor die and the second component include one or more of an optical lens and an alignment frame.