Abstract: The present disclosure relates to analysis of perturbed subjects using semantic embeddings. One example embodiment includes a method. The method includes applying a respective perturbation to each of a plurality of subjects in a controlled environment. The method also includes producing a respective visual representation for each of the perturbed subjects using at least one imaging modality. Further, the method includes obtaining, by a computing device for each of the respective visual representations, a corresponding semantic embedding associated with the respective visual representation. The semantic embedding associated with the respective visual representation is generated using a machine-learned, deep metric network model. In addition, the method includes classifying, by the computing device based on the corresponding semantic embedding, each of the visual representations into one or more groups.

Abstract: The present invention provides a system for managing a complex, the system comprising a discovery and monitoring subsystem, a reference model store subsystem, a reference model transcription subsystem, a reference model generation subsystem, a model comparator subsystem, a reference model update subsystem, a nonconformance visualization subsystem, a conformance monitoring subsystem, a change procedure generator subsystem, and a change automation subsystem.

Abstract: The present invention provides a system for managing a complex, the system comprising a discovery and monitoring subsystem for determining an operational model of the complex; a reference model store subsystem for storing and retrieving one or more reference models; a reference model transcription subsystem for providing a reference model of the complex; a reference model generation subsystem for modifying the reference model via inputs from an administrative client; a model comparator subsystem for providing a composite model; a reference model update subsystem for allowing the administrative client to select features of the current operational model to be incorporated into the reference model; a nonconformance visualization subsystem for providing a visual display of the composite model; a conformance monitoring subsystem for providing a predetermined action if the composite model indicates that the operational model does not conform with the reference model; a change procedure generator subsystem for provi

Abstract: The present invention provides a system for managing a complex, the system comprising a discovery and monitoring subsystem, a reference model store subsystem, a reference model transcription subsystem, a reference model generation subsystem, a model comparator subsystem, a reference model update subsystem, a nonconformance visualization subsystem, a conformance monitoring subsystem, a change procedure generator subsystem, and a change automation subsystem.

Abstract: The present invention provides a system for managing a complex, the system comprising a discovery and monitoring subsystem, a reference model store subsystem, a reference model transcription subsystem, a reference model generation subsystem, a model comparator subsystem, a reference model update subsystem, a nonconformance visualization subsystem, a conformance monitoring subsystem, a change procedure generator subsystem, and a change automation subsystem.