Abstract: A computer-implemented method is described that provides an initial workload sizing to be run on a cluster. This includes receiving a configuration file defined to create a container using verified cluster limits. The configuration file is verified and sections of interest containing input values to define a family of a container definition are extracted. The verified configuration file is classified as Good, Bad or Neutral by a trained classification model using the input values. The configuration file is tagged with the classification, and Neutral classifications are tagged as Good with a warning. For a Bad classification, a knowledge database is consulted to identify whether family specification limits exist. If the family limits exist, the configuration file is adjusted using a new set of cluster limits associated with the family specification. If the family limits do not exist, the configuration file is adjusted using a new set of aleatory updates.

Abstract: A real-time route determination system includes one or more communication devices in signal communication with a route server system. Each communication device is configured to receive one or both of vehicle data and user data to determine a stress-level based on one or both of the vehicle data and the user data. The route server system is configured to determine at least one navigation route in real-time based in part on the stress-level, and to output a route signal indicative of the at least one navigation route. The communication device displays a graphical map including a graphical route displaying the at least one navigation route.

Abstract: A real-time route determination system includes one or more communication devices in signal communication with a route server system. Each communication device is configured to receive one or both of vehicle data and user data to determine a stress-level based on one or both of the vehicle data and the user data. The route server system is configured to determine at least one navigation route in real-time based in part on the stress-level, and to output a route signal indicative of the at least one navigation route. The communication device displays a graphical map including a graphical route displaying the at least one navigation route.