Abstract: An aspect of providing job assignment optimization includes creating a feature vector from features extracted from a new job request. Each of the features is associated with a constraint on minimum requirements with respect to a level of experience of a potential candidate. An aspect further includes creating a feature vector for each employee that includes skills attributed to the employee and instances that each of the skills have been completed, searching feature vectors generated from the employee database for the minimum requirements indicated in the new job request feature vector, searching the feature vectors of the database for the minimum requirements indicated by constraints associated with the new job request, modeling aggregate utility of past experience of employees as a weighted sum of applied utility functions, and generating a score indicating a difference between a potential post assignment and a pre-assignment utility. An aspect also includes outputting qualified candidates.

Abstract: A method for localizing the source of air pollution that includes receiving pollution data from a network in communication with at least one air pollution sensor that is connected to at least one motor vehicle in a stationary position. Each stationary motor vehicle of the network is positioned at a different air pollution measurement location. The method may further include determining from the pollution data an origin of an air pollutant using an air pollution model provided by a pollutant source localization device including at least one hardware processor.

Abstract: A system and method for charging of a mobile device in an ad hoc charging system. A plurality of mobile device users are registered in the ad hoc charging system, each with a charging profile. A plurality of charging stations are registered in the ad hoc charging system, each with a charge supply profile. A mobile device user is authenticated as an ad hoc charging system registered user with one of the plurality of registered charging stations, thereby enabling a charging connection between the authenticated user and the one registered charging station. The charging of the authenticated user's mobile device is controlled according to the authenticated user's charging profile and the one registered charging station's charge supply profile. Energy monitoring, movement tracking, energy prediction, user notification and energy allocation features are also included.

Abstract: A mechanism is provided for parking space management of a managed parking structure. Information is received from a vehicle that has parked in the managed parking structure. The information from the vehicle is utilized to determine a probabilistic location of the vehicle within the managed parking structure. Responsive to determining the probabilistic location of the vehicle within the managed parking structure using the information from the vehicle, an occupied parking space evidence data structure is updated with a vehicle identifier of the vehicle as being associated with the location of the vehicle within the managed parking structure.

Abstract: A method for localizing the source of air pollution that includes receiving pollution data from a network in communication with at least one air pollution sensor that is connected to at least one motor vehicle in a stationary position. Each stationary motor vehicle of the network is positioned at a different air pollution measurement location. The method may further include determining from the pollution data an origin of an air pollutant using an air pollution model provided by a pollutant source localization device including at least one hardware processor.

Abstract: A method for localizing the source of air pollution that includes receiving pollution data from a network in communication with at least one air pollution sensor that is connected to at least one motor vehicle in a stationary position. Each stationary motor vehicle of the network is positioned at a different air pollution measurement location. The method may further include determining from the pollution data an origin of an air pollutant using an air pollution model provided by a pollutant source localization device including at least one hardware processor.

Abstract: A mechanism is provided for parking space management of a managed parking structure. Information is received from a vehicle that has parked in the managed parking structure. The information from the vehicle is utilized to determine a probabilistic location of the vehicle within the managed parking structure. Responsive to determining the probabilistic location of the vehicle within the managed parking structure using the information from the vehicle, an occupied parking space evidence data structure is updated with a vehicle identifier of the vehicle as being associated with the location of the vehicle within the managed parking structure.

Abstract: A method for forecasting time delays added to a scheduled start time and a scheduled end time of a task includes generating a stochastic model of the task and resources affecting the task, the stochastic model includes a reactionary delay component that is a function of previous task end times and a root cause delay component that is an independent random process at a specific time. The method further includes: calculating a probability distribution of time delays added to the scheduled start time as a combination of the reactionary delay component and the root cause delay component using the stochastic model to provide a probability distribution of start times; and calculating a probability distribution of time delays added to the scheduled end time as a combination of the reactionary delay component and the root cause delay component using the stochastic model to provide a probability distribution of end times.

Abstract: A method for forecasting time delays added to a scheduled start time and a scheduled end time of a task includes generating a stochastic model of the task and resources affecting the task, the stochastic model includes a reactionary delay component that is a function of previous task end times and a root cause delay component that is an independent random process at a specific time. The method further includes: calculating a probability distribution of time delays added to the scheduled start time as a combination of the reactionary delay component and the root cause delay component using the stochastic model to provide a probability distribution of start times; and calculating a probability distribution of time delays added to the scheduled end time as a combination of the reactionary delay component and the root cause delay component using the stochastic model to provide a probability distribution of end times.

Abstract: Methods and systems for scheduling include receiving a plurality of scheduling requests for events, where each of the scheduling requests includes a list of invited individuals. An optimization problem is solved based on the set of scheduling requests, a set of available times for respective invited individuals, location information for the respective invited individuals, a set of possible locations, and a set of available vehicles. Times and locations are scheduled responsive to respective scheduling requests based on the solution to the optimization problem and invited individuals are assigned to vehicles, if said invited individuals are in locations other than a respective scheduled location, to provide transportation for each invited individual to and from the scheduled location.

Abstract: Methods and systems for scheduling include receiving a plurality of scheduling requests for events, where each of the scheduling requests includes a list of invited individuals. An optimization problem is solved based on the set of scheduling requests, a set of available times for respective invited individuals, location information for the respective invited individuals, a set of possible locations, and a set of available vehicles. Times and locations are scheduled responsive to respective scheduling requests based on the solution to the optimization problem and invited individuals are assigned to vehicles, if said invited individuals are in locations other than a respective scheduled location, to provide transportation for each invited individual to and from the scheduled location.