International Business Machines Corporation

Oliver Bent

Komminist S Weldemariam

James R Kozloski

Michael S Gordon

Bikram Sengupta

Juliet K Mutahi

A method and system for predicting vehicle wash services for a human-driven or self-driven vehicle. The method determines anticipated routes of travel for the vehicle based on context of a user associated with the vehicle, implements machine learning neural network models for predicting the road conditions in the anticipated routes of travel, and, then, auto-suggests one or more candidate car wash locations and associated Time of Days (to wash the car) while optimizing a user value.

Predictive car wash services for a vehicle based on anticipated routes of travel

Intelligent management of user interface and device sensed events is provided. Discrete events generated through interactions between a user and a machine are monitored, the interaction performed via a user interface associated with an application running on the machine, the discrete events stored by sessions in a storage device local to the machine as event logs. Network connection pattern of the machine with a server device is determined. Storage constraints of the storage device are determined based on the monitoring and the network connection pattern. The event logs are compacted by progressively summarizing the discrete events on dynamically adjusted segments of the sessions. The compacted event logs are transmitted to the server device responsive to determining that a network connection between the machine and the server device is available.

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Oxford, United Kingdom

Oliver Bent