Determination and alleviation of root causes for emission of pollutants from vehicles
AssigneeInternational Business Machines Corporation
InventorRaja Dutta
Life of this patent
Estimating the term…
Abstract
Determination and alleviation of root causes for the emission of pollutants from vehicles includes receiving emission data associated with emission of a set of pollutants by the vehicle. The emission data is received from at least one of the vehicle or a set of data sources. A machine learning (ML) model is applied to the emission data. A set of root causes is determined based on the application of the ML model to the emission data. A set of robots is controlled to execute a set of actions within the vehicle to alleviate the set of root causes associated with the emission of the set of pollutants.
Claims20
A computer-implemented method, comprising:
- receiving, by a computer, emission data associated with emission of a set of pollutants by a vehicle, wherein the emission data is received from at least one of the vehicle or a set of data sources;
- applying, by the computer, a machine learning (ML) model to the emission data;
- determining, by the computer, a set of root causes based on the application of the ML model to the emission data, the set of root causes is associated with the emission of the set of pollutants by the vehicle;
- and
- controlling, by the computer, a set of robots to execute a set of actions within the vehicle to alleviate the set of root causes associated with the emission of the set of pollutants.
A system, comprising:
- a processor set configured to:
- receive emission data associated with emission of a set of pollutants by a vehicle, wherein the emission data is received from at least one of the vehicle or a set of data sources;
- apply a machine learning (ML) model to the emission data;
- determine an emission value indicative of the emission of at least a first pollutant of the set of pollutants, wherein the determination of the emission value is based on the application of the ML model to the emission data;
- determine a set of root causes based on a determination that the emission value is greater than a threshold emission value, the set of root causes is associated with the emission of the set of pollutants by the vehicle;
- and
- control a set of robots to execute a set of actions within the vehicle to alleviate the set of root causes associated with the emission of the set of pollutants.
A computer program product for an alleviation of a set of root causes associated with emission of a set of pollutants by a vehicle, comprising:
- one or more computer-readable storage media;
- and
- program instructions stored on the one or more computer-readable storage media to perform operations comprising:
- receiving emission data associated with the emission of the set of pollutants by the vehicle, wherein the emission data is received from at least one of the vehicle or a set of data sources;
- applying a machine learning (ML) model to the emission data;
- determining the set of root causes based on the application of the ML model to the emission data, the set of root causes is associated with the emission of the set of pollutants by the vehicle based on the application of the ML model to the emission data;
- and
- controlling a set of robots to execute a set of actions within the vehicle for the alleviation of the set of root causes associated with the emission of the set of pollutants.
Dependencies are inferred from the claim text.