• US 20110258044A1
  • Filed: 06/30/2011
  • Published: 10/20/2011
  • Est. Priority Date: 04/28/2004
  • Status: Active Grant
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First Claim
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1. A multi-agent distributed data mining system for monitoring the performance of vehicles and drivers and fleets. The apparatus has the following components:

  • a. Onboard Module for Data Stream Mining;

    This component monitors vehicle diagnostic data coming out of OBD/J1708/J1939 ports, GPS data, and accelerometer (also known as G-sensor data) and performs the following data stream mining tasks to generate onboard results (analytics);

    i. Onboard Data Stream Mining for detecting the effects of various engine parameters on fuel consumption.ii. Onboard Predictive Classification of Driving Patterns and Associative Indexing of Driver Performance Matrix.iii. Resource-constrained Anomaly Detection for Onboard Predictive Vehicle Health Monitoring.iv. Onboard Vehicle Emission Data Analysis.v. Automated Adaptive Algorithm Generation and Management.b. Web-based Presentation of the Results of Onboard Data Analysis and User-Interaction. This component allows presentation of the analytics to the user using a web-based interface.c. Onboard and remote-server-based techniques for advertising products and services that are triggered by the patterns identified by the vehicle data analysis.d. Pattern-driven Web-based and Onboard vehicle-to-vehicle social networking and collective computation.

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