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Vehicle Big Data that Drives Smart City Advancement by Mike Branch at Big Data Spain

Vehicle Big Data that Drives Smart City Advancement by Mike Branch at Big Data Spain

Geotab is a leader in the expanding world of Internet of Things (IoT) and telematics industry with Big Data.

https://www.bigdataspain.org/2017/talk/vehicle-big-data-that-drives-smart-city-advancement

Big Data Spain 2017
November 16th - 17th Kinépolis Madrid

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Big Data Spain

December 01, 2017
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Transcript

  1. None
  2. MyGeotab | Visit Geotab.com Vehicle Big Data Driving the Smart

    City Big Data Spain 2017 Mike Branch, Vice President - Business Intelligence
  3. MyGeotab | Visit Geotab.com Agenda • Introduction • Autonomous Vehicles

    & the Future • Getting There with Big Data • Smart City Applications
  4. MyGeotab | Visit Geotab.com • Over 17,000 Customers and 900,000

    Vehicle Subscriptions • World’s second largest largest telematics provider • Geotab solution scales to fit customers with 1 device up to 75,000 and is used many different ways Geotab: Open Platform for Telematics
  5. MyGeotab | Visit Geotab.com The Future: Fully Driverless Level 5

    What does the world of tomorrow look like?
  6. MyGeotab | Visit Geotab.com We’ve made tremendous strides, but we’re

    not there yet! Did you know? The average age of vehicles on the road in the US is 11.6 years
  7. MyGeotab | Visit Geotab.com A Complete Ecosystem Approach is Needed

    LIDAR Camera Systems Telemetry + Engine Radar Sensors Vehicle to Cloud Vehicle to Infrastructure Communication Vehicle to Vehicle
  8. MyGeotab | Visit Geotab.com Open Data Interaction must Exist The

    ecosystem will only thrive with large amounts of data from a wide variety of sources, openly available for collaboration.
  9. MyGeotab | Visit Geotab.com Adoption of the Open Platform You

    need full access to your data to be an agent of change. Open Platform ≠ Open Source Closed Platform Stifles Creativity → Importance of APIs and SDKs Lots of samples Must not change underneath you Data Islands and Big Data Islands
  10. MyGeotab | Visit Geotab.com Start with Quality Data Time-based sampling

    • More data transmitted • Missing data • Cannot be interpolated speed speed time time Ramer-Douglas-Peucker • Reduced data size • No missing data points • Better resolution through interpolation
  11. MyGeotab | Visit Geotab.com Gateway 1 Gateway n How we’ve

    Setup our Infrastructure Production Cluster Big Data Streaming BigQuery 900K+ Vehicles 5 - 10 second delay Real-time 2 billion daily
  12. MyGeotab | Visit Geotab.com The Tools we Use 11 •

    Similar feel to traditional SQL databases • Very fast over very large datasets Notebooks that allow us to visualize and interact with the data in a “lab- like” format. Data Manipulation Machine Learning Dataflow - stream processing Kubernetes - scaling processes Airflow - job processing and monitoring Data Processing
  13. MyGeotab | Visit Geotab.com While vehicle Big Data is crucial

    for enabling ADAS applications, it naturally enables Smart City applications too.
  14. MyGeotab | Visit Geotab.com We collect nearly 2 billion data

    points per day (only of that is GPS data) ⅓
  15. MyGeotab | Visit Geotab.com Traffic Flow - Washington, D.C.

  16. MyGeotab | Visit Geotab.com Hazardous Driving Areas

  17. MyGeotab | Visit Geotab.com Cellular Dark Spots M50 near Cañada

    del Real Villa de Vallecas
  18. MyGeotab | Visit Geotab.com Hyper Local Weather Conditions

  19. MyGeotab | Visit Geotab.com Road Impediment Detection

  20. MyGeotab | Visit Geotab.com Intersection Intelligence • Wait times •

    Volume • Direction of Travel
  21. MyGeotab | Visit Geotab.com Searching for Parking

  22. MyGeotab | Visit Geotab.com Searching for Parking

  23. MyGeotab | Visit Geotab.com Engine Idling

  24. MyGeotab | Visit Geotab.com Traffic Flow Commercial Vehicle Point-of-Origin

  25. MyGeotab | Visit Geotab.com Hurricane Harvey Commercial Fleet Activity

  26. MyGeotab | Visit Geotab.com Connected Cars Detect Mexico Earthquake

  27. MyGeotab | Visit Geotab.com data.geotab.com - Coming in December

  28. MyGeotab | Visit Geotab.com Let’s Stay Connected: