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

Transcript

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: