Strata 2014 Talk:Tracking a Soccer Game with Big Data

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Ad

Tracking a Soccer
Game with Big Data
Srinath Perera
Director of Research, WSO2
Member, Apache Software Foundation
srinath@...

Outline

• Big Data and
CEP
• Tracking a
Soccer Game
• Making it real
• Conclusion

Photo by John Trainoron Flickr
http://...

A day in your life
 Think about a day in your life?
-

What is the best road to take?
Would there be any bad weather?
How...

Real Time Analytics
 Most first usecases were of batch
processing, which take minutes if not
hours to run
 Many insights...

Realizing Real-time Analytics
 Processing Data on the fly, while
storing a minimal amount of
information and responding f...

Internet of Things
 Currently physical world and
software worlds are detached
 Internet of things promises to
bridge thi...

Vision of the Future
 Sensors everywhere
 Data collected from everywhere, analyzing,
optimizing, and helping (and hopefu...

What would take to
build such a world?
 Sensors and actuators (Motes?)
 Fast interoperable event systems
(MQTT?)
 Power...

Data Processing Landscape

Complex Event Processing

Complex Event Processing Operators
 Filters or transformations (process a single event)
- from Ball[v>10] select .. inser...

Sport (Soccer) Usecases?
 Dashboard on game status
 Alarms about critical events in the game
 Real-time game analysis a...

DEBS Challenge
• Soccer game, players and ball
has sensors (DESB Challenge
2013) sid, ts, x,y,z, v,a
• Use cases: Running ...

Usecase 1: Running Analysis
 Main idea: detect when speed thresholds have passed

define partition player by Players .id;...

Usecase 2: Ball possession
 Ball possession (you possess the ball from time you hit it until
someone else hit it or ball ...

Usecase 3: Heatmap of Activity
 Show where actions happened (via cells defined by a grid of
64X100 etc.), need updates on...

Usecase 4: Detect kicks on the goal
 Main Idea: Detect kicks on the ball, calculate direction after
1m, and keep giving u...

Results for DEBS Scenarios

Making it Real

CEP High Availability

Complex Event Processing
• SQL like language
• Supports powerful temporal
operators (e.g. windows,
event patterns)
• Focus...

Scaling CEP: Pipeline

Scaling Operators: e.g. Distributed Join

Siddhi Storm Bolt (next Major Release)
 We have written a Siddhi bolt that would let users run
distributed Siddhi Queries...

Conceptual Architecture

Data Collection
Agent agent = new Agent(agentConfiguration);
publisher = new AsyncDataPublisher(
"tcp://localhost:7612", ....

Business Activity Monitor

Think CEP AND Hive, not OR
 Real power comes when you can join the batch and real-time
processing
 E.g. if velocity of t...

Other Applications
 System/ Device Management
 Fleet/ Logistic Management
 Fraud Detection
 Targeted/ Location Sensiti...

Conclusion
 We are heading for a deeply integrated world with real-time
detection and actions
- We have technology to do ...

Share Slideshare

LinkedIn
Facebook
Twitter

Embed

Size (px)

Show related Slideshows at end

WordPress Shortcode

Link

Share
Email

GPS Use in Sport - Tom Fitzgerald by fitzcity 2175 views
Utilizing gps in football rehab and... by Nick Leman 2843 views
GPS by Xainab Ishfaq 4538 views
GPS technologies group 9 by Thilina Chamantha 1267 views
Big Data & Baseball Analytics by Experian_US 2223 views
Big data analytics in sports industry by PromptCloud 5451 views

View on Slideshare

1 of 31 Ad

View on Slideshare

1 of 31 Ad