SlideShare a Scribd company logo
Continuous Athlete Monitoring through a
Real-Time Sensor Data Analytics Platform
SECSI 2018
SECSI 2018
Cadence
Speed
Heart rate
Location
Temperature
Power
Altitude
SECSI 2018
SECSI 2018
?
?
SECSI 2018
?
?
1. Analysis only happens offline
2. Mostly just data representation → no insights or recommendations
SECSI 2018
SECSI 2018
ICON Project – Collaboration between:
SECSI 2018
Academics Industry
Data Dissemination in Challenging Environments
SECSI 2018
SECSI 2018
SECSI 2018
Multi-hop (disruption-tolerant) communication
SECSI 2018
Multi-hop (disruption-tolerant) communication
SECSI 2018
TDF ‘15: Alpe D’Huez
Multi-hop (disruption-tolerant) communication
SECSI 2018
Enhanced Low Latency Scheduling Function (eLLSF)
channel + time
Real-Time Data Analytics Layer
SECSI 2018
SECSI 2018
Registered
Continuous
SPARQL
Queries
Stream of resultsQuery contains:
 Stream + defined window
 Static data sources
 Query conditions
Sliding window
Visualized as real
time feedback in
web application
Static context data:
 Profile information
(a.o. training zones)
 Sensor information
C-SPARQL
engine
A dynamic stream processing framework
SECSI 2018
Reasoning + data
querying
SensorA; heart rate; 162; 16/09/2017 15:56:07
SensorB; altitude; 293; 16/09/2017 15:56:07
SensorC; speed; 26; 16/09/2017 15:56:07
Training Scheme Compliance
SECSI 2018
SECSI 2018
SECSI 2018
Context
Workout history
Basic user info
Predict compliance
next workout
Next workout
Manipulate input variables to get good compliance
SECSI 2018
Context
Workout history
Basic user info
Predict compliance
next workout
Next workout
Manipulate input variables to get good compliance
BIS: Analyzing in-app navigation through
Markov Chain analysis
SECSI 2018
SECSI 2018
Construct a Markov Chain based on all historical transitions
SECSI 2018
Clustering sequences with
Expectation-Maximization
Thank you!
SECSI 2018
http://users.ugent.be/~givdwiel
www.linkedin.com/in/gillesvandewiele
https://twitter.com/gillesvdwiele
gilles.vandewiele@ugent.be

More Related Content

PDF
Elastic@Colruyt: Ensuring business continuity and improving efficiency
PPTX
Accumulo Summit 2015: From Big Data to Linked Data: Making Sense of Massive, ...
PPTX
Observability at Expedia
PPTX
AITPM Conference Presentation Graham Jacoby
PDF
Creating an xAPI Ecosystem
PDF
Creating an xAPI Ecosystem
PPTX
Real time analytics for streaming application v1.2
PDF
Real-Time Supply Chain Analytics with Machine Learning, Kafka, and Spark
Elastic@Colruyt: Ensuring business continuity and improving efficiency
Accumulo Summit 2015: From Big Data to Linked Data: Making Sense of Massive, ...
Observability at Expedia
AITPM Conference Presentation Graham Jacoby
Creating an xAPI Ecosystem
Creating an xAPI Ecosystem
Real time analytics for streaming application v1.2
Real-Time Supply Chain Analytics with Machine Learning, Kafka, and Spark

What's hot (19)

PPTX
Spatial Open Data with APIs
PDF
Introduction to einstein analytics
PPTX
Relay management ELVIS event Tuomas Vanninen
PDF
Taming the QIX Engine with Reactive Programming
PDF
ActiveSTAK Cloud AI
PDF
Portfolio vinicius paluch
PPTX
Graph based Semi Supervised Learning V1
PDF
(ATS6-GS01) Welcome
PPTX
Migrating Monitoring to Observability – How to Transform DevOps from being Re...
PDF
Relevant Search Leveraging Knowledge Graphs with Neo4j
PDF
2017-01-08-scaling tribalknowledge
PPTX
ECL-Watch: A Big Data Application Performance Tuning Tool in the HPCC Systems...
PDF
Big Data Ecosystem at InMobi, Nasscom ATC 2013 Noida
PDF
SecureCloud Final results
PDF
A new R package for analysing TIMES data
PPTX
Leveraging cloud database connectors to automate analytics in alteryx
PDF
Building Real-Time Search at MailChimp
PDF
Lean Dependency Management with graphs
PDF
Federated Galaxy: Biomedical Computing at the Frontier
Spatial Open Data with APIs
Introduction to einstein analytics
Relay management ELVIS event Tuomas Vanninen
Taming the QIX Engine with Reactive Programming
ActiveSTAK Cloud AI
Portfolio vinicius paluch
Graph based Semi Supervised Learning V1
(ATS6-GS01) Welcome
Migrating Monitoring to Observability – How to Transform DevOps from being Re...
Relevant Search Leveraging Knowledge Graphs with Neo4j
2017-01-08-scaling tribalknowledge
ECL-Watch: A Big Data Application Performance Tuning Tool in the HPCC Systems...
Big Data Ecosystem at InMobi, Nasscom ATC 2013 Noida
SecureCloud Final results
A new R package for analysing TIMES data
Leveraging cloud database connectors to automate analytics in alteryx
Building Real-Time Search at MailChimp
Lean Dependency Management with graphs
Federated Galaxy: Biomedical Computing at the Frontier
Ad

Similar to [SECSI 2018] CONAMO - Continuous Athlete Monitoring through a Real-Time Sensor Data Analytics Platform (20)

PDF
Flink Forward Berlin 2018: Stephan Ewen - Keynote: "Unlocking the next wave o...
PDF
Building a healthy data ecosystem around Kafka and Hadoop: Lessons learned at...
PDF
Strata 2017 (San Jose): Building a healthy data ecosystem around Kafka and Ha...
PPTX
SICS: Apache Flink Streaming
PPTX
Infrastructure Solutions for Deploying AI/ML/DL Workloads at Scale
PDF
Architecting for change: LinkedIn's new data ecosystem
PDF
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystem
PDF
PLNOG19 - Gaweł Mikołajczyk & Michał Garcarz - SOC, studium ciężkich przypadków
PDF
The State of the Data Warehouse in 2017 and Beyond
PPTX
ELK Solutions Enablement Session - 17th March'2020
PDF
Combining Logs, Metrics, and Traces for Unified Observability
PPTX
From measurement to knowledge with sofia2 Platform
PDF
Enterprise Data Lakes
PDF
Combining Logs, Metrics, and Traces for Unified Observability
PDF
Evaluation guide to Streaming Analytics
PDF
Streaming Visualization
PDF
Streaming Visualization
PDF
[WSO2 Summit EMEA 2020] The Integrated API Supply Chain
PDF
Streaming Cyber Security into Graph: Accelerating Data into DataStax Graph an...
PDF
Saving Human Lives with the IoT
Flink Forward Berlin 2018: Stephan Ewen - Keynote: "Unlocking the next wave o...
Building a healthy data ecosystem around Kafka and Hadoop: Lessons learned at...
Strata 2017 (San Jose): Building a healthy data ecosystem around Kafka and Ha...
SICS: Apache Flink Streaming
Infrastructure Solutions for Deploying AI/ML/DL Workloads at Scale
Architecting for change: LinkedIn's new data ecosystem
Strata 2016 - Architecting for Change: LinkedIn's new data ecosystem
PLNOG19 - Gaweł Mikołajczyk & Michał Garcarz - SOC, studium ciężkich przypadków
The State of the Data Warehouse in 2017 and Beyond
ELK Solutions Enablement Session - 17th March'2020
Combining Logs, Metrics, and Traces for Unified Observability
From measurement to knowledge with sofia2 Platform
Enterprise Data Lakes
Combining Logs, Metrics, and Traces for Unified Observability
Evaluation guide to Streaming Analytics
Streaming Visualization
Streaming Visualization
[WSO2 Summit EMEA 2020] The Integrated API Supply Chain
Streaming Cyber Security into Graph: Accelerating Data into DataStax Graph an...
Saving Human Lives with the IoT
Ad

Recently uploaded (20)

PDF
Business Analytics and business intelligence.pdf
PPTX
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
PPT
Quality review (1)_presentation of this 21
PPTX
Introduction to Knowledge Engineering Part 1
PDF
.pdf is not working space design for the following data for the following dat...
PPTX
advance b rammar.pptxfdgdfgdfsgdfgsdgfdfgdfgsdfgdfgdfg
PPTX
DISORDERS OF THE LIVER, GALLBLADDER AND PANCREASE (1).pptx
PPTX
Introduction to Firewall Analytics - Interfirewall and Transfirewall.pptx
PPTX
Business Ppt On Nestle.pptx huunnnhhgfvu
PPTX
Database Infoormation System (DBIS).pptx
PPTX
MODULE 8 - DISASTER risk PREPAREDNESS.pptx
PPTX
1_Introduction to advance data techniques.pptx
PPTX
STUDY DESIGN details- Lt Col Maksud (21).pptx
PPTX
mbdjdhjjodule 5-1 rhfhhfjtjjhafbrhfnfbbfnb
PPTX
Microsoft-Fabric-Unifying-Analytics-for-the-Modern-Enterprise Solution.pptx
PPTX
IB Computer Science - Internal Assessment.pptx
PPT
ISS -ESG Data flows What is ESG and HowHow
PDF
“Getting Started with Data Analytics Using R – Concepts, Tools & Case Studies”
PPTX
Computer network topology notes for revision
PPTX
Business Acumen Training GuidePresentation.pptx
Business Analytics and business intelligence.pdf
iec ppt-1 pptx icmr ppt on rehabilitation.pptx
Quality review (1)_presentation of this 21
Introduction to Knowledge Engineering Part 1
.pdf is not working space design for the following data for the following dat...
advance b rammar.pptxfdgdfgdfsgdfgsdgfdfgdfgsdfgdfgdfg
DISORDERS OF THE LIVER, GALLBLADDER AND PANCREASE (1).pptx
Introduction to Firewall Analytics - Interfirewall and Transfirewall.pptx
Business Ppt On Nestle.pptx huunnnhhgfvu
Database Infoormation System (DBIS).pptx
MODULE 8 - DISASTER risk PREPAREDNESS.pptx
1_Introduction to advance data techniques.pptx
STUDY DESIGN details- Lt Col Maksud (21).pptx
mbdjdhjjodule 5-1 rhfhhfjtjjhafbrhfnfbbfnb
Microsoft-Fabric-Unifying-Analytics-for-the-Modern-Enterprise Solution.pptx
IB Computer Science - Internal Assessment.pptx
ISS -ESG Data flows What is ESG and HowHow
“Getting Started with Data Analytics Using R – Concepts, Tools & Case Studies”
Computer network topology notes for revision
Business Acumen Training GuidePresentation.pptx

[SECSI 2018] CONAMO - Continuous Athlete Monitoring through a Real-Time Sensor Data Analytics Platform