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A Reusable Service Component for
IoT.est A3.2
- case study: using decision tree
to derive road conditions
Reusable service component
• The IoT.est project A3.2 aims to develop and
implement the concepts of reusable service
component;
• These components can be reused
in/integrated with many existing business
services and applications.
• Among the components, the ones that can
create intelligence out of the IoT data are
important.
2
A reasoning service
3
• Reasoning Service using decision tree
– Functionality
• Take various sensor readings and predict the road
conditions based on a trained decision tree model
• Applications: GPS planning, highway traffic
management, etc
– Adaptation capability
• The decision tree model will frequently update itself as
new data is available for training so it can adapt to the
recent environmental changes.
Deriving road conditions using
decision tree
4
Deriving road conditions using
decision tree
5
Deriving road conditions using
decision tree
6
Try the service
• Service link:
– http://artemis.ccsrfi.net:8080/DecisionTreeService/ReasoningSe
rvice?temp=-1&rainfall=20.0&visibility=10.0&traffic=100.0
• Acknowledgement: Yue Zhang and Suparna De
7

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Reusable service component decision tree

  • 1. A Reusable Service Component for IoT.est A3.2 - case study: using decision tree to derive road conditions
  • 2. Reusable service component • The IoT.est project A3.2 aims to develop and implement the concepts of reusable service component; • These components can be reused in/integrated with many existing business services and applications. • Among the components, the ones that can create intelligence out of the IoT data are important. 2
  • 3. A reasoning service 3 • Reasoning Service using decision tree – Functionality • Take various sensor readings and predict the road conditions based on a trained decision tree model • Applications: GPS planning, highway traffic management, etc – Adaptation capability • The decision tree model will frequently update itself as new data is available for training so it can adapt to the recent environmental changes.
  • 4. Deriving road conditions using decision tree 4
  • 5. Deriving road conditions using decision tree 5
  • 6. Deriving road conditions using decision tree 6
  • 7. Try the service • Service link: – http://artemis.ccsrfi.net:8080/DecisionTreeService/ReasoningSe rvice?temp=-1&rainfall=20.0&visibility=10.0&traffic=100.0 • Acknowledgement: Yue Zhang and Suparna De 7