Skip to content
/ QL-SEP Public

Project on distributed machine learning for energy prediction (EH-WSN)

Notifications You must be signed in to change notification settings

zckoh/QL-SEP

Folders and files

NameName
Last commit message
Last commit date

Latest commit

 

History

54 Commits
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 

Repository files navigation

Investigating sharing of information between nodes for improved prediction

Project on sharing data for distributed machine learning energy prediction algorithm (EH-WSN).

Built on top of existing energy prediction algorithm (EWMA, QL-SEP).
Tried several methods of sharing data between sensor nodes.
Tried various types of data to help improving prediction.
Varied the time of sharing, how frequent the sharing occurs in a day.

Final result : Not a good method.

  • Less than 5% improvement in prediction accuracy.
  • High energy consumption for sharing data as compared to conduct extra sampling.

About

Project on distributed machine learning for energy prediction (EH-WSN)

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published

Languages