Eran Chinthaka & Jaliya Ekanayake Class Project for: Knowledge Based Computing (B552)
Current System Rule Engine R 12 3 Workflows 4 Predictions 1Weather Events – One event from 140 sensors every 5 minutes. Single event is 4xx KB in size 2Collection of events 3Workflow to be executed 4Collect more data and run the next work flow
Our Approach CBR 12 3 Workflows Predictions 1Weather Events – One event from 145 sensors every 5 minutes. Single event is 4xx KB in size 2Collection of events 3Workflow to be executed Window of Events Cases 4
Challenges Weather events are in special formats. Mostly spatial data Similarity checking can be difficult Events arrive at higher rates 145 events each 4xx KB for every 5 mins Pre-filtering Window size Small -> Higher performance cost Large -> Slower prediction Need to out perform a rule based system.