Network Performance Forecasting System

Goal: Development of network traffic forecasting system with high accuracy by dynamic policy planning


Problem Definition

- No satisfactory solution available for network performance forecast
- Currently, low accuracy of forecasting network traffic with static policies (thresholds)



WeekTo do
3rd week present project proposal
4 ~ 5th week (4.4) Survey related work
6th~7th week Select appropriate algorithms and improvement
8~10th week(5.9) Implementation of NMS
11~12th week Test NMS & Gather traffic data of POSTECH
13~15th week Apply & Analyze various methods
16th week Demo & final presentation



  1. Project Proposal (Joo-Chul Shin) - ppt



  1. Alaknantha Eswaradass, Xian-He Sun, Ming Wu, "Network Bandwidth Predictor (NBP): A System for Online Network performance Forecasting," ccgrid, pp. 265-268, Sixth IEEE International Symposium on Cluster Computing and the Grid (CCGRID'06), 2006 - pdf
  2. Alaknantha Eswaradass, Xian-He Sun, Ming Wu, "A Neural Network Based Predictive Mechanism for Available Bandwidth," Proceedings of Parallel and Distributed Processing Symposium, pp. 33a-33a, April 04-08, 2005 pdf
  3. Wolski, R. "Forecasting network performance to support dynamic scheduling using the network weather service," Proceedings of High Performance Distributed Computing, pp 316-325, August 5-8, 1997, - pdf
  4. Thottan, M, Chuanyi Ji, "Adaptive thresholding for proactive network problem detection," Proceedings of the IEEE Third International Workshop on Systems Management, pp. 108-116, April 22-24, 1998, - pdf

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