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A Novel Adaptive Load Shedding Scheme for Data Stream Processing

초록

영어

In this paper, we present a novel feedback control-based load shedding scheme for data
stream processing. Firstly we apply system identification to establish a dynamic model to
describe data stream management system (DSMS), which enables us to analyze DSMS
quantitatively. Then, based on the model, we use the Root Locus method to design the PI
controller with proven performance guarantees. Theoretic analysis and experimental results
demonstrate that our approach is robust even when system load changes frequently.
Comparing to existing strategies, our approach also achieves significantly better performance.

목차

Abstract
 1. Introduction
 2. Related work
 3. PI controller-based load shedding framework
 4. DSMS modeling
  4.1. Model structure
  4.2. White noise input
  4.3. Least squares estimator
  4.4 Least squares estimator
 5. PI controller-based load shedding
  5.1. Basic controller design
  5.2. DSMS-specific issues
  5.3. Performance analyse
 6. Performance evaluation
  6.1. Experiment setup
  6.2. Performance result
  6.3 Effects of sample period
 7. Conclusion
 8. References

저자정보

  • Yunyi Zhang School of Electronics and Information Engineering, Xi’an Jiaotong University
  • Deyun Zhang School of Electronics and Information Engineering, Xi’an Jiaotong University
  • Wei Wei School of Electronics and Information Engineering, Xi’an Jiaotong University

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