A novel delta operator Kalman filter design and convergence analysis

Hongjiu Yang*, Yuanqing Xia, Peng Shi, Mengyin Fu

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

54 Citations (Scopus)

Abstract

This paper focuses on the development of a delta operator Kalman filter and its convergence analysis. The delta operator Kalman filter is designed to estimate the state vectors of a delta operator system. Note that the designed delta operator Kalman filter can express both continuous-time and discrete-time cases. Then, the convergence analysis of the delta operator Kalman filter is also investigated by using Lyapunov approach in delta domain. Furthermore, this paper gives fundamental results for the analysis and application of the delta operator Kalman filter as a state observer in an inverted pendulum model. Some experimental results of an inverted pendulum on a laboratory-scale setup are presented to illustrate the effectiveness of the designed Kalman filter and its implementation.

Original languageEnglish
Article number5755131
Pages (from-to)2458-2468
Number of pages11
JournalIEEE Transactions on Circuits and Systems I: Regular Papers
Volume58
Issue number10
DOIs
Publication statusPublished - 2011

Keywords

  • Convergence analysis
  • Kalman filter
  • Lyapunov approach
  • delta operator systems
  • inverted pendulum model

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