Volume 24, Issue 5
Research Article

Real‐time signal processing by adaptive repeated median filters

K. Schettlinger

Corresponding Author

E-mail address: schettlinger@statistik.tu‐dortmund.de

Fakultät Statistik, Technische Universität Dortmund, 44221 Dortmund, Germany

Institut für mathematische Statistik und industrielle Anwendungen, Fakultät Statistik, Technische Universität Dortmund, 44221 Dortmund, GermanySearch for more papers by this author
R. Fried

Fakultät Statistik, Technische Universität Dortmund, 44221 Dortmund, Germany

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U. Gather

Fakultät Statistik, Technische Universität Dortmund, 44221 Dortmund, Germany

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First published: 20 April 2009
Citations: 7

Abstract

In intensive care, a basic goal is to extract the signals from very noisy time series in real time. We propose a robust online filter with an adaptive window width, which yields a smooth representation of the denoised data in stable periods and which is also able to trace typical patterns such as level shifts or trend changes with small time delay. Several versions of this method are evaluated and compared with a simulation study and on real data. Copyright © 2009 John Wiley & Sons, Ltd.

Number of times cited according to CrossRef: 7

  • Nonparametric algorithm for identification of outliers in environmental data, Journal of Chemometrics, 10.1002/cem.2997, 32, 5, (2018).
  • Boosted structured additive regression for Escherichia coli fed‐batch fermentation modeling, Biotechnology and Bioengineering, 10.1002/bit.26073, 114, 2, (321-334), (2016).
  • Supervision of Food Manufacturing Processes Using Optical Process Analyzers – An Overview, ChemBioEng Reviews, 10.1002/cben.201600013, 3, 5, (219-228), (2016).
  • Optische Prozessanalysatoren für die Lebensmittelindustrie, Chemie Ingenieur Technik, 10.1002/cite.201500097, 88, 6, (735-745), (2016).
  • Reducing False Alarms of Intensive Care Online-Monitoring Systems: An Evaluation of Two Signal Extraction Algorithms, Computational and Mathematical Methods in Medicine, 10.1155/2011/143480, 2011, (1-11), (2011).
  • Signal processing for monitoring and diagnosis: Medical applications, International Journal of Adaptive Control and Signal Processing, 10.1002/acs.1150, 24, 5, (343-345), (2010).
  • Robust and Adaptive Filtering of Multivariate Online-Monitoring Time Series, 4th European Conference of the International Federation for Medical and Biological Engineering, 10.1007/978-3-540-89208-3_42, (167-170), (2009).

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