Abstract
The purpose of this first chapter is the presentation of the main concepts and tools which are used for on-line detection of model changes, in the simplest case, namely jumps in mean. As far as possible, the intuitive aspects of the methods will be emphasized, and the next chapters will be introduced.
First of all, the problem and the tradeoffs to be solved will be described in the first section. Then, in section II, we present the two tools which turn out to be the most powerful: Page-Hinkley's test and the likelihood ratio test. Their statistical properties will be studied and compared to others, from heuristical, theoretical and simulation points of view.
Finally, section III will be devoted to some application examples.
Preview
Unable to display preview. Download preview PDF.
References
M. BASSEVILLE, B. ESPIAU, J. GASNIER: "Edge Detection Using Sequential Methods for Change in Level". Part I: A Sequential Edge Detection Algorithm". I.E.E.E. trans. on A.S.S.P Vol ASSP-29 no1, pp 16–31. Feb. 1981.
M. BASSEVILLE: "Edge Detection Using Sequential Methods for Change in Level. Part II: Sequential Detection of change in Mean". IEEE trans on A.S.S.P. Vol ASSP-29. no 1. pp 32–50. Feb 1981.
M. BASSEVILLE: "Contribution à la Détection Séquentielle de Ruptures de modèles Statistiques". Thèse d'Etat. Univ.Rennes I. June 1982.
M. BASSEVILLE, A. BENVENISTE: "Design and Comparative Study of some Sequential Jump Detection Algorithms for digital Signals". IEEE Trans. on A.S.S.P. Vol ASSP-31 no3. pp 521–534. June 1983.
J.DESHAYES: "Ruptures de Modèles en Statistique". Thèse d'Etat. Univ. Paris-Sud.Orsay. May 1983.
J.DESHAYES, D. PICARD: "Off-Line Statistical Analysis of Model Changes Using Likelihood Methods or Nonparametric Techniques." In this book.
J.GASNIER: "Détection et suivi de contours: étude comparative de méthodes séquentielles et application à des radiographies et des images T.V". Thèse de 3ème cycle. Rennes. Oct. 1980.
W.G.S. HINES: "A Simple Monitor of a system with Sudden Parameter Changes". IEEE Trans. on Inf. Th. Vol IT-22. no 2 pp 210–216. March 1976.
W.G.S. HINES: "Improving a Simple Monitor of a System with Sudden Parameter Changes". IEEE Trans. on Inf. Th. Vol. IT-22. no4 pp 496–499. July 1976.
D.V. HINKLEY: "Inference About the Change-Point in a Sequence of Random Variables". Biometrika. Vol 57.no1. pp 1–17. 1970.
D.V. HINKLEY: "Inference About the Change-Point from Cumulative Sum-Tests". Biometrika. Vol 58. no3. pp 509–523. 1971.
G. LORDEN: "Procedures for Reacting to a Change in Distribution". Annals of Mathematical Statistics. Vol 42. no 6. pp 1897–1908. 1971.
I.V NIKIFOROV: "Cumulative Sums for Detection of changes in Random Processes Charaderistics". Automatica i Telemekhanika-Vol 40. no2. Part. 1. pp 48–58. Feb 1979.
I.V NIKIFOROV: "Modification and Analysis of the Cumulative Sum Procedure". Automatika i Telemekhanika. Vol 41. no 9. Part.1. pp 74–80. Sept. 1980.
I.V NIKIFOROV: "Sequential Detection of Abrupt Changes in Time Series Properties". In Russian, ed. Naouka, Sept. 1983.
I.V NIKIFOROV: "Sequential Detection of Changes in Stochastic Systems. In this book.
E.S PAGE: "Continuous Inspection Schemes". Biometrika. Vol 41. pp 100–115. 1954.
E.S PAGE: "A test for a change in Parameter Occuring at an Unknoun Point". Biometrika. Vol 43. pp 523–527. 1955.
P. PAPANTONI-KAZAKOS: "Algorithms for Monitoring Changes in Quality of Communication Links". IEEE Trans. on Communications. Vol COM-27. No 4. pp 682–693. April 1979.
D. PICARD: "Ruptures de Modèles en Statistique". Thèse d'Etat. Univ. Paris — Sud. Orsay. May 1983.
A.N. SHIRYAEV: "The Problem of the Most Rapid Detection of a Disturbance in a Stationary Process". Soviet Math. Dokl. no2. pp 795–799 1961.
A.N. SHIRYAEV: "On Optimum Methods in Quickest Detection Problems". Theory of Proba. and its Applic. Vol 8. no1. pp 22–46. 1963.
A.N SHIRYAEV: "Some Exact Formulas in a Disorder Problem". Theory of Proba. and its Applic. Vol 10 no 3. pp 348–354. 1965.
A.S. WILLSKY: "ASurvey of Design Methods for Failure Detection in dynamic Systems". Automatica. Vol 12. pp 601–611. 1976.
A.S WILLSKY, H.L JONES: "A Generalized Likelihood Ratio Approach to the Detection and Estimation of Jumps in linear Systems". IEEE Trans. on Aut.Control. Vol AC-21. no1. pp 108–112. Feb 1976.
A.S. WILLSKY: "Detection of Abrupt Changes in Dynamic Systems". In this book.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1985 Springer-Verlag
About this paper
Cite this paper
Basseville, M. (1985). On -line detection of jumps in mean. In: Basseville, M., Benveniste, A. (eds) Detection of Abrupt Changes in Signals and Dynamical Systems. Lecture Notes in Control and Information Sciences, vol 77. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0006387
Download citation
DOI: https://doi.org/10.1007/BFb0006387
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-16043-4
Online ISBN: 978-3-540-39726-7
eBook Packages: Springer Book Archive