A structural property of the wavelet packet transform method to localise incoherency of a signal

Publikation: Beiträge in ZeitschriftenZeitschriftenaufsätzeForschungbegutachtet

Authors

This paper proves a general structural property of the wavelet tree for a given seminorm in the context of the wavelet packet transform method. This structural property can be used in denoising algorithms of different applications to guarantee the optimality of novel search strategies. The property holds for any input signals using any orthogonal analysing wavelet families. The property holds for any norms, which results to be a convex function through the wavelet tree. Using a defined norms, seminorms or pseudonorms, this property can be used to detect incoherent parts of an input signal by using the minimal depth of the tree. In this sense the proposed denoising procedure works without thresholds for the localisation of different kinds of noise, as well as for a stop criterium for an optimal representation of the incoherency. The proof of this property is performed by mathematical induction and the demonstration is based on orthonormality with the help of the multiresolution framework aspects of the wavelets packet tree. The Theorem is independent of the definition of the adopted norm and of the incoherent part of an input signal. In this sense, the discovered property is a general one, which is related to any norm and any nature of the signal incoherence. It can be used in different applications, in which a minimum of a norm is required to be calculated through the wavelet tree.

OriginalspracheEnglisch
ZeitschriftJournal of the Franklin Institute
Jahrgang356
Ausgabenummer16
Seiten (von - bis)10123-10137
Anzahl der Seiten15
ISSN0016-0032
DOIs
PublikationsstatusErschienen - 11.2019

DOI

Zuletzt angesehen

Publikationen

  1. Computer als Medium
  2. An introduction to sliding mode control for interdisciplinary education
  3. Implementation of Chemometric Tools to Improve Data Mining and Prioritization in LC-HRMS for Nontarget Screening of Organic Micropollutants in Complex Water Matrixes
  4. Utilizing learning analytics to support study success
  5. Hypertexts in context
  6. Gaining deep leverage? Reflecting and shaping real-world lab impacts through leverage points
  7. Vertical Dynamics Description and its Control in the Presence of Nonlinear Friction
  8. Encoding the law of State responsibility with courage and resolve
  9. Do children with deficits in basic cognitive functions profit from mixed age primary schools?
  10. The Framework for Inclusive Science Education
  11. Laser Scanning Point Cloud Improvement by Implementation of RANSAC for Pipeline Inspection Application
  12. Machine Learning Applications in Convective Turbulence
  13. Accurate control of hyperbolic trajectories in any dimension
  14. Generalizing Trust
  15. Effect of Bleaching on the Elution of Monomers from Modern Dental Composite Materials
  16. Independence without control
  17. Advancing research on ecosystem service bundles for comparative assessments and synthesis
  18. Strategy execution in hospitals
  19. Introduction
  20. Explorations in regional variation
  21. Hot workability analysis with processing map and texture characteristics of as-cast TX32 magnesium alloy
  22. Computational Study of Three-Dimensional Lagrangian Transport and Mixing in a Stirred Tank Reactor  
  23. Probing turbulent superstructures in Rayleigh-Bénard convection by Lagrangian trajectory clusters
  24. Gremlin fusion products with immunoglobulin Fc domains and their use as antiinflammatories or immunomodulators
  25. Towards 3D Process Simulation for In Situ Hybridization of Fiber-Metal-Laminates (FML)
  26. Sustainable university
  27. Digital Workplace Transformation Triggers a Shift in the HR Identity
  28. Frame Diffusion and Institutional Choice in Regional Economic Cooperation
  29. Summary and Outlook
  30. Predicting Travel Patterns of Senior Citizens
  31. Toward a Kaleidoscopic Understanding of Anonymity
  32. Using a leverage points perspective to compare social-ecological systems: a case study on rural landscapes
  33. Introduction: Perspectives on Democracy
  34. A Combination of Energy Harvesting and Wireless Power Transfer for Applications in Harsh Environments
  35. Towards sustainable aviation
  36. 3D characterization of beta-phases in AZ91D by synchrotron-radiation based microtomography
  37. Resource Allocation in Startup Teams: Exploring Entrepreneurial Coping with Radical Uncertainty during the Corona Pandemic
  38. Internationale Berichtssysteme
  39. Qualitätssicherung und Entwicklung in der Elementarpädagogik
  40. Rethinking Gamification
  41. Explaining age and gender differences in employment rates

Presse / Medien

  1. Interview für Stadtlichter