Median based algorithm as an entropy function for noise detectionin wavelet trees for data reconciliation

Research output: Contributions to collected editions/worksChapterpeer-review

Authors

The noise detection and the data cleaning find application in data com-pressions for images and voice as well as in their analysis and recognition,datatransmission,datareconciliation,fault detection and in general in all application area of the signal processing and measurements.The content of this paper can offer the possibility to improve the state of the art of all those procedures with denoising methods which use a thresholding tech-nique implying a free thresholding one,running in wavelet packets.The author presents a technique which deals with a free thresholding method related to the on-line peak noise variance estimation even for signals with a small S/N ratio.The se cond innovative aspect consists of use of wavelet packets which give more elasticity to the technique.The basic idea is to characterize the noise like an in coherent part of the measure dsignal.It is performed through the wavelet tree by choosing the subspaces where the median value of the wavelet components has minimum.In this sense the proposed median based algorithm can be seen a s an entropy function and this analogyis shown.The paper provides to show general properties of the wavelet packet son which the proposed procedure is based.The developed algorithmis to tally general even though it is applied by using Haar wavelet packets and it is present in some industrial software plat-forms to detect sensor out liers because of their easy structure. More,it is currently integrated in the inferential modeling platform of the Advanced Control and Simulation Solution Responsible Unit with in ABB's(Asea Brown Boveri)industry division.

Original languageEnglish
Title of host publicationNew Developments in Mathematics Research
EditorsNatalie L Clarke, Alex P Ronson
Number of pages20
PublisherNova Science Publishers, Inc.
Publication date2011
Pages85-104
ISBN (print)9781613242520
Publication statusPublished - 2011
Externally publishedYes

    Research areas

  • Data reconciliation, Fault detection, Haar functions, Noise detection, Signal processing, Variance, Wavelets, Wavelets'packets
  • Engineering

Recently viewed

Publications

  1. Combining Kalman filter and RLS-Algorithm to Improve a Textile based Sensor System in the Presence of Linear Time-Varying Parameters
  2. A wavelet-based algorithm without a priori knowledge of noise level for gross errors detection
  3. What is learned in approach-avoidance tasks? On the scope and generalizability of approach-avoidance effects
  4. An on-line orthogonal wavelet denoising algorithm for high-resolution surface scans
  5. Noise Detection for Biosignals Using an Orthogonal Wavelet Packet Tree Denoising Algorithm
  6. Throttle valve control using an inverse local linear model tree based on a Fuzzy neural network
  7. Comparing Two Voltage Observers in a Sensorsystem using Repetitive Control
  8. Using haar wavelets for fault detection in technical processes
  9. An MPC for an Aggregate Actuator with a Self-Tuning Feedforward Control
  10. A Wavelet Based Algorithm without a Priori Knowledge of Noise Level for Gross Errors Detection
  11. Rebounded PSO Method for Sigmoid PID Controller for a Maglev System with Input Saturation
  12. Evaluating the construct validity of Objective Personality Tests using a multitrait-multimethod-Multioccasion-(MTMM-MO)-approach
  13. Cross-document coreference resolution using latent features
  14. Using Euler Discrete Approximation to Control an Aggregate Actuator in Camless Engines
  15. Evaluation of Time/Phase Parameters in Frequency Measurements for Inertial Navigation Systems
  16. A model predictive control for an aggregate actuator with a self-tuning initial condition procedure in combustion engines
  17. Unity and diversity in the law of state responsibility
  18. Control condition design and implementation features in controlled trials
  19. A simple fuzzy controller for robot manipulators with bounded inputs
  20. The Use of Factorization and Multimode Parametric Spectra in Estimating Frequency and Spectral Parameters of Signal
  21. Using Local and Global Self-Evaluations to Predict Students' Problem Solving Behaviour
  22. A decoupled MPC using a geometric approach and feedforward action for motion control in robotino
  23. Digital Control of a Camless Engine Using Lyapunov Approach with Backward Euler Approximation
  24. Using the flatness of DC-Drives to emulate a generator for a decoupled MPC using a geometric approach for motion control in Robotino
  25. Methodologies for Noise and Gross Error Detection using Univariate Signal-Based Approaches in Industrial Application
  26. Classical PI Controllers with Anti-Windup Techniques Applied on Level Systems
  27. Joint entity and relation linking using EARL
  28. Introducing parametric uncertainty into a nonlinear friction model
  29. Changes of Perception
  30. Geographical patterns in prediction errors of species distribution models
  31. Recurrence quantificationanalysis as a general-purpose tool for bridging the gap between qualitative and quantitative analysis
  32. A localized boundary element method for the floating body problem
  33. Robust Flatness Based Control of an Electromagnetic Linear Actuator Using Adaptive PID Controller
  34. Knowledge Graph Question Answering Using Graph-Pattern Isomorphism
  35. On finding nonisomorphic connected subgraphs and distinct molecular substructures.
  36. Comments on "Tracking Control of Robotic Manipulators With Uncertain Kinematics and Dynamics"
  37. A guided simulated annealing search for solving the pick-up and delivery problem with time windows and capacity constraints
  38. Using Fuzzy PD Controllers for Soft Motions in a Car-like Robot
  39. Graphism and Flatness. The Line as Mediator between Time and Space, Intuition and Concept
  40. On the Nonlinearity Compensation in Permanent Magnet Machine Using a Controller Based on a Controlled Invariant Subspace
  41. Data based analysis of order processing strategies to support the positioning between conflicting economic and logistic objectives
  42. Robust Control of Mobile Transportation Object with 3D Technical Vision System
  43. Continuous 3D scanning mode using servomotors instead of stepping motors in dynamic laser triangulation