PROJECT TITLE:

Generalized Correntropy for Robust Adaptive Filtering - 2016

ABSTRACT:

As a robust nonlinear similarity measure in kernel house, correntropy has received increasing attention in domains of machine learning and Signal Processing. In particular, the most correntropy criterion (MCC) has recently been successfully applied in strong regression and filtering. The default kernel perform in correntropy is the Gaussian kernel, which is, of course, not invariably the best alternative. In this paper, we tend to propose a generalized correntropy that adopts the generalized Gaussian density (GGD) operate as the kernel, and gift some important properties. We tend to additional propose the generalized maximum correntropy criterion (GMCC) and apply it to adaptive filtering. An adaptive algorithm, referred to as the GMCC algorithm, is derived, and the steadiness downside and steady-state performance are studied. We tend to show that the proposed algorithm is terribly stable and can achieve zero chance of divergence (POD). Simulation results ensure the theoretical expectations and demonstrate the fascinating performance of the new algorithm.


Did you like this research project?

To get this research project Guidelines, Training and Code... Click Here


PROJECT TITLE : Multinational License Plate Recognition Using Generalized Character Sequence Detection ABSTRACT: The computer vision community considers automatic license plate recognition (ALPR) to be a solved problem. However,
PROJECT TITLE : Generalized Bayesian Model Selection for Speckle on Remote Sensing Images ABSTRACT: Coherent summation of back-scattered waves and subsequent nonlinear envelope changes introduce speckle noise into both synthetic
PROJECT TITLE :Improved Low-Complexity Sphere Decoding for Generalized Spatial Modulation - 2018ABSTRACT:During this letter, two types of improved sphere decoding (SD) algorithms for generalized spatial modulation (GSM), termed
PROJECT TITLE :Generalized Nested Array: Optimization for Degrees of Freedom and Mutual Coupling - 2018ABSTRACT:In this letter, we have a tendency to propose a generalized nested array (GNA) with 2 flexible co-prime factors for
PROJECT TITLE :On Two-Dimensional Hilbert Integral Equations, Generalized Minimum-Phase Signals, and Phase Retrieval - 2018ABSTRACT:One-dimensional (1-D) causal signals admit Hilbert integral relations between the important and

Ready to Complete Your Academic MTech Project Work In Affordable Price ?

Project Enquiry