PROJECT TITLE :

Alternative to Extended Block Sparse Bayesian Learning and Its Relation to Pattern-Coupled Sparse Bayesian Learning - 2018

ABSTRACT:

We tend to consider the matter of recovering block sparse signals with unknown block partition and propose a higher different to the extended block sparse Bayesian learning (EBSBL). The underlying relationship between the proposed methodology EBSBL and pattern-coupled sparse Bayesian learning (PC-SBL) is explicitly revealed. The proposed technique adopts a cluster-structured previous for sparse coefficients, which encourages dependencies among neighboring coefficients by properly manipulating the hyperparameters of the neighborhood. Thanks to entanglement of the hyperparameters, a joint sparsity assumption is made to yield a suboptimal analytic answer. The different algorithm avoids high dictionary coherence in EBSBL, reduces the unknowns of EBSBL, and explains the effectiveness of EBSBL. The proposed algorithm additionally avoids the vulnerability of parameter choice in PC-SBL. Results of comprehensive simulations demonstrate that the proposed algorithm achieves performance that is shut to the simplest performance of PC-SBL. Additionally, it outperforms EBSBL and alternative recently reported algorithms significantly underneath noisy and low sampling eventualities.


Did you like this research project?

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


PROJECT TITLE :Modeling and management of photovoltaic and fuel cell based alternative power systemsABSTRACT:Photovoltaic (PV) systems and fuel cells (FCs) represent interesting solutions as being various power sources with
PROJECT TITLE :An alternative to charging stations for electric vehicles - 2017ABSTRACT:The increase of eletric vehicle numbers would lead a considerable reduction in polluting gases emittion. However, there are plenty of challenges
PROJECT TITLE :Integrated Flexible Maritime Crane Architecture for the Offshore Simulation Centre AS (OSC): A Flexible Framework for Alternative Maritime Crane Control AlgorithmsABSTRACT:The Offshore Simulator Centre AS (OSC)
PROJECT TITLE :A Theory of Alternative Methods for Measurements of Absorption Cross Section and Antenna Radiation Efficiency Using Nested and Contiguous Reverberation ChambersABSTRACT:Average ACS can be measured during a reverberation
PROJECT TITLE :Evaluation of saliency tracking as an alternative for health monitoring in PMSM-drives under non-stationary conditionsABSTRACT:This paper evaluates the potential of saliency tracking to assess the health condition

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

Project Enquiry