PROJECT TITLE:

Interpretation of DGA for transformer fault diagnosis with complementary SaE-ELM and arctangent transform

ABSTRACT:

This paper presents a novel approach for power transformer incipient fault diagnosis through the analysis of dissolved gas in oil. The proposed approach is implemented for improving the diagnosis accuracy by dissolved gas analysis (DGA) of power transformer based on the combined use of a multi-classification algorithm self-adaptive evolutionary extreme learning machine (SaE-ELM) and a easy arctangent remodel (AT). On the one hand, the SaE-ELM algorithm has the power to approximate any nonlinear functions with its structure parameters, i.e. hidden node biases and output weights, optimized self-sufficiently. On the other hand, the AT can alter the information structure of the experiment data, that will enhance the generalization capability for SaE-ELM and other machine learning algorithms. So, the combination of SaEELM and AT can complement every alternative and improve the diagnosis accuracy from the facet of both algorithm and knowledge structure. The performances of the proposed approach are compared with that derived from ANN, SVM, and ELM strategies, respectively. Experimental results with each published and power utility provided information indicate that the developed approach will significantly improve the accuracies for power transformer fault diagnosis.


Did you like this research project?

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


PROJECT TITLE :Robust PCA Based on Incoherence With Geometrical Interpretation - 2018ABSTRACT:Robust principal element analysis, which extracts low-dimensional data from high-dimensional data, can additionally be thought to be
PROJECT TITLE :Breakdown of liquids in long gaps: influence of distance, impulse shape, liquid nature, and interpretation of measurementsABSTRACT:Breakdown measurements are administered in liquids beneath point-sphere and pointplane
PROJECT TITLE :Special issue on partial discharges detection, measurement and interpretation [Call for Papers]ABSTRACT:A Special lssue of the IEEE Transactions on Dielectrics and Electrical Insulation is being planned on Partial
PROJECT TITLE :Statistical approach for interpretation of power transformers frequency response analysis resultsABSTRACT:In spite of the many research efforts on fault diagnosis using frequency response analysis (FRA) methodology,
PROJECT TITLE :The Production and Interpretation of ARPANET MapsABSTRACT:This article explores a 20-year series of ARPANET maps made by the firm Bolt Beranek and Newman (BBN). These BBN maps signify the earliest efforts to represent

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

Project Enquiry