Development of a new bus zone identification algorithm using support vector machine


This study presents a replacement support vector machine (SVM)-primarily based fault zone identification theme, which properly identifies faults occurring inside and outside the protection zone of a busbar. A 220 kV substation with double busbar theme present in an existing Indian system is considered for validation of the proposed fault zone identification algorithm for busbar protection. Fault simulations are performed using PSCAD/EMTDC software package and the result is then interfaced with MATLAB, where fault zone identification algorithm is implemented. A total of forty four 650 internal and external fault cases with varying fault resistances, fault inception angles, fault locations, types of faults and source impedances have been used for validation of the proposed theme. Even though the proposed scheme utilises solely 29.sixty threep.c of the whole simulation cases (63 450) for the training of SVMs, it offers an overall fault zone identification accuracy of additional than 90percent when tested with using remaining 70.thirty sevenpercent simulation cases for validation. The proposed scheme successfully discriminates between in-zone and out-of-zone faults with high fault zone identification accuracy for various fault and system conditions. Moreover, the proposed theme remains stable throughout cross-country faults and severe current transformer (CT) saturation condition.

Did you like this research project?

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

PROJECT TITLE : Development and Assessment of a New Global Mammographic Image Feature Analysis Scheme to Predict Likelihood of Malignant Cases ABSTRACT: Researchers in this project hope to create and test a new computer-aided
PROJECT TITLE : Design and Development of MATLAB Based Three Phase Converter for Unbalanced AC Source ABSTRACT: The primary goal of this project is to build a control circuit with components in the zero sequence, although
PROJECT TITLE : Development of High-Performance ABSTRACT: The construction industry is increasingly using terms like "green buildings," "sustainable construction," and "high-performance buildings." A healthier interior environment
PROJECT TITLE :Features Classification Forest: A Novel Development That Is Adaptable To Robust Blind Watermarking Techniques - 2017ABSTRACT:A completely unique watermarking theme is proposed that could substantially improve current
PROJECT TITLE : Depth Reconstruction From Sparse Samples: Representation, Algorithm, and Sampling - 2015 ABSTRACT: The fast development of 3D technology and computer vision applications has motivated a thrust of methodologies

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

Project Enquiry