Application of Root Mean Square and Adaptive NeuroFuzzyInference Systemfor Power Quality Events Classification Using Electricaland Electronics Home Appliances as Case Study
Journal Title: IOSR Journals (IOSR Journal of Electrical and Electronics Engineering) - Year 2018, Vol 13, Issue 3
Abstract
The proliferation of sensitive equipment and non-linear loads atbothindustrial and domestic environment is extremely higher nowadays. This invariably contributes immensely topower quality issues on electric power system network and this indeed is a subject of concern among power system researchers since the world is aiming at ensuring clean, stable and quality electric power supply. This paper presents application of root mean square and adaptive neuro-fuzzy inference system for power quality events classification using electrical and electronics home appliances as case study.Three power quality events (voltage dip, voltage swell and voltage interruption) were considered in this paper. PQ events classification results obtained by the proposed approach were compared with the classification with FLUKE 435. Based on the analysis, obtained classification rateforelectric blender, laptop, television and electric fan was found to be 100% while that obtained forrefrigerator, vacuum cleaner and washing machine was found to be 80%. The estimatedoverall performanceaccuracy of RMS-ANFIS was found to be 91.42%. The proposed approach showed greater suitability for detection and classification of PQ events.
Authors and Affiliations
Okelola M. O. , Olabode O. E
Keywords
Related Articles
- EP ID EP388752
- DOI 10.9790/1676-1303021523.
- Views 150
- Downloads 0
Improved Electrical Performances of An InP/ InGaAs Heterojunction Bipolar Transistor
Bipolar Heterojunction Transistors (HBTs) have proved to be excellent devices for applications in microwave telecommunication systems. In this study, the aim is to optimize and to improve the InP / InGaAs HBT electrical...
Enhancement of Voltage And Power System Stability Performance By Optimal Placement of UPFC
Recently Flexible AC Transmission System (FACTS) Controller has created new opportunities for increasing power system stability including voltage stability. Due to excessive cost, these devices must be located optimally....
Decimation Filter Design Optimization of ADC for ECG Processing
Digital processing of ECG for arrhythmia analysis is very much dependent upon the ECG sapling resolution. However, over sampling may increase the processing cose and under sampling may introduce error in the analysis as...
Efficient Architecture for Digital Image Processing Based on EPLD
Digital image processing becomes a wide area of applications that introduce in each part of real life. One of the big challenge of digital image processing is how to speed up the processing speed in order to support the...
A Novel Small-Signal Knowledge-Based Neural Network Modeling Approach for Packaged Transistors
This paper proposes a novel small-signal knowledge-based neural network modeling method for packaged transistors. Separate neural networks are proposed to represent the behaviors of packages covering the core transistor....