A Theoretical Approach To Forecasting Of Electric Power Of Distribution Transformers
Journal Title: IOSR Journals (IOSR Journal of Electrical and Electronics Engineering) - Year 2017, Vol 12, Issue 6
Abstract
This paper is targeted at discussing the theory involved in addressing the problem of forecasting electric power at a substation transformer in a distribution network. Accurate power forecast is of great essence in power distribution planning, reactive power support control and intelligent power management. Due to the dynamics of the power system, an intelligent and adaptive forecast algorithm based on the Adaptive Neuro-fuzzy Inference System (ANFIS) is proposed for the power forecast. However the forecast model involves the use of five layer Adaptive neuro-fuzzy inference system (ANFIS) and its learning algorithm for the forecast of active and reactive power. For efficiency of the forecast model, training and validation, historical data for active and reactive power distribution network are utilized. Therefore the input voltage v(t) to the network is time varying series of vector patterns called sequence. Ultimately, this paper presents an algorithm for forecasting electric power of distribution transformers.
Authors and Affiliations
Ugwudike D. U. , Madueme T. C.
Keywords
Related Articles
- EP ID EP388494
- DOI 10.9790/1676-1206032031.
- Views 142
- Downloads 0
Approximate Mathematical Model for load profiling and demand forecasting
This paper describes the development of approximate mathematical models to be used in load profiling and forecasting, e.i., the household and commercial load profile. The model was developed by studying and profiling loa...
Hybrid PSO-GSA Applied To Dynamic Economic Dispatch With Prohibited Operating Zones
This paper proposes a novel and efficient hybrid algorithm based on combining particle swarm optimization (PSO) and gravitational search algorithm (GSA) techniques, called PSO-GSA. The core of this algorithm is to combin...
A high stable on-chip CMOS temperature sensor
A high stable CMOS temperature sensor is presented. A low-pass filter circuit is added in the output of traditional CMOS temperature sensor to improve the stability of its output,. The supply power voltage of the tempera...
The Impact of Integrating Renewable Energy Sources in Rural Communities Using an Intelligent Agent (A Case Study of Afikpo Community)
his study is based on the investigation and simulation modelling of integrated renewable energy system in rural area. This work is aimed at analysing the various impact of integrating renewable energy sources in rural co...
Quality Assurance of Bottling Plant Using Image Processing and PLC
Image processing based quality checking is one of the most popular technologies employed in manufacturing process nowadays, as it reduces both the human errors and the man power requirement. The purpose of this project i...