Electric Load Forecasting Using Genetic Algorithm – A Review
Journal Title: International Journal of Modern Engineering Research (IJMER) - Year 2014, Vol 4, Issue 6
Abstract
Many real-world problems from operations research and management science are very complex in nature and quite hard to solve by conventional optimization techniques. So, intelligent solutions based on genetic algorithm (GA), to solve these complicated practical problems in various sectors are becoming more and more widespread nowadays. GAs are being developed and deployed worldwide in myriad applications, mainly because of their symbolic reasoning, flexibility and explanation capabilities. This paper provides an overview of GAs, as well as their current use in the field of electric load forecasting. The types of GA are outlined, leading to a discussion of the various types and parameters of load forecasting. The paper concludes by sharing thoughts and estimations on GA for load forecasting for future prospects in this area. This review reveals that although still regarded as a novel methodology, GA technologies are shown to have matured to the point of offering real practical benefits in many of their applications.
Authors and Affiliations
Arun Kumar Gangwar, Farheen Chishti
Keywords
Related Articles
- EP ID EP121460
- DOI -
- Views 103
- Downloads 0
Iterative Non-Parametric Method for Manipulating Missing Values of Heterogeneous Datasets by Clustering
:-Machine learning and data mining retort heavily on a large amount of data to build learning models and make predictions. There is a need for quality of data, thus the quality of data is ultimately important. Many...
Implementation of Wide Band Frequency Synthesizer Base on DFS (Digital Frequency Synthesizer) Controller Using VHDL
The focus of this paper is on design, analysis and simulation of DDFS, using tools like Xilinx and Cadence. Traditional designs of high bandwidth frequency synthesizers employ the use of a phase locked- loop (P...
Experimental Investigation and Parametric Analysis of Surface Roughness in CNC Turning Using Design of Experiments
The manufacturing industries are very much concerned about the quality of their products. They are focused on producing high quality products in time at minimum cost. Surface finish is one of the crucial performance pa...
A Detailed Review on Artificial Roughness Geometries for Optimizing Thermo-Hydraulic Performance of Solar Air Heater
It is well known fact that the heat transfer coefficient between the absorber surface of solar air collector & flowing fluid i.e. air can be improved by providing artificial roughness geometry on heat trans...