Animproved microgrid energy management system based on hybrid energy storage system using ANN NARMA-L2 controller
Also Available Domains Wind Power Generation
Objective
The main objective of this project is to develop a MATLAB/Simulink-based intelligent energy management system for a DC micro grid using ANN- based NARMA-L2 controlled hybrid energy storage.
Abstract
This project presents the development of an intelligent Energy Management System (EMS) for a DC micro grid using MATLAB/Simulink. The micro grid integrates renewable energy sources such as photovoltaic and wind systems along with a hybrid energy storage system consisting of batteries and super capacitors. An ANN-based NARMA-L2 controller is employed to regulate bidirectional DC–DC converters and maintain DC bus voltage stability under varying load and environmental conditions. The proposed EMS efficiently manages power flow among sources, storage units, and loads while keeping battery and super capacitor state-of-charge within safe limits. Simulation results demonstrate improved DC bus voltage regulation, reduced battery stress, and enhanced system stability, validating the effectiveness of the proposed control strategy for micro grid applications.
Keywords: Hybrid energy storage system Artificial Neural Network (ANN) NARMA-L2 controller Energy management system DC-DC converter Micro grid (MG).
NOTE: Without the concern of our team, please don't submit to the college. This Abstract varies based on student requirements.
Block Diagram
Specifications
Software & Hardware Requirement:
Software Configuration:
Operating System : Windows 7/8/10
Application Software: Matlab / Simulink
Hardware Configuration:
RAM : 8 GB
Processor : I3 / I5 (Mostly prefer)
Learning Outcomes:
· Introduction to Matlab/Simulink
· How to start with MATLAB
· About Matlab language
· About tools & libraries
· Application of Matlab/Simulink
· Basics on Matlab/Simulink
· Introduction to converters
· Introduction to switches
· We can learn about DC Machines
· We can learn about BLDC Motors
· We can learn about Neural Networks controller
· Project Development Skills:
o Problem analyzing skills
o Problem solving skills
o Creativity and imaginary skills
o Programming skills
o Deployment
o Testing skills
o Debugging skills
o Project presentation skills
Learning Outcomes
Learning Outcomes:
· Introduction to Matlab/Simulink
· How to start with MATLAB
· About Matlab language
· About tools & libraries
· Application of Matlab/Simulink
· Basics on Matlab/Simulink
· Introduction to converters
· Introduction to switches
· We can learn about DC Machines
· We can learn about BLDC Motors
· We can learn about Neural Networks controller
· Project Development Skills:
o Problem analyzing skills
o Problem solving skills
o Creativity and imaginary skills
o Programming skills
o Deployment
o Testing skills
o Debugging skills
o Project presentation skills
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