AI Based MPPT and Hybrid Energy Storage with Inverter Control for Power Quality Enhancement in PV Systems Supplying MRI Loads
Objective
To develop a solar PV system with ANN-GWO based MPPT integrated with a hybrid energy storage system for efficient power extraction, stable DC-link voltage, and reliable energy supply under varying irradiance and MRI load conditions.
Abstract
This work presents the design and implementation of a DC-side energy management system for a photovoltaic (PV) based power system under dynamic operating conditions. The system integrates a PV array, boost converter, battery, and super capacitor connected through a common DC bus. A hybrid control strategy combining Artificial Neural Network (ANN) and Grey Wolf Optimization (GWO) is employed to achieve efficient maximum power point tracking (MPPT) and improved system performance. The ANN provides fast duty cycle estimation, while GWO refines it for reduced oscillations and enhanced tracking accuracy. The system is tested under varying solar irradiance and nonlinear load conditions to evaluate stability and dynamic response. Results demonstrate effective power extraction, improved voltage regulation, and reliable energy management, making the system suitable for applications such as MRI load support.
Keywords: Solar PV system, Battery, Super capacitor, Grid, Nonlinear loads, AC-DC converter, DC-DC Converter.
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
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 SPG,HESS
· We can learn about NONLINEAR LOADS
· 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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