on January 4th, 2022

Peak load reduction is one of the most essential obligations and cost-effective tasks for electrical energy consumers. An isolated microgrid (IMG) system is an independent limited capacity power system where the peak shaving application can perform a vital role in the economic operation.

This paper presents a comparative analysis of a categorical variable decision tree algorithm (CVDTA) with the most common peak shaving technique, namely, the general capacity addition technique, to evaluate the peak shaving performance for an IMG system.

The CVDTA algorithm deals with the hybrid photovoltaic (PV)—battery energy storage system (BESS) to provide the peak shaving service where the capacity addition technique uses a peaking generator to minimize the peak demand. An actual IMG system model is developed in MATLAB/Simulink software to analyze the peak shaving performance.

The model consists of four major components such as, PV, BESS, variable load, and gas turbine generator (GTG) dispatch models for the proposed algorithm, where the BESS and PV models are not applicable for the capacity addition technique. Actual variable load data and PV generation data are considered to conduct the simulation case studies which are collected from a real IMG system.

The simulation result exhibits the effectiveness of the CVDTA algorithm which can minimize the peak demand better than the capacity addition technique. By ensuring the peak shaving operation and handling the economic generation dispatch, the CVDTA algorithm can ensure more energy savings, fewer system losses, less operation and maintenance (O&M) cost, etc., where the general capacity addition technique is limited.

Read More

The latest news

EIT News

Top-2 Industry Insights for Next-Gen Mechanical Engineers

Explore how the rapidly advancing fields of electric vehicles and nanotechnology are creating diverse and high-paying opportunities for the next generation of mechanical engineers. If you grew up watching action-packed... Read more
EIT News

Power Ahead with These Mechanical Engineering Trends of 2024!

Gear up for a ride into the future of mechanical engineering! From cutting-edge tech to sustainable practices, the industry is on the fast track to innovation. We unveil the top... Read more
EIT News

5 Simple Insider Tips to Begin Your Own Mechanical Engineering Firm

For engineers hesitating to start their own businesses, gain insight from a mechanical engineer who overcame doubts to establish her own successful engineering firm. Contemplating the leap into entrepreneurship can... Read more
Engineering Institute of Technology