Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution

This abstract describes the smart grid management system is an emerging technology that utilizes machine learning algorithms for efficient energy distribution. The paper presents an overview of the architecture, benefits, and challenges of smart grid management systems. The paper also discusses vari...

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Main Authors: Reddy V. Sandeep Kumar, T. Saravanan, Velusudha N.T., Selwyn T. Sunder
Format: Article
Language:English
Published: EDP Sciences 2023-01-01
Series:E3S Web of Conferences
Subjects:
Online Access:https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/24/e3sconf_icseret2023_02005.pdf
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author Reddy V. Sandeep Kumar
T. Saravanan
Velusudha N.T.
Selwyn T. Sunder
author_facet Reddy V. Sandeep Kumar
T. Saravanan
Velusudha N.T.
Selwyn T. Sunder
author_sort Reddy V. Sandeep Kumar
collection DOAJ
description This abstract describes the smart grid management system is an emerging technology that utilizes machine learning algorithms for efficient energy distribution. The paper presents an overview of the architecture, benefits, and challenges of smart grid management systems. The paper also discusses various machine learning algorithms used in smart grid management systems such as neural networks, decision trees, and Support Vector Machines (SVM). The advantages of using machine learning algorithms in smart grid management systems include increased energy efficiency, reduced energy wastage, improved reliability, and reduced costs. The challenges in implementing machine learning algorithms in smart grid management systems include data security, privacy, and scalability. The paper concludes by discussing future research directions in smart grid management systems based on machine learning algorithms.
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spelling doaj.art-52690cbf8ad0442ab1fdeed59e68bc0c2023-06-09T09:06:53ZengEDP SciencesE3S Web of Conferences2267-12422023-01-013870200510.1051/e3sconf/202338702005e3sconf_icseret2023_02005Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy DistributionReddy V. Sandeep Kumar0T. Saravanan1Velusudha N.T.2Selwyn T. Sunder3School of Computing, Mohan Babu Univesity (ERSTWhile Sree Vidyanikethan Engineering College-Autonomous)New Prince Shri Bhavani College Of Engineering and Technology, Approved by AICTE, Affiliated To Anna UniversityAssistant Professor, Prince Shri Venkateshwara Padmavathy Engineering CollegeProfessor, Prince Dr. K. Vasudevan College of Engineering and TechnologyThis abstract describes the smart grid management system is an emerging technology that utilizes machine learning algorithms for efficient energy distribution. The paper presents an overview of the architecture, benefits, and challenges of smart grid management systems. The paper also discusses various machine learning algorithms used in smart grid management systems such as neural networks, decision trees, and Support Vector Machines (SVM). The advantages of using machine learning algorithms in smart grid management systems include increased energy efficiency, reduced energy wastage, improved reliability, and reduced costs. The challenges in implementing machine learning algorithms in smart grid management systems include data security, privacy, and scalability. The paper concludes by discussing future research directions in smart grid management systems based on machine learning algorithms.https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/24/e3sconf_icseret2023_02005.pdfsmart grid management systemmachine learning algorithmsenergy distributiongrid monitoring
spellingShingle Reddy V. Sandeep Kumar
T. Saravanan
Velusudha N.T.
Selwyn T. Sunder
Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
E3S Web of Conferences
smart grid management system
machine learning algorithms
energy distribution
grid monitoring
title Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
title_full Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
title_fullStr Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
title_full_unstemmed Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
title_short Smart Grid Management System Based on Machine Learning Algorithms for Efficient Energy Distribution
title_sort smart grid management system based on machine learning algorithms for efficient energy distribution
topic smart grid management system
machine learning algorithms
energy distribution
grid monitoring
url https://www.e3s-conferences.org/articles/e3sconf/pdf/2023/24/e3sconf_icseret2023_02005.pdf
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AT tsaravanan smartgridmanagementsystembasedonmachinelearningalgorithmsforefficientenergydistribution
AT velusudhant smartgridmanagementsystembasedonmachinelearningalgorithmsforefficientenergydistribution
AT selwyntsunder smartgridmanagementsystembasedonmachinelearningalgorithmsforefficientenergydistribution