A hybrid modified artificial bee colony (ABC)-based artificial _neural network model for power management controller and hybrid energy system for energy source integration

Engineering Proceedings 59 (35):1-12 (2023)
  Copy   BIBTEX

Abstract

Small MGS (microgrid systems) are capable of decreasing energy losses. Long-distance power transmission lines are constructed by integrating distributed power sources with energy storage subsystems, which is the current trend in the development of RES (renewable energy sources). Although energies produced by RES do not cause pollution, they are stochastic and hence challenging to manage. This disadvantage makes high penetration of RES risky for the stability, dependability, and power quality of main electrical grids. The energies obtained from RES must thus be integrated in the best possible way. To provide maximum energy sustainability and best energy usage, hybrid energy systems must manage energy efficiently. In order to improve power management and make better use of RES, this study offers a hybrid energy power management controller based on hybrid MABC (modified artificial bee colony) and ANN (artificial neural network) for MGS, PVS (photovoltaic system), and WT (wind turbine). Controlling power flows between grids and energy sources is the suggested approach for power control. D/R (demands/responses), customer reactions, offering priorities, D/R properties like COE (cost of energies), and sizes (lengths) are considered in this work. Along with current techniques, a suggested model is implemented in the MATLAB/Simulink platform.

Other Versions

No versions found

Links

PhilArchive

External links

Setup an account with your affiliations in order to access resources via your University's proxy server

Through your library

Similar books and articles

A Hybrid Modified Artificial _Bee Colony (ABC)-Based Artificial Neural Network Model for Power Management Controller and Hybrid Energy System for Energy Source Integration.R. Sugumar - 2023 - International Conference on Recent Advances on Science and Engineering 59 (35):2-12. Translated by Rajendran Sugumar.
Renewable Hybrid Power Generation System.Shirshak Dutta, Arpita Sen, Sananda Biswas, Abhinaba Halder, Soumya Das, Pratyusha Biswas Deb & Ijarw Ijeais - 2018 - International Journal of Engineering and Information Systems (IJEAIS) 2 (2):1-5.
A Feasibility Study of A Zero Energy Building in Egypt.Nehad Khattab - 2018 - International Journal of Engineering and Information Systems (IJEAIS) 2 (12):36-43.

Analytics

Added to PP
2025-02-22

Downloads
57 (#408,867)

6 months
57 (#99,741)

Historical graph of downloads
How can I increase my downloads?

Citations of this work

Cloud Architecture Design Patterns: Best Practices for Scalable and Secure Systems.Nivisha Govindaraj Ram Nivas Duraisamy - 2025 - International Journal of Multidisciplinary Research in Science, Engineering, Technology and Management 12 (3):691-697.
Reinforcement Learning in Dynamic Environments: Optimizing Real-Time Decision Making for Complex Systems.P. V. Asha - 2025 - International Journal of Multidisciplinary Research in Science, Engineering, Technology and Management 12 (3):754-759.
Enhancing Interpretability in Distributed Constraint Optimization Problems.M. Bhuvana Chandra C. Anand - 2025 - International Journal of Multidisciplinary Research in Science, Engineering and Technology 8 (1):361-364.
Wine Quality Prediction using Machine Learning.Abhishek Rathor Prajwal Wadghule - 2025 - International Journal of Multidisciplinary Research in Science, Engineering and Technology 8 (2):986-989.
Speech Emotion Recognition using Machine Learning and Librosa.Sivashree S. Pavithra J. - 2025 - International Journal of Advanced Research in Education and Technology 12 (1):224-228.

View all 55 citations / Add more citations

References found in this work

No references found.

Add more references