Open AccessAn Effective Battery Energy Management System in Hybrid Solar/Wind System using ANFIS Controlled Bi-Directional DC-DC Converter
Author(s) -
M. Nagaiah,
K. Chandra Sekhar
Publication year - 2019
Publication title -
international journal of recent technology and engineering
Language(s) - English
Resource type - Journals
ISSN - 2277-3878
DOI - 10.35940/ijrte.d6876.118419
Subject(s) - maximum power point tracking , photovoltaic system , battery (electricity) , maximum power principle , adaptive neuro fuzzy inference system , automotive engineering , energy management system , state of charge , boost converter , computer science , charge controller , permanent magnet synchronous generator , hybrid system , renewable energy , energy management , engineering , fuzzy logic , electrical engineering , power (physics) , fuzzy control system , voltage , inverter , energy (signal processing) , statistics , physics , mathematics , quantum mechanics , artificial intelligence , machine learning
This paper proposes and evaluates an adaptive neuro-fuzzy inference system (ANFIS) based battery energy management system (BEMS). The proposed configuration consists of photovoltaic (PV) and wind energy conversion system (WECS) based hybrid renewable energy system as the primary source and battery system as the energy storage device. The all the primary sources is connected to the DC bus by a DC/DC converter whereas, Battery storage system is connected using Bi-Directional system for charging and discharging purpose. An ANFIS based supervisory control system is proposed in this paper which determines effective battery management system by analyzing the power demand by the load and the state of charge (SOC) of the battery furthermore, an fuzzy logic controller (FLC) based maximum power point tracking (MPPT) is used in the PV and wind energy conversion system (WECS) to track the maximum available power for the different irradiance and wind velocity respectively. The obtained results are compared with the fuzzy logic-based energy management system to test the effectiveness of the system. A 500 W PV system and a 500 W Permanent magnet synchronous generator (PMSG) based WECS is implemented for its simplicity and high efficiency. The proposed control topology is designed and tested using MATLAB/Simulink.