Empirical Validation of Fuzzy Logic Based Predictive Load Scheduling in Mimic Home Energy Management System,ERICDATA高等教育知識庫
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篇名
Empirical Validation of Fuzzy Logic Based Predictive Load Scheduling in Mimic Home Energy Management System
並列篇名
Empirical Validation of Fuzzy Logic Based Predictive Load Scheduling in Mimic Home Energy Management System
作者 Nirmala Jegadeesan、G. Balasubramanian、N. Hemavathi、Yu-Chi Chen
英文摘要

Load scheduling plays a vital role in the home energy management systems. The main objective of this load scheduling is to balance the power demand and supply power without degrading the performance of the loads and consumers tolerance. Though many research works concentrate on load scheduling, very few works concentrated on real time scenario. On the other hand, research work concentrated on optimal load scheduling through fuzzy logic requires incorporation of fuzzy based system in either simulated or real-time home energy management system. Hence, the proposal aims to schedule the loads in a simulated home energy management system through fuzzy logic controller using MATLAB Simscape with required subsystems. The proposed simulated environment considers four different resistive loads. Intelligent scheduling is aimed to achieve efficient load scheduling. A fuzzy controller has three inputs namely integrated source, state of charge of battery, and power demand whereas probability of scheduling is considered as output. The efficiency of the proposed fuzzy-based load scheduling scheme is evaluated under various load conditions for different sub-systems with varying input power. The results exhibit the efficacy of the proposed scheme.

 

起訖頁 1429-1436
關鍵詞 Home energy management system、Load scheduling、Smart grid、Fuzzy logic、Demand side management
刊名 網際網路技術學刊  
期數 202312 (24:7期)
出版單位 台灣學術網路管理委員會
DOI 10.53106/160792642023122407004   複製DOI
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