篇名 |
Empirical Validation of Fuzzy Logic Based Predictive Load Scheduling in Mimic Home Energy Management System
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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.
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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 |
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