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A new fuzzy logic based approach for optimal household appliance scheduling based on electricity price and load consumption prediction
Faculty
Engineering
Year:
2021
Type of Publication:
ZU Hosted
Pages:
Authors:
Sarah Atif Abdulaziz Ali
Staff Zu Site
Abstract In Staff Site
Journal:
Advances in Building Energy Research TAYLOR AND FRANCIS
Volume:
Keywords :
, , fuzzy logic based approach , optimal household
Abstract:
Smart Home Energy Management Systems (HEMS) constitute a vital necessity for optimizing electricity usage and saving energy in smart grids. However, these systems rely on dynamic factors that are stochastic and difficult to predict, such as the load consumption and electricity prices. Therefore, constructing an efficient control system for residential buildings requires an accurate prediction process of the associated parameters. This paper proposes an integrated predictive control system that consists of both predictive model and Demand Response (DR) scheme to predict and control the daily electricity usage in the residential sector. First, a Long Short-Term Memory-based (LSTM) optimized predictive model is implemented for predicting both the hourly load consumption and electricity price for a typical smart home. Then, the predicted data are transmitted to a DR fuzzy logic-based controller that can optimally schedule the home appliances usage. In comparison with the state-of-the-art prediction techniques for the residential load consumption and electricity price, the proposed LSTM predictive model outperforms Linear Regression (LR), Decision Tree (DT), Support Vector Regression (SVR), and Ensembled Boosted Trees (EBT). Moreover, the proposed DR-FIS controller has shown good results in terms of reducing the electricity cost by selecting the optimal time schedule.
Author Related Publications
Sarah Atif Abdulaziz Ali , "A FUZZY LOGIC BASED ALGORITHM FOR NON-PERMUTATION FLOW SHOP SCHEDULING WITH STATIC AND DYNAMIC ENVIRONMENT", CIE47 Proceedings, 11-13 October 2017, Lisbon / Portugal, 2017
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Sarah Atif Abdulaziz Ali , "A Comparative Study Using Deep Learning and Support Vector Regression for Electricity Price Forecasting in Smart Grids", IEEE, 2019
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Sarah Atif Abdulaziz Ali , "A Fuzzy Logic Controller for Demand Side Management in Smart Grids", scitepress, 2019
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Sarah Atif Abdulaziz Ali , "Assessment of stacked unidirectional and bidirectional long short-term memory networks for electricity load forecasting", ELSEVIER, 2020
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Sarah Atif Abdulaziz Ali , "Real-Time Load Consumption Prediction and Demand Response Scheme Using Deep Learning in Smart Grids", IEEE, 2019
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Department Related Publications
Mohamed Adel Albaz Mansour Ibrahiem Elmansy, "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004
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Mohammed Sameh Ali Ibrahym , "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004
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Yehya Ibrahim Mesalam Ali, "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004
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Mohamed Adel Albaz Mansour Ibrahiem Elmansy, "AN INTEGRATED APPROACH FOR MULTI-OBJECTIVE PRODUCTION AND DISTRIBUTION PLANNING IN SUPPLY CHAIN MANAGEMENT", The Egyptian Int. J. of Eng. Sci. and Technology, 2011
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Yehya Ibrahim Mesalam Ali, "AN INTEGRATED APPROACH FOR MULTI-OBJECTIVE PRODUCTION AND DISTRIBUTION PLANNING IN SUPPLY CHAIN MANAGEMENT", The Egyptian Int. J. of Eng. Sci. and Technology, 2011
More
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