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A Fuzzy Logic Controller for Demand Side Management in Smart Grids
Faculty
Engineering
Year:
2019
Type of Publication:
ZU Hosted
Pages:
Authors:
Sarah Atif Abdulaziz Ali
Staff Zu Site
Abstract In Staff Site
Journal:
the 8th International Conference on Operations Research and Enterprise Systems (ICORES 2019) scitepress
Volume:
Keywords :
, Fuzzy Logic Controller , Demand Side Management
Abstract:
Smart Grid Demand Side Management is the effective way for energy providers to encourage their customers on reducing their consumption during peak loads through several Demand Response programs. In this paper, An Artificial Intelligence approach based on a Fuzzy Logic control system is proposed for the home appliance scheduling problem. This is typically used in Home Energy Management Systems for the control of Heating, Ventilation, and Air Conditioning Systems (HVAC). The simulation results demonstrate the capability of the proposed model to manage and control of HVAC systems in a smarter way than traditional techniques. Furthermore, a reduction of 18.33% in total hourly energy consumption has been obtained after introducing a new parameter among the fuzzy input variables.
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 , "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 , "A new fuzzy logic based approach for optimal household appliance scheduling based on electricity price and load consumption prediction", TAYLOR AND FRANCIS, 2021
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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
Boshra Taha Abdallah Abdallah, "Multi_Suppliers Procurement Model with Optimal Service Tailored for Egyptian Industrial Sector", International Jornal of Research in Management and technology, 2014
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Adel Abdelmoaz, "Layout Designs In Cellular Manufacturing", The 8th International Conference of Al-Azhar University, 2004
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Adel Abdelmoaz, "Impact of neighborhood search of simulation annealing algorithm on solving job shop scheduling problem with sequence dependent setup times", EJEST, 2016
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Adel Abdelmoaz, "An Effective Genetic Algorithm for Capacitated Vehicle Routing Problem", 8th international conference on Industrial Engineering and Operations Management; Indonesia, 2018
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Rafat Hessien Elsayed Elshaer, "An Effective Genetic Algorithm for Capacitated Vehicle Routing Problem", IEOM society, 2018
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