A Fuzzy Logic Controller for Demand Side Management in Smart Grids

Faculty Engineering Year: 2019
Type of Publication: ZU Hosted Pages:
Authors:
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 More
  • Sarah Atif Abdulaziz Ali , "A Comparative Study Using Deep Learning and Support Vector Regression for Electricity Price Forecasting in Smart Grids", IEEE, 2019 More
  • Sarah Atif Abdulaziz Ali , "Assessment of stacked unidirectional and bidirectional long short-term memory networks for electricity load forecasting", ELSEVIER, 2020 More
  • 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 More
  • Sarah Atif Abdulaziz Ali , "Real-Time Load Consumption Prediction and Demand Response Scheme Using Deep Learning in Smart Grids", IEEE, 2019 More

Department Related Publications

  • Mohamed Adel Albaz Mansour Ibrahiem Elmansy, "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004 More
  • Mohammed Sameh Ali Ibrahym , "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004 More
  • Yehya Ibrahim Mesalam Ali, "Fuzzy Goal Programming Approach for Multi Objective Decision Making Problems", Alexandria, Egypt, 2004 More
  • 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 More
  • 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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