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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
Rafat Hessien Elsayed Elshaer, "Azza Gaber, Raafat Elshaer and Mahassen Khater, “An Ant Colony Optimization Heuristic for Solving the Two-Dimensional Level Packing Problems”, Proceedings of the International Conference on Industrial Engineering and Operations Management Bandung, Indonesia, March 6-8, 2018.", IEOM society, 2018
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Noha Ahmed Ali Mostafa, "A generic mathematical model to optimize production and distribution decisions in supply chains", Zagazig University, 2016
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Ahmed Mohamed Elsayed Abdelwahab Abied, "Adjust Jidoka Occupational Fatigue to Reduce Idle times using Data Mining as Lean Tool", EIJEST, 2016
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Ahmed Mohamed Elsayed Abdelwahab Abied, "Create Heijunka 5's Matrix to Control the Dynamic Gemba as Lean Tool", ISSN: 2331-0707 (Print); ISSN: 2331-0715 (Online), 2015
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Ahmed Mostafa Ahmed Atya, "New Ant Colony Optimization Algorithms for Designing Two-Stage Supply Chain with Fixed Costs", World Scientific Publishing Co Pte Ltd, 2022
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